FileBase /isis1/Yuta/YutaData/YutaMouse20-140304/YutaMouse20-140304/YutaMouse20-140304 ElecNo 1 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1297867 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 432622 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23043 members Mstep: Class 2 contains 22616 members Mstep: Class 3 contains 22725 members Mstep: Class 4 contains 22867 members Mstep: Class 5 contains 22697 members Mstep: Class 6 contains 22989 members Mstep: Class 7 contains 22500 members Mstep: Class 8 contains 22632 members Mstep: Class 9 contains 22804 members Mstep: Class 10 contains 22687 members Mstep: Class 11 contains 22932 members Mstep: Class 12 contains 22557 members Mstep: Class 13 contains 22720 members Mstep: Class 14 contains 22751 members Mstep: Class 15 contains 22911 members Mstep: Class 16 contains 22798 members Mstep: Class 17 contains 22856 members Mstep: Class 18 contains 22818 members Mstep: Class 19 contains 22719 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 393.958618 but Gain 3218.449219 Score: -48820112.000000 Penalty: 57932.093750 Iteration 0F: 19 clusters Score -4.882011e+07 nChanged 407659 Entering Unmasked Mstep Mstep: Class 0 contains 2097 members Mstep: Class 1 contains 49071 members Mstep: Class 2 contains 9959 members Mstep: Class 3 contains 8503 members Mstep: Class 4 contains 11641 members Mstep: Class 5 contains 13451 members Mstep: Class 6 contains 22913 members Mstep: Class 7 contains 10225 members Mstep: Class 8 contains 11835 members Mstep: Class 9 contains 48119 members Mstep: Class 10 contains 11632 members Mstep: Class 12 contains 12091 members Mstep: Class 13 contains 21649 members Mstep: Class 14 contains 7608 members Mstep: Class 15 contains 64092 members Mstep: Class 16 contains 19686 members Mstep: Class 17 contains 32442 members Mstep: Class 18 contains 19694 members Mstep: Class 19 contains 55914 members Entering Unmasked Estep ConsiderDeletion Score: -50619668.000000 Penalty: 57932.093750 Iteration 1F: 19 clusters Score -5.061967e+07 nChanged 179219 Entering Unmasked Mstep Mstep: Class 0 contains 2099 members Mstep: Class 1 contains 75901 members Mstep: Class 2 contains 9766 members Mstep: Class 3 contains 8541 members Mstep: Class 4 contains 7014 members Mstep: Class 5 contains 7803 members Mstep: Class 6 contains 26619 members Mstep: Class 7 contains 5938 members Mstep: Class 8 contains 17772 members Mstep: Class 9 contains 42400 members Mstep: Class 10 contains 7766 members Mstep: Class 12 contains 4188 members Mstep: Class 13 contains 17099 members Mstep: Class 14 contains 5111 members Mstep: Class 15 contains 94041 members Mstep: Class 16 contains 14378 members Mstep: Class 17 contains 30015 members Mstep: Class 18 contains 6684 members Mstep: Class 19 contains 49487 members Entering Unmasked Estep ConsiderDeletion Score: -51046056.000000 Penalty: 57932.093750 Iteration 2F: 19 clusters Score -5.104606e+07 nChanged 126137 Entering Unmasked Mstep Mstep: Class 0 contains 1838 members Mstep: Class 1 contains 81268 members Mstep: Class 2 contains 14882 members Mstep: Class 3 contains 7870 members Mstep: Class 4 contains 6755 members Mstep: Class 5 contains 6753 members Mstep: Class 6 contains 31062 members Mstep: Class 7 contains 4308 members Mstep: Class 8 contains 21619 members Mstep: Class 9 contains 34674 members Mstep: Class 10 contains 5956 members Mstep: Class 12 contains 2748 members Mstep: Class 13 contains 12530 members Mstep: Class 14 contains 5733 members Mstep: Class 15 contains 122510 members Mstep: Class 16 contains 10271 members Mstep: Class 17 contains 22494 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 37698 members Entering Unmasked Estep ConsiderDeletion Score: -51367212.000000 Penalty: 57932.093750 Iteration 3F: 19 clusters Score -5.136721e+07 nChanged 102876 Entering Unmasked Mstep Mstep: Class 0 contains 1142 members Mstep: Class 1 contains 72068 members Mstep: Class 2 contains 22129 members Mstep: Class 3 contains 3794 members Mstep: Class 4 contains 6822 members Mstep: Class 5 contains 6093 members Mstep: Class 6 contains 39895 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 23339 members Mstep: Class 9 contains 32732 members Mstep: Class 10 contains 4941 members Mstep: Class 12 contains 2229 members Mstep: Class 13 contains 8870 members Mstep: Class 14 contains 8590 members Mstep: Class 15 contains 147691 members Mstep: Class 16 contains 7344 members Mstep: Class 17 contains 13362 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 27136 members Entering Unmasked Estep ConsiderDeletion Score: -51669092.000000 Penalty: 57932.093750 Iteration 4F: 19 clusters Score -5.166909e+07 nChanged 66874 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 72910 members Mstep: Class 2 contains 24646 members Mstep: Class 3 contains 2023 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 5071 members Mstep: Class 6 contains 43916 members Mstep: Class 7 contains 2851 members Mstep: Class 8 contains 24061 members Mstep: Class 9 contains 37018 members Mstep: Class 10 contains 4280 members Mstep: Class 12 contains 1871 members Mstep: Class 13 contains 6914 members Mstep: Class 14 contains 11320 members Mstep: Class 15 contains 151508 members Mstep: Class 16 contains 5928 members Mstep: Class 17 contains 8384 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 22321 members Entering Unmasked Estep ConsiderDeletion Score: -51826028.000000 Penalty: 57932.093750 Iteration 5F: 19 clusters Score -5.182603e+07 nChanged 45828 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 70204 members Mstep: Class 2 contains 24814 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 6124 members Mstep: Class 5 contains 4252 members Mstep: Class 6 contains 45295 members Mstep: Class 7 contains 2628 members Mstep: Class 8 contains 23462 members Mstep: Class 9 contains 43388 members Mstep: Class 10 contains 3763 members Mstep: Class 12 contains 1695 members Mstep: Class 13 contains 6437 members Mstep: Class 14 contains 13215 members Mstep: Class 15 contains 150984 members Mstep: Class 16 contains 5396 members Mstep: Class 17 contains 6463 members Mstep: Class 18 contains 1357 members Mstep: Class 19 contains 21350 members Entering Unmasked Estep ConsiderDeletion Score: -51884632.000000 Penalty: 57932.093750 Iteration 6F: 19 clusters Score -5.188463e+07 nChanged 33290 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 62446 members Mstep: Class 2 contains 24598 members Mstep: Class 3 contains 1722 members Mstep: Class 4 contains 6578 members Mstep: Class 5 contains 3581 members Mstep: Class 6 contains 45645 members Mstep: Class 7 contains 2664 members Mstep: Class 8 contains 22491 members Mstep: Class 9 contains 48596 members Mstep: Class 10 contains 3333 members Mstep: Class 12 contains 1601 members Mstep: Class 13 contains 6230 members Mstep: Class 14 contains 14650 members Mstep: Class 15 contains 154657 members Mstep: Class 16 contains 5344 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 1359 members Mstep: Class 19 contains 21349 members Entering Unmasked Estep ConsiderDeletion Score: -51912048.000000 Penalty: 57932.093750 Iteration 7F: 19 clusters Score -5.191205e+07 nChanged 24259 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 53545 members Mstep: Class 2 contains 24436 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 7169 members Mstep: Class 5 contains 3004 members Mstep: Class 6 contains 45596 members Mstep: Class 7 contains 2764 members Mstep: Class 8 contains 21721 members Mstep: Class 9 contains 52213 members Mstep: Class 10 contains 2936 members Mstep: Class 12 contains 1566 members Mstep: Class 13 contains 6114 members Mstep: Class 14 contains 16463 members Mstep: Class 15 contains 159124 members Mstep: Class 16 contains 5443 members Mstep: Class 17 contains 5541 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 21882 members Entering Unmasked Estep ConsiderDeletion Score: -51927252.000000 Penalty: 57932.093750 Iteration 8F: 19 clusters Score -5.192725e+07 nChanged 18974 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 45154 members Mstep: Class 2 contains 24298 members Mstep: Class 3 contains 1719 members Mstep: Class 4 contains 7786 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 45416 members Mstep: Class 7 contains 2888 members Mstep: Class 8 contains 21405 members Mstep: Class 9 contains 54826 members Mstep: Class 10 contains 2529 members Mstep: Class 12 contains 1539 members Mstep: Class 13 contains 6042 members Mstep: Class 14 contains 18803 members Mstep: Class 15 contains 162997 members Mstep: Class 16 contains 5499 members Mstep: Class 17 contains 5599 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 22164 members Entering Unmasked Estep ConsiderDeletion Score: -51938252.000000 Penalty: 57932.093750 Iteration 9Q: 19 clusters Score -5.193825e+07 nChanged 16206 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 37536 members Mstep: Class 2 contains 24241 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 8351 members Mstep: Class 5 contains 2265 members Mstep: Class 6 contains 45177 members Mstep: Class 7 contains 2986 members Mstep: Class 8 contains 21428 members Mstep: Class 9 contains 56997 members Mstep: Class 10 contains 2205 members Mstep: Class 12 contains 1498 members Mstep: Class 13 contains 6000 members Mstep: Class 14 contains 21695 members Mstep: Class 15 contains 165677 members Mstep: Class 16 contains 5578 members Mstep: Class 17 contains 5681 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 22206 members Entering Unmasked Estep ConsiderDeletion Score: -51947736.000000 Penalty: 57932.093750 Iteration 10Q: 19 clusters Score -5.194774e+07 nChanged 14294 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 30797 members Mstep: Class 2 contains 24201 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 8871 members Mstep: Class 5 contains 2041 members Mstep: Class 6 contains 44938 members Mstep: Class 7 contains 3088 members Mstep: Class 8 contains 21758 members Mstep: Class 9 contains 58847 members Mstep: Class 10 contains 1952 members Mstep: Class 12 contains 1457 members Mstep: Class 13 contains 5977 members Mstep: Class 14 contains 24886 members Mstep: Class 15 contains 167392 members Mstep: Class 16 contains 5635 members Mstep: Class 17 contains 5732 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 21949 members Entering Unmasked Estep ConsiderDeletion Score: -51956932.000000 Penalty: 57932.093750 Iteration 11Q: 19 clusters Score -5.195693e+07 nChanged 13012 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 24975 members Mstep: Class 2 contains 24177 members Mstep: Class 3 contains 1709 members Mstep: Class 4 contains 9355 members Mstep: Class 5 contains 1867 members Mstep: Class 6 contains 44720 members Mstep: Class 7 contains 3215 members Mstep: Class 8 contains 22240 members Mstep: Class 9 contains 60451 members Mstep: Class 10 contains 1742 members Mstep: Class 12 contains 1423 members Mstep: Class 13 contains 5961 members Mstep: Class 14 contains 28217 members Mstep: Class 15 contains 168273 members Mstep: Class 16 contains 5662 members Mstep: Class 17 contains 5775 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 21473 members Entering Unmasked Estep ConsiderDeletion Score: -51966104.000000 Penalty: 57932.093750 Iteration 12Q: 19 clusters Score -5.19661e+07 nChanged 11475 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 20211 members Mstep: Class 2 contains 24170 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 9795 members Mstep: Class 5 contains 1731 members Mstep: Class 6 contains 44477 members Mstep: Class 7 contains 3376 members Mstep: Class 8 contains 22803 members Mstep: Class 9 contains 61737 members Mstep: Class 10 contains 1624 members Mstep: Class 12 contains 1407 members Mstep: Class 13 contains 5939 members Mstep: Class 14 contains 31373 members Mstep: Class 15 contains 168639 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 5808 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20810 members Entering Unmasked Estep ConsiderDeletion Score: -51974164.000000 Penalty: 57932.093750 Iteration 13Q: 19 clusters Score -5.197416e+07 nChanged 9560 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 16586 members Mstep: Class 2 contains 24177 members Mstep: Class 3 contains 1700 members Mstep: Class 4 contains 10168 members Mstep: Class 5 contains 1633 members Mstep: Class 6 contains 44284 members Mstep: Class 7 contains 3519 members Mstep: Class 8 contains 23422 members Mstep: Class 9 contains 62608 members Mstep: Class 10 contains 1520 members Mstep: Class 12 contains 1385 members Mstep: Class 13 contains 5922 members Mstep: Class 14 contains 34065 members Mstep: Class 15 contains 168644 members Mstep: Class 16 contains 5588 members Mstep: Class 17 contains 5831 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20183 members Entering Unmasked Estep ConsiderDeletion Score: -51980868.000000 Penalty: 57932.093750 Iteration 14Q: 19 clusters Score -5.198087e+07 nChanged 7614 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 24187 members Mstep: Class 3 contains 1697 members Mstep: Class 4 contains 10504 members Mstep: Class 5 contains 1558 members Mstep: Class 6 contains 44076 members Mstep: Class 7 contains 3662 members Mstep: Class 8 contains 23976 members Mstep: Class 9 contains 62916 members Mstep: Class 10 contains 1465 members Mstep: Class 12 contains 1378 members Mstep: Class 13 contains 5918 members Mstep: Class 14 contains 36426 members Mstep: Class 15 contains 168166 members Mstep: Class 16 contains 5495 members Mstep: Class 17 contains 5855 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19627 members Entering Unmasked Estep ConsiderDeletion Score: -51986956.000000 Penalty: 57932.093750 Iteration 15Q: 19 clusters Score -5.198696e+07 nChanged 6276 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 13519 members Mstep: Class 2 contains 24210 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 10769 members Mstep: Class 5 contains 1522 members Mstep: Class 6 contains 43904 members Mstep: Class 7 contains 3799 members Mstep: Class 8 contains 24473 members Mstep: Class 9 contains 62584 members Mstep: Class 10 contains 1416 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 5897 members Mstep: Class 14 contains 38545 members Mstep: Class 15 contains 167073 members Mstep: Class 16 contains 5388 members Mstep: Class 17 contains 5882 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19187 members Entering Unmasked Estep ConsiderDeletion Score: -51991516.000000 Penalty: 57932.093750 Iteration 16Q: 19 clusters Score -5.199152e+07 nChanged 5274 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 24240 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 10995 members Mstep: Class 5 contains 1483 members Mstep: Class 6 contains 43761 members Mstep: Class 7 contains 3930 members Mstep: Class 8 contains 24713 members Mstep: Class 9 contains 62133 members Mstep: Class 10 contains 1377 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 5880 members Mstep: Class 14 contains 40383 members Mstep: Class 15 contains 165697 members Mstep: Class 16 contains 5296 members Mstep: Class 17 contains 5895 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18899 members Entering Unmasked Estep ConsiderDeletion Score: -51994008.000000 Penalty: 57932.093750 Iteration 17Q: 19 clusters Score -5.199401e+07 nChanged 4166 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 24272 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 11182 members Mstep: Class 5 contains 1465 members Mstep: Class 6 contains 43608 members Mstep: Class 7 contains 4079 members Mstep: Class 8 contains 24782 members Mstep: Class 9 contains 61809 members Mstep: Class 10 contains 1355 members Mstep: Class 12 contains 1373 members Mstep: Class 13 contains 5858 members Mstep: Class 14 contains 41861 members Mstep: Class 15 contains 164392 members Mstep: Class 16 contains 5230 members Mstep: Class 17 contains 5893 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18742 members Entering Unmasked Estep ConsiderDeletion Score: -51995312.000000 Penalty: 57932.093750 Iteration 18Q: 19 clusters Score -5.199531e+07 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 24311 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 11359 members Mstep: Class 5 contains 1456 members Mstep: Class 6 contains 43482 members Mstep: Class 7 contains 4216 members Mstep: Class 8 contains 24742 members Mstep: Class 9 contains 61599 members Mstep: Class 10 contains 1346 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 5843 members Mstep: Class 14 contains 42926 members Mstep: Class 15 contains 163380 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 5862 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18690 members Entering Unmasked Estep ConsiderDeletion Score: -51996164.000000 Penalty: 57932.093750 Iteration 19Q: 19 clusters Score -5.199616e+07 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 24344 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 11520 members Mstep: Class 5 contains 1454 members Mstep: Class 6 contains 43359 members Mstep: Class 7 contains 4379 members Mstep: Class 8 contains 24602 members Mstep: Class 9 contains 61415 members Mstep: Class 10 contains 1339 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 5826 members Mstep: Class 14 contains 43692 members Mstep: Class 15 contains 162620 members Mstep: Class 16 contains 5171 members Mstep: Class 17 contains 5854 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18682 members Entering Unmasked Estep ConsiderDeletion Score: -51997080.000000 Penalty: 57932.093750 Iteration 20F: 19 clusters Score -5.199708e+07 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14042 members Mstep: Class 2 contains 24369 members Mstep: Class 3 contains 1681 members Mstep: Class 4 contains 11656 members Mstep: Class 5 contains 1463 members Mstep: Class 6 contains 43264 members Mstep: Class 7 contains 4506 members Mstep: Class 8 contains 24377 members Mstep: Class 9 contains 61288 members Mstep: Class 10 contains 1367 members Mstep: Class 12 contains 1364 members Mstep: Class 13 contains 5804 members Mstep: Class 14 contains 44469 members Mstep: Class 15 contains 161833 members Mstep: Class 16 contains 5150 members Mstep: Class 17 contains 5847 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18755 members Entering Unmasked Estep ConsiderDeletion Score: -51998004.000000 Penalty: 57932.093750 Iteration 21Q: 19 clusters Score -5.1998e+07 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14163 members Mstep: Class 2 contains 24398 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 11786 members Mstep: Class 5 contains 1493 members Mstep: Class 6 contains 43177 members Mstep: Class 7 contains 4659 members Mstep: Class 8 contains 24095 members Mstep: Class 9 contains 61179 members Mstep: Class 10 contains 1385 members Mstep: Class 12 contains 1354 members Mstep: Class 13 contains 5792 members Mstep: Class 14 contains 45110 members Mstep: Class 15 contains 161148 members Mstep: Class 16 contains 5151 members Mstep: Class 17 contains 5842 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18847 members Entering Unmasked Estep ConsiderDeletion Score: -51998696.000000 Penalty: 57932.093750 Iteration 22Q: 19 clusters Score -5.19987e+07 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 24419 members Mstep: Class 3 contains 1627 members Mstep: Class 4 contains 11920 members Mstep: Class 5 contains 1515 members Mstep: Class 6 contains 43103 members Mstep: Class 7 contains 4817 members Mstep: Class 8 contains 23787 members Mstep: Class 9 contains 61075 members Mstep: Class 10 contains 1425 members Mstep: Class 12 contains 1344 members Mstep: Class 13 contains 5778 members Mstep: Class 14 contains 45638 members Mstep: Class 15 contains 160591 members Mstep: Class 16 contains 5161 members Mstep: Class 17 contains 5823 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 18948 members Entering Unmasked Estep ConsiderDeletion Score: -51999416.000000 Penalty: 57932.093750 Iteration 23Q: 19 clusters Score -5.199942e+07 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14337 members Mstep: Class 2 contains 24448 members Mstep: Class 3 contains 1622 members Mstep: Class 4 contains 12051 members Mstep: Class 5 contains 1498 members Mstep: Class 6 contains 43038 members Mstep: Class 7 contains 4973 members Mstep: Class 8 contains 23483 members Mstep: Class 9 contains 61003 members Mstep: Class 10 contains 1474 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 5763 members Mstep: Class 14 contains 46048 members Mstep: Class 15 contains 160109 members Mstep: Class 16 contains 5166 members Mstep: Class 17 contains 5812 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19077 members Entering Unmasked Estep ConsiderDeletion Score: -51999988.000000 Penalty: 57932.093750 Iteration 24Q: 19 clusters Score -5.199999e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 24477 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 12181 members Mstep: Class 5 contains 1493 members Mstep: Class 6 contains 42973 members Mstep: Class 7 contains 5139 members Mstep: Class 8 contains 23173 members Mstep: Class 9 contains 60944 members Mstep: Class 10 contains 1537 members Mstep: Class 12 contains 1325 members Mstep: Class 13 contains 5755 members Mstep: Class 14 contains 46367 members Mstep: Class 15 contains 159691 members Mstep: Class 16 contains 5167 members Mstep: Class 17 contains 5799 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19197 members Entering Unmasked Estep ConsiderDeletion Score: -52000416.000000 Penalty: 57932.093750 Iteration 25Q: 19 clusters Score -5.200042e+07 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 24501 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 12292 members Mstep: Class 5 contains 1467 members Mstep: Class 6 contains 42923 members Mstep: Class 7 contains 5288 members Mstep: Class 8 contains 22846 members Mstep: Class 9 contains 60888 members Mstep: Class 10 contains 1603 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 5744 members Mstep: Class 14 contains 46632 members Mstep: Class 15 contains 159306 members Mstep: Class 16 contains 5171 members Mstep: Class 17 contains 5791 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19392 members Entering Unmasked Estep ConsiderDeletion Score: -52000912.000000 Penalty: 57932.093750 Iteration 26Q: 19 clusters Score -5.200091e+07 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14481 members Mstep: Class 2 contains 24546 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 12383 members Mstep: Class 5 contains 1448 members Mstep: Class 6 contains 42873 members Mstep: Class 7 contains 5403 members Mstep: Class 8 contains 22540 members Mstep: Class 9 contains 60851 members Mstep: Class 10 contains 1646 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 5736 members Mstep: Class 14 contains 46867 members Mstep: Class 15 contains 158962 members Mstep: Class 16 contains 5180 members Mstep: Class 17 contains 5790 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19581 members Entering Unmasked Estep ConsiderDeletion Score: -52001320.000000 Penalty: 57932.093750 Iteration 27Q: 19 clusters Score -5.200132e+07 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 24568 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12470 members Mstep: Class 5 contains 1443 members Mstep: Class 6 contains 42827 members Mstep: Class 7 contains 5540 members Mstep: Class 8 contains 22274 members Mstep: Class 9 contains 60810 members Mstep: Class 10 contains 1681 members Mstep: Class 12 contains 1330 members Mstep: Class 13 contains 5736 members Mstep: Class 14 contains 47087 members Mstep: Class 15 contains 158627 members Mstep: Class 16 contains 5183 members Mstep: Class 17 contains 5777 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19743 members Entering Unmasked Estep ConsiderDeletion Score: -52001420.000000 Penalty: 57932.093750 Iteration 28Q: 19 clusters Score -5.200142e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14554 members Mstep: Class 2 contains 24585 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12543 members Mstep: Class 5 contains 1434 members Mstep: Class 6 contains 42784 members Mstep: Class 7 contains 5654 members Mstep: Class 8 contains 22081 members Mstep: Class 9 contains 60773 members Mstep: Class 10 contains 1691 members Mstep: Class 12 contains 1331 members Mstep: Class 13 contains 5730 members Mstep: Class 14 contains 47259 members Mstep: Class 15 contains 158341 members Mstep: Class 16 contains 5185 members Mstep: Class 17 contains 5778 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 19893 members Entering Unmasked Estep ConsiderDeletion Score: -52001696.000000 Penalty: 57932.093750 Iteration 29Q: 19 clusters Score -5.20017e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 24601 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12597 members Mstep: Class 5 contains 1424 members Mstep: Class 6 contains 42748 members Mstep: Class 7 contains 5742 members Mstep: Class 8 contains 21895 members Mstep: Class 9 contains 60743 members Mstep: Class 10 contains 1701 members Mstep: Class 12 contains 1330 members Mstep: Class 13 contains 5727 members Mstep: Class 14 contains 47399 members Mstep: Class 15 contains 158102 members Mstep: Class 16 contains 5187 members Mstep: Class 17 contains 5772 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20051 members Entering Unmasked Estep ConsiderDeletion Score: -52001932.000000 Penalty: 57932.093750 Iteration 30Q: 19 clusters Score -5.200193e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14632 members Mstep: Class 2 contains 24615 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12636 members Mstep: Class 5 contains 1422 members Mstep: Class 6 contains 42730 members Mstep: Class 7 contains 5826 members Mstep: Class 8 contains 21725 members Mstep: Class 9 contains 60708 members Mstep: Class 10 contains 1716 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 5730 members Mstep: Class 14 contains 47516 members Mstep: Class 15 contains 157913 members Mstep: Class 16 contains 5187 members Mstep: Class 17 contains 5774 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20159 members Entering Unmasked Estep ConsiderDeletion Score: -52001840.000000 Penalty: 57932.093750 Iteration 31Q: 19 clusters Score -5.200184e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14655 members Mstep: Class 2 contains 24628 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12664 members Mstep: Class 5 contains 1416 members Mstep: Class 6 contains 42714 members Mstep: Class 7 contains 5895 members Mstep: Class 8 contains 21548 members Mstep: Class 9 contains 60690 members Mstep: Class 10 contains 1731 members Mstep: Class 12 contains 1329 members Mstep: Class 13 contains 5734 members Mstep: Class 14 contains 47607 members Mstep: Class 15 contains 157769 members Mstep: Class 16 contains 5189 members Mstep: Class 17 contains 5780 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20267 members Entering Unmasked Estep ConsiderDeletion Score: -52001796.000000 Penalty: 57932.093750 Iteration 32Q: 19 clusters Score -5.20018e+07 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14679 members Mstep: Class 2 contains 24639 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12697 members Mstep: Class 5 contains 1416 members Mstep: Class 6 contains 42697 members Mstep: Class 7 contains 5963 members Mstep: Class 8 contains 21395 members Mstep: Class 9 contains 60671 members Mstep: Class 10 contains 1742 members Mstep: Class 12 contains 1331 members Mstep: Class 13 contains 5737 members Mstep: Class 14 contains 47666 members Mstep: Class 15 contains 157605 members Mstep: Class 16 contains 5197 members Mstep: Class 17 contains 5772 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20409 members Entering Unmasked Estep ConsiderDeletion Score: -52001820.000000 Penalty: 57932.093750 Iteration 33Q: 19 clusters Score -5.200182e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14710 members Mstep: Class 2 contains 24640 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 12723 members Mstep: Class 5 contains 1416 members Mstep: Class 6 contains 42680 members Mstep: Class 7 contains 6028 members Mstep: Class 8 contains 21261 members Mstep: Class 9 contains 60651 members Mstep: Class 10 contains 1746 members Mstep: Class 12 contains 1332 members Mstep: Class 13 contains 5734 members Mstep: Class 14 contains 47718 members Mstep: Class 15 contains 157476 members Mstep: Class 16 contains 5199 members Mstep: Class 17 contains 5767 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20535 members Entering Unmasked Estep ConsiderDeletion Score: -52001936.000000 Penalty: 57932.093750 Iteration 34Q: 19 clusters Score -5.200194e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14733 members Mstep: Class 2 contains 24641 members Mstep: Class 3 contains 1618 members Mstep: Class 4 contains 12752 members Mstep: Class 5 contains 1422 members Mstep: Class 6 contains 42663 members Mstep: Class 7 contains 6079 members Mstep: Class 8 contains 21130 members Mstep: Class 9 contains 60638 members Mstep: Class 10 contains 1750 members Mstep: Class 12 contains 1329 members Mstep: Class 13 contains 5733 members Mstep: Class 14 contains 47767 members Mstep: Class 15 contains 157363 members Mstep: Class 16 contains 5202 members Mstep: Class 17 contains 5763 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20652 members Entering Unmasked Estep ConsiderDeletion Score: -52001888.000000 Penalty: 57932.093750 Iteration 35Q: 19 clusters Score -5.200189e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14758 members Mstep: Class 2 contains 24644 members Mstep: Class 3 contains 1618 members Mstep: Class 4 contains 12779 members Mstep: Class 5 contains 1421 members Mstep: Class 6 contains 42645 members Mstep: Class 7 contains 6125 members Mstep: Class 8 contains 20975 members Mstep: Class 9 contains 60627 members Mstep: Class 10 contains 1752 members Mstep: Class 12 contains 1331 members Mstep: Class 13 contains 5734 members Mstep: Class 14 contains 47799 members Mstep: Class 15 contains 157268 members Mstep: Class 16 contains 5209 members Mstep: Class 17 contains 5760 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20790 members Entering Unmasked Estep ConsiderDeletion Score: -52002032.000000 Penalty: 57932.093750 Iteration 36Q: 19 clusters Score -5.200203e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 24644 members Mstep: Class 3 contains 1618 members Mstep: Class 4 contains 12800 members Mstep: Class 5 contains 1420 members Mstep: Class 6 contains 42627 members Mstep: Class 7 contains 6170 members Mstep: Class 8 contains 20810 members Mstep: Class 9 contains 60616 members Mstep: Class 10 contains 1760 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 5734 members Mstep: Class 14 contains 47837 members Mstep: Class 15 contains 157172 members Mstep: Class 16 contains 5213 members Mstep: Class 17 contains 5756 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 20944 members Entering Unmasked Estep ConsiderDeletion Score: -52002240.000000 Penalty: 57932.093750 Iteration 37Q: 19 clusters Score -5.200224e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14807 members Mstep: Class 2 contains 24643 members Mstep: Class 3 contains 1618 members Mstep: Class 4 contains 12817 members Mstep: Class 5 contains 1419 members Mstep: Class 6 contains 42615 members Mstep: Class 7 contains 6217 members Mstep: Class 8 contains 20664 members Mstep: Class 9 contains 60608 members Mstep: Class 10 contains 1761 members Mstep: Class 12 contains 1334 members Mstep: Class 13 contains 5737 members Mstep: Class 14 contains 47881 members Mstep: Class 15 contains 157046 members Mstep: Class 16 contains 5218 members Mstep: Class 17 contains 5753 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 21097 members Entering Unmasked Estep ConsiderDeletion Score: -52002228.000000 Penalty: 57932.093750 Iteration 38Q: 19 clusters Score -5.200223e+07 nChanged 492 Entering ConstructFrom: Score: -52002228.000000 Penalty: 57932.093750 Entering ConstructFrom: Trying to split cluster 1 (14835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Entering Unmasked Estep Score: -1904084.875000 Penalty: 2381.976807 Iteration 0F: 2 clusters Score -1904085 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -1893230.375000 Penalty: 4763.953613 Iteration 0F: 3 clusters Score -1893230 nChanged 6424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -1896584.375000 Penalty: 4763.953613 Iteration 1F: 3 clusters Score -1896584 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1896875.375000 Penalty: 4763.953613 Iteration 2F: 3 clusters Score -1896875 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -1897108.000000 Penalty: 4763.953613 Iteration 3Q: 3 clusters Score -1897108 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1897278.000000 Penalty: 4763.953613 Iteration 4Q: 3 clusters Score -1897278 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -1897446.375000 Penalty: 4763.953613 Iteration 5Q: 3 clusters Score -1897446 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1897572.250000 Penalty: 4763.953613 Iteration 6Q: 3 clusters Score -1897572 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -1897683.250000 Penalty: 4763.953613 Iteration 7Q: 3 clusters Score -1897683 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1897770.125000 Penalty: 4763.953613 Iteration 8Q: 3 clusters Score -1897770 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1897881.250000 Penalty: 4763.953613 Iteration 9Q: 3 clusters Score -1897881 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1898014.000000 Penalty: 4763.953613 Iteration 10Q: 3 clusters Score -1898014 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9476 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1898171.375000 Penalty: 4763.953613 Iteration 11Q: 3 clusters Score -1898171 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1898378.500000 Penalty: 4763.953613 Iteration 12Q: 3 clusters Score -1898378 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1898659.875000 Penalty: 4763.953613 Iteration 13Q: 3 clusters Score -1898660 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1899002.250000 Penalty: 4763.953613 Iteration 14Q: 3 clusters Score -1899002 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1899467.625000 Penalty: 4763.953613 Iteration 15Q: 3 clusters Score -1899468 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1900070.000000 Penalty: 4763.953613 Iteration 16F: 3 clusters Score -1900070 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1900650.375000 Penalty: 4763.953613 Iteration 17Q: 3 clusters Score -1900650 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13664 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1901101.250000 Penalty: 4763.953613 Iteration 18Q: 3 clusters Score -1901101 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14020 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1901423.500000 Penalty: 4763.953613 Iteration 19Q: 3 clusters Score -1901424 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14228 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1901631.625000 Penalty: 4763.953613 Iteration 20F: 3 clusters Score -1901632 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14345 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1901757.750000 Penalty: 4763.953613 Iteration 21Q: 3 clusters Score -1901758 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14404 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -1901827.000000 Penalty: 4763.953613 Iteration 22Q: 3 clusters Score -1901827 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1901869.625000 Penalty: 4763.953613 Iteration 23Q: 3 clusters Score -1901870 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1901909.750000 Penalty: 4763.953613 Iteration 24Q: 3 clusters Score -1901910 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14489 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1901942.000000 Penalty: 4763.953613 Iteration 25Q: 3 clusters Score -1901942 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1901964.750000 Penalty: 4763.953613 Iteration 26Q: 3 clusters Score -1901965 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14514 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1901979.250000 Penalty: 4763.953613 Iteration 27Q: 3 clusters Score -1901979 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1901990.125000 Penalty: 4763.953613 Iteration 28Q: 3 clusters Score -1901990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14526 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1902004.000000 Penalty: 4763.953613 Iteration 29Q: 3 clusters Score -1902004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14531 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1902012.000000 Penalty: 4763.953613 Iteration 30Q: 3 clusters Score -1902012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -1902018.500000 Penalty: 4763.953613 Iteration 31Q: 3 clusters Score -1902018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1902021.875000 Penalty: 4763.953613 Iteration 32Q: 3 clusters Score -1902022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14540 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1902028.500000 Penalty: 4763.953613 Iteration 33Q: 3 clusters Score -1902028 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14540 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1902028.500000 Penalty: 4763.953613 Iteration 34F: 3 clusters Score -1902028 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24646 members Entering Unmasked Estep Score: -2986259.000000 Penalty: 2507.867676 Iteration 0F: 2 clusters Score -2986259 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12422 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -2969296.750000 Penalty: 5015.735352 Iteration 0F: 3 clusters Score -2969297 nChanged 10961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -2975070.750000 Penalty: 5015.735352 Iteration 1F: 3 clusters Score -2975071 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -2975543.750000 Penalty: 5015.735352 Iteration 2F: 3 clusters Score -2975544 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13241 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -2975987.750000 Penalty: 5015.735352 Iteration 3Q: 3 clusters Score -2975988 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -2976463.750000 Penalty: 5015.735352 Iteration 4Q: 3 clusters Score -2976464 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -2977028.750000 Penalty: 5015.735352 Iteration 5Q: 3 clusters Score -2977029 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15039 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -2977693.750000 Penalty: 5015.735352 Iteration 6Q: 3 clusters Score -2977694 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16071 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -2978545.250000 Penalty: 5015.735352 Iteration 7F: 3 clusters Score -2978545 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17315 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -2979586.750000 Penalty: 5015.735352 Iteration 8F: 3 clusters Score -2979587 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -2980900.750000 Penalty: 5015.735352 Iteration 9F: 3 clusters Score -2980901 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20045 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -2982266.750000 Penalty: 5015.735352 Iteration 10F: 3 clusters Score -2982267 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21210 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -2983546.000000 Penalty: 5015.735352 Iteration 11F: 3 clusters Score -2983546 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22085 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -2984555.500000 Penalty: 5015.735352 Iteration 12Q: 3 clusters Score -2984556 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -2985224.500000 Penalty: 5015.735352 Iteration 13Q: 3 clusters Score -2985224 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22955 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -2985543.250000 Penalty: 5015.735352 Iteration 14Q: 3 clusters Score -2985543 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23103 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -2985686.750000 Penalty: 5015.735352 Iteration 15Q: 3 clusters Score -2985687 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23179 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -2985785.750000 Penalty: 5015.735352 Iteration 16Q: 3 clusters Score -2985786 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23222 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -2985840.250000 Penalty: 5015.735352 Iteration 17Q: 3 clusters Score -2985840 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23260 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -2985865.000000 Penalty: 5015.735352 Iteration 18Q: 3 clusters Score -2985865 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23286 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -2985885.750000 Penalty: 5015.735352 Iteration 19Q: 3 clusters Score -2985886 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23298 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -2985914.250000 Penalty: 5015.735352 Iteration 20F: 3 clusters Score -2985914 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23305 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -2985925.250000 Penalty: 5015.735352 Iteration 21Q: 3 clusters Score -2985925 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23313 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -2985940.750000 Penalty: 5015.735352 Iteration 22Q: 3 clusters Score -2985941 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23321 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -2985964.000000 Penalty: 5015.735352 Iteration 23Q: 3 clusters Score -2985964 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23324 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -2985973.750000 Penalty: 5015.735352 Iteration 24Q: 3 clusters Score -2985974 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23326 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -2985976.250000 Penalty: 5015.735352 Iteration 25Q: 3 clusters Score -2985976 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23330 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -2985980.000000 Penalty: 5015.735352 Iteration 26Q: 3 clusters Score -2985980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -2985987.250000 Penalty: 5015.735352 Iteration 27Q: 3 clusters Score -2985987 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -2985989.250000 Penalty: 5015.735352 Iteration 28Q: 3 clusters Score -2985989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23336 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -2985997.250000 Penalty: 5015.735352 Iteration 29Q: 3 clusters Score -2985997 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23343 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -2985988.750000 Penalty: 5015.735352 Iteration 30Q: 3 clusters Score -2985989 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23346 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -2985987.000000 Penalty: 5015.735352 Iteration 31Q: 3 clusters Score -2985987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23348 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -2985993.500000 Penalty: 5015.735352 Iteration 32Q: 3 clusters Score -2985994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23349 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -2985993.500000 Penalty: 5015.735352 Iteration 33Q: 3 clusters Score -2985994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23350 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -2985996.000000 Penalty: 5015.735352 Iteration 34Q: 3 clusters Score -2985996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23350 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -2985996.000000 Penalty: 5015.735352 Iteration 35F: 3 clusters Score -2985996 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Entering Unmasked Estep Score: -158168.468750 Penalty: 1832.458618 Iteration 0F: 2 clusters Score -158168.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -156112.562500 Penalty: 3664.917236 Iteration 0F: 3 clusters Score -156112.6 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -157778.843750 Penalty: 3664.917236 Iteration 1F: 3 clusters Score -157778.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -158695.515625 Penalty: 3664.917236 Iteration 2F: 3 clusters Score -158695.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -159267.390625 Penalty: 3664.917236 Iteration 3F: 3 clusters Score -159267.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -159945.921875 Penalty: 3664.917236 Iteration 4F: 3 clusters Score -159945.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -160340.046875 Penalty: 3664.917236 Iteration 5Q: 3 clusters Score -160340 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -160738.296875 Penalty: 3664.917236 Iteration 6Q: 3 clusters Score -160738.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -161295.984375 Penalty: 3664.917236 Iteration 7Q: 3 clusters Score -161296 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -161831.171875 Penalty: 3664.917236 Iteration 8Q: 3 clusters Score -161831.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -161984.000000 Penalty: 3664.917236 Iteration 9Q: 3 clusters Score -161984 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -162258.109375 Penalty: 3664.917236 Iteration 10Q: 3 clusters Score -162258.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -162391.125000 Penalty: 3664.917236 Iteration 11Q: 3 clusters Score -162391.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -162455.359375 Penalty: 3664.917236 Iteration 12Q: 3 clusters Score -162455.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -162534.718750 Penalty: 3664.917236 Iteration 13Q: 3 clusters Score -162534.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -162611.890625 Penalty: 3664.917236 Iteration 14Q: 3 clusters Score -162611.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -162650.390625 Penalty: 3664.917236 Iteration 15Q: 3 clusters Score -162650.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -162699.296875 Penalty: 3664.917236 Iteration 16Q: 3 clusters Score -162699.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -162751.062500 Penalty: 3664.917236 Iteration 17Q: 3 clusters Score -162751.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -162772.281250 Penalty: 3664.917236 Iteration 18Q: 3 clusters Score -162772.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -162783.656250 Penalty: 3664.917236 Iteration 19Q: 3 clusters Score -162783.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -162961.468750 Penalty: 3664.917236 Iteration 20F: 3 clusters Score -162961.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -163250.718750 Penalty: 3664.917236 Iteration 21Q: 3 clusters Score -163250.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -163268.265625 Penalty: 3664.917236 Iteration 22Q: 3 clusters Score -163268.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -163286.328125 Penalty: 3664.917236 Iteration 23Q: 3 clusters Score -163286.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -163307.296875 Penalty: 3664.917236 Iteration 24Q: 3 clusters Score -163307.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -163322.281250 Penalty: 3664.917236 Iteration 25Q: 3 clusters Score -163322.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -163355.656250 Penalty: 3664.917236 Iteration 26Q: 3 clusters Score -163355.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -163378.109375 Penalty: 3664.917236 Iteration 27Q: 3 clusters Score -163378.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -163411.375000 Penalty: 3664.917236 Iteration 28Q: 3 clusters Score -163411.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -163444.015625 Penalty: 3664.917236 Iteration 29Q: 3 clusters Score -163444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -163484.078125 Penalty: 3664.917236 Iteration 30Q: 3 clusters Score -163484.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -163528.250000 Penalty: 3664.917236 Iteration 31Q: 3 clusters Score -163528.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -163579.796875 Penalty: 3664.917236 Iteration 32Q: 3 clusters Score -163579.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -163619.078125 Penalty: 3664.917236 Iteration 33Q: 3 clusters Score -163619.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -163670.453125 Penalty: 3664.917236 Iteration 34Q: 3 clusters Score -163670.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -163692.062500 Penalty: 3664.917236 Iteration 35Q: 3 clusters Score -163692.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -163706.421875 Penalty: 3664.917236 Iteration 36Q: 3 clusters Score -163706.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -163711.343750 Penalty: 3664.917236 Iteration 37Q: 3 clusters Score -163711.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -163749.453125 Penalty: 3664.917236 Iteration 38F: 3 clusters Score -163749.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -163800.171875 Penalty: 3664.917236 Iteration 39Q: 3 clusters Score -163800.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -163807.953125 Penalty: 3664.917236 Iteration 40F: 3 clusters Score -163808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -163810.218750 Penalty: 3664.917236 Iteration 41Q: 3 clusters Score -163810.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -163814.296875 Penalty: 3664.917236 Iteration 42Q: 3 clusters Score -163814.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -163818.453125 Penalty: 3664.917236 Iteration 43Q: 3 clusters Score -163818.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -163825.046875 Penalty: 3664.917236 Iteration 44Q: 3 clusters Score -163825 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -163839.093750 Penalty: 3664.917236 Iteration 45Q: 3 clusters Score -163839.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -163850.406250 Penalty: 3664.917236 Iteration 46Q: 3 clusters Score -163850.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -163860.546875 Penalty: 3664.917236 Iteration 47Q: 3 clusters Score -163860.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -163873.015625 Penalty: 3664.917236 Iteration 48Q: 3 clusters Score -163873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -163891.578125 Penalty: 3664.917236 Iteration 49Q: 3 clusters Score -163891.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -163907.593750 Penalty: 3664.917236 Iteration 50Q: 3 clusters Score -163907.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -163921.187500 Penalty: 3664.917236 Iteration 51Q: 3 clusters Score -163921.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -163933.390625 Penalty: 3664.917236 Iteration 52Q: 3 clusters Score -163933.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -163955.578125 Penalty: 3664.917236 Iteration 53Q: 3 clusters Score -163955.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -163983.390625 Penalty: 3664.917236 Iteration 54Q: 3 clusters Score -163983.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -164013.453125 Penalty: 3664.917236 Iteration 55Q: 3 clusters Score -164013.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -164063.359375 Penalty: 3664.917236 Iteration 56Q: 3 clusters Score -164063.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -164152.062500 Penalty: 3664.917236 Iteration 57Q: 3 clusters Score -164152.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -164327.390625 Penalty: 3664.917236 Iteration 58Q: 3 clusters Score -164327.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -164451.593750 Penalty: 3664.917236 Iteration 59Q: 3 clusters Score -164451.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -164464.734375 Penalty: 3664.917236 Iteration 60F: 3 clusters Score -164464.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 24646 members Mstep: Class 3 contains 979 members Mstep: Class 4 contains 12836 members Mstep: Class 5 contains 1418 members Mstep: Class 6 contains 42608 members Mstep: Class 7 contains 6270 members Mstep: Class 8 contains 20502 members Mstep: Class 9 contains 60601 members Mstep: Class 10 contains 1763 members Mstep: Class 11 contains 639 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 5737 members Mstep: Class 14 contains 47921 members Mstep: Class 15 contains 156953 members Mstep: Class 16 contains 5220 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 21225 members Entering Unmasked Estep Score: -52007212.000000 Penalty: 61150.542969 Splitting cluster 3 changes total score from -52002228.000000 to -52007212.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 4 (12836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12836 members Entering Unmasked Estep Score: -1505461.375000 Penalty: 2346.082031 Iteration 0F: 2 clusters Score -1505461 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1496043.625000 Penalty: 4692.164062 Iteration 0F: 3 clusters Score -1496044 nChanged 5480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1499055.250000 Penalty: 4692.164062 Iteration 1F: 3 clusters Score -1499055 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1499506.500000 Penalty: 4692.164062 Iteration 2F: 3 clusters Score -1499506 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1499857.750000 Penalty: 4692.164062 Iteration 3F: 3 clusters Score -1499858 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1500218.000000 Penalty: 4692.164062 Iteration 4F: 3 clusters Score -1500218 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1500569.875000 Penalty: 4692.164062 Iteration 5Q: 3 clusters Score -1500570 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1500886.250000 Penalty: 4692.164062 Iteration 6Q: 3 clusters Score -1500886 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -1501221.125000 Penalty: 4692.164062 Iteration 7Q: 3 clusters Score -1501221 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -1501552.250000 Penalty: 4692.164062 Iteration 8Q: 3 clusters Score -1501552 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1501843.500000 Penalty: 4692.164062 Iteration 9Q: 3 clusters Score -1501844 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1502113.125000 Penalty: 4692.164062 Iteration 10Q: 3 clusters Score -1502113 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1502344.500000 Penalty: 4692.164062 Iteration 11Q: 3 clusters Score -1502344 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -1502532.000000 Penalty: 4692.164062 Iteration 12Q: 3 clusters Score -1502532 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1502705.625000 Penalty: 4692.164062 Iteration 13Q: 3 clusters Score -1502706 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -1502858.000000 Penalty: 4692.164062 Iteration 14Q: 3 clusters Score -1502858 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1503033.875000 Penalty: 4692.164062 Iteration 15Q: 3 clusters Score -1503034 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -1503206.375000 Penalty: 4692.164062 Iteration 16Q: 3 clusters Score -1503206 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1503332.125000 Penalty: 4692.164062 Iteration 17Q: 3 clusters Score -1503332 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -1503415.250000 Penalty: 4692.164062 Iteration 18Q: 3 clusters Score -1503415 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1503483.125000 Penalty: 4692.164062 Iteration 19Q: 3 clusters Score -1503483 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1503533.625000 Penalty: 4692.164062 Iteration 20F: 3 clusters Score -1503534 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -1503565.625000 Penalty: 4692.164062 Iteration 21Q: 3 clusters Score -1503566 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1503594.250000 Penalty: 4692.164062 Iteration 22Q: 3 clusters Score -1503594 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -1503610.375000 Penalty: 4692.164062 Iteration 23Q: 3 clusters Score -1503610 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1503619.125000 Penalty: 4692.164062 Iteration 24Q: 3 clusters Score -1503619 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1503630.625000 Penalty: 4692.164062 Iteration 25Q: 3 clusters Score -1503631 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1503636.625000 Penalty: 4692.164062 Iteration 26Q: 3 clusters Score -1503637 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1503643.375000 Penalty: 4692.164062 Iteration 27Q: 3 clusters Score -1503643 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -1503647.375000 Penalty: 4692.164062 Iteration 28Q: 3 clusters Score -1503647 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -1503651.875000 Penalty: 4692.164062 Iteration 29Q: 3 clusters Score -1503652 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1503657.125000 Penalty: 4692.164062 Iteration 30Q: 3 clusters Score -1503657 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -1503660.250000 Penalty: 4692.164062 Iteration 31Q: 3 clusters Score -1503660 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1503660.625000 Penalty: 4692.164062 Iteration 32Q: 3 clusters Score -1503661 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1503662.375000 Penalty: 4692.164062 Iteration 33Q: 3 clusters Score -1503662 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1503661.750000 Penalty: 4692.164062 Iteration 34Q: 3 clusters Score -1503662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -1503662.250000 Penalty: 4692.164062 Iteration 35Q: 3 clusters Score -1503662 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -1503667.000000 Penalty: 4692.164062 Iteration 36Q: 3 clusters Score -1503667 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -1503670.000000 Penalty: 4692.164062 Iteration 37Q: 3 clusters Score -1503670 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -1503669.750000 Penalty: 4692.164062 Iteration 38Q: 3 clusters Score -1503670 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -1503673.750000 Penalty: 4692.164062 Iteration 39Q: 3 clusters Score -1503674 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -1503679.875000 Penalty: 4692.164062 Iteration 40F: 3 clusters Score -1503680 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -1503678.375000 Penalty: 4692.164062 Iteration 41Q: 3 clusters Score -1503678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1503676.250000 Penalty: 4692.164062 Iteration 42Q: 3 clusters Score -1503676 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1503676.250000 Penalty: 4692.164062 Iteration 43F: 3 clusters Score -1503676 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Entering Unmasked Estep Score: -159038.750000 Penalty: 1799.736694 Iteration 0F: 2 clusters Score -159038.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -156860.265625 Penalty: 3599.473389 Iteration 0F: 3 clusters Score -156860.3 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -157312.390625 Penalty: 3599.473389 Iteration 1F: 3 clusters Score -157312.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -157513.390625 Penalty: 3599.473389 Iteration 2F: 3 clusters Score -157513.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -157625.187500 Penalty: 3599.473389 Iteration 3F: 3 clusters Score -157625.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -157688.359375 Penalty: 3599.473389 Iteration 4Q: 3 clusters Score -157688.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -157725.328125 Penalty: 3599.473389 Iteration 5Q: 3 clusters Score -157725.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -157759.312500 Penalty: 3599.473389 Iteration 6Q: 3 clusters Score -157759.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -157779.859375 Penalty: 3599.473389 Iteration 7Q: 3 clusters Score -157779.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -157789.484375 Penalty: 3599.473389 Iteration 8Q: 3 clusters Score -157789.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -157796.750000 Penalty: 3599.473389 Iteration 9Q: 3 clusters Score -157796.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -157806.093750 Penalty: 3599.473389 Iteration 10Q: 3 clusters Score -157806.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -157825.843750 Penalty: 3599.473389 Iteration 11Q: 3 clusters Score -157825.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -157837.562500 Penalty: 3599.473389 Iteration 12Q: 3 clusters Score -157837.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -157844.515625 Penalty: 3599.473389 Iteration 13Q: 3 clusters Score -157844.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -157848.312500 Penalty: 3599.473389 Iteration 14Q: 3 clusters Score -157848.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -157851.984375 Penalty: 3599.473389 Iteration 15Q: 3 clusters Score -157852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -157852.890625 Penalty: 3599.473389 Iteration 16Q: 3 clusters Score -157852.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -157854.593750 Penalty: 3599.473389 Iteration 17Q: 3 clusters Score -157854.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -157854.593750 Penalty: 3599.473389 Iteration 18F: 3 clusters Score -157854.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42608 members Entering Unmasked Estep Score: -5273736.000000 Penalty: 2643.629883 Iteration 0F: 2 clusters Score -5273736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21371 members Mstep: Class 2 contains 21237 members Entering Unmasked Estep Score: -5244893.500000 Penalty: 5287.259766 Iteration 0F: 3 clusters Score -5244894 nChanged 19543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -5255650.500000 Penalty: 5287.259766 Iteration 1F: 3 clusters Score -5255650 nChanged 1960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22818 members Mstep: Class 2 contains 19790 members Entering Unmasked Estep Score: -5256338.000000 Penalty: 5287.259766 Iteration 2Q: 3 clusters Score -5256338 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23721 members Mstep: Class 2 contains 18887 members Entering Unmasked Estep Score: -5257199.500000 Penalty: 5287.259766 Iteration 3Q: 3 clusters Score -5257200 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24977 members Mstep: Class 2 contains 17631 members Entering Unmasked Estep Score: -5258413.500000 Penalty: 5287.259766 Iteration 4F: 3 clusters Score -5258414 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 15882 members Entering Unmasked Estep Score: -5260105.500000 Penalty: 5287.259766 Iteration 5F: 3 clusters Score -5260106 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28830 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -5262265.500000 Penalty: 5287.259766 Iteration 6F: 3 clusters Score -5262266 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31194 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -5264698.500000 Penalty: 5287.259766 Iteration 7F: 3 clusters Score -5264698 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33228 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -5266865.000000 Penalty: 5287.259766 Iteration 8F: 3 clusters Score -5266865 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34765 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -5268451.500000 Penalty: 5287.259766 Iteration 9Q: 3 clusters Score -5268452 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35785 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -5269326.000000 Penalty: 5287.259766 Iteration 10Q: 3 clusters Score -5269326 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36456 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -5269811.000000 Penalty: 5287.259766 Iteration 11Q: 3 clusters Score -5269811 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36998 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -5270174.000000 Penalty: 5287.259766 Iteration 12Q: 3 clusters Score -5270174 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37420 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -5270375.500000 Penalty: 5287.259766 Iteration 13Q: 3 clusters Score -5270376 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37721 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -5270539.500000 Penalty: 5287.259766 Iteration 14Q: 3 clusters Score -5270540 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37949 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -5270680.500000 Penalty: 5287.259766 Iteration 15Q: 3 clusters Score -5270680 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38171 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -5270791.500000 Penalty: 5287.259766 Iteration 16Q: 3 clusters Score -5270792 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38363 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -5270903.000000 Penalty: 5287.259766 Iteration 17Q: 3 clusters Score -5270903 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38532 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -5271029.000000 Penalty: 5287.259766 Iteration 18Q: 3 clusters Score -5271029 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38694 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -5271153.500000 Penalty: 5287.259766 Iteration 19Q: 3 clusters Score -5271154 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38860 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -5271392.500000 Penalty: 5287.259766 Iteration 20F: 3 clusters Score -5271392 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39038 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -5271645.000000 Penalty: 5287.259766 Iteration 21Q: 3 clusters Score -5271645 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39169 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -5271949.500000 Penalty: 5287.259766 Iteration 22Q: 3 clusters Score -5271950 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39295 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -5272184.500000 Penalty: 5287.259766 Iteration 23Q: 3 clusters Score -5272184 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39402 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -5272345.500000 Penalty: 5287.259766 Iteration 24Q: 3 clusters Score -5272346 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39490 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -5272435.500000 Penalty: 5287.259766 Iteration 25Q: 3 clusters Score -5272436 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39552 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -5272453.000000 Penalty: 5287.259766 Iteration 26Q: 3 clusters Score -5272453 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39605 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -5272477.000000 Penalty: 5287.259766 Iteration 27Q: 3 clusters Score -5272477 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39637 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -5272495.500000 Penalty: 5287.259766 Iteration 28Q: 3 clusters Score -5272496 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39662 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -5272495.500000 Penalty: 5287.259766 Iteration 29Q: 3 clusters Score -5272496 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39685 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -5272506.000000 Penalty: 5287.259766 Iteration 30Q: 3 clusters Score -5272506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39708 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -5272504.000000 Penalty: 5287.259766 Iteration 31Q: 3 clusters Score -5272504 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39728 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -5272494.000000 Penalty: 5287.259766 Iteration 32Q: 3 clusters Score -5272494 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39746 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -5272502.000000 Penalty: 5287.259766 Iteration 33Q: 3 clusters Score -5272502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39751 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -5272502.000000 Penalty: 5287.259766 Iteration 34Q: 3 clusters Score -5272502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39752 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -5272505.000000 Penalty: 5287.259766 Iteration 35Q: 3 clusters Score -5272505 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39753 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -5272507.000000 Penalty: 5287.259766 Iteration 36Q: 3 clusters Score -5272507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39757 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -5272508.500000 Penalty: 5287.259766 Iteration 37Q: 3 clusters Score -5272508 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39757 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -5272508.500000 Penalty: 5287.259766 Iteration 38F: 3 clusters Score -5272508 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Entering Unmasked Estep Score: -730107.312500 Penalty: 2168.395752 Iteration 0F: 2 clusters Score -730107.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -724835.750000 Penalty: 4336.791504 Iteration 0F: 3 clusters Score -724835.8 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -726330.500000 Penalty: 4336.791504 Iteration 1F: 3 clusters Score -726330.5 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -726859.687500 Penalty: 4336.791504 Iteration 2F: 3 clusters Score -726859.7 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -727374.312500 Penalty: 4336.791504 Iteration 3F: 3 clusters Score -727374.3 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -727788.937500 Penalty: 4336.791504 Iteration 4F: 3 clusters Score -727788.9 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -728132.437500 Penalty: 4336.791504 Iteration 5F: 3 clusters Score -728132.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -728385.687500 Penalty: 4336.791504 Iteration 6F: 3 clusters Score -728385.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -728547.312500 Penalty: 4336.791504 Iteration 7Q: 3 clusters Score -728547.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -728658.937500 Penalty: 4336.791504 Iteration 8Q: 3 clusters Score -728658.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -728738.187500 Penalty: 4336.791504 Iteration 9Q: 3 clusters Score -728738.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -728787.625000 Penalty: 4336.791504 Iteration 10Q: 3 clusters Score -728787.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -728816.125000 Penalty: 4336.791504 Iteration 11Q: 3 clusters Score -728816.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -728830.687500 Penalty: 4336.791504 Iteration 12Q: 3 clusters Score -728830.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -728845.312500 Penalty: 4336.791504 Iteration 13Q: 3 clusters Score -728845.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -728857.437500 Penalty: 4336.791504 Iteration 14Q: 3 clusters Score -728857.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -728865.187500 Penalty: 4336.791504 Iteration 15Q: 3 clusters Score -728865.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -728873.187500 Penalty: 4336.791504 Iteration 16Q: 3 clusters Score -728873.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -728880.312500 Penalty: 4336.791504 Iteration 17Q: 3 clusters Score -728880.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -728883.000000 Penalty: 4336.791504 Iteration 18Q: 3 clusters Score -728883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -728885.187500 Penalty: 4336.791504 Iteration 19Q: 3 clusters Score -728885.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -728887.062500 Penalty: 4336.791504 Iteration 20F: 3 clusters Score -728887.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -728888.437500 Penalty: 4336.791504 Iteration 21Q: 3 clusters Score -728888.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -728889.125000 Penalty: 4336.791504 Iteration 22Q: 3 clusters Score -728889.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -728888.750000 Penalty: 4336.791504 Iteration 23Q: 3 clusters Score -728888.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -728890.562500 Penalty: 4336.791504 Iteration 24Q: 3 clusters Score -728890.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -728893.437500 Penalty: 4336.791504 Iteration 25Q: 3 clusters Score -728893.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -728897.062500 Penalty: 4336.791504 Iteration 26Q: 3 clusters Score -728897.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -728898.875000 Penalty: 4336.791504 Iteration 27Q: 3 clusters Score -728898.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -728901.375000 Penalty: 4336.791504 Iteration 28Q: 3 clusters Score -728901.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -728902.250000 Penalty: 4336.791504 Iteration 29Q: 3 clusters Score -728902.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -728905.562500 Penalty: 4336.791504 Iteration 30Q: 3 clusters Score -728905.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -728907.125000 Penalty: 4336.791504 Iteration 31Q: 3 clusters Score -728907.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -728906.687500 Penalty: 4336.791504 Iteration 32Q: 3 clusters Score -728906.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -728906.625000 Penalty: 4336.791504 Iteration 33Q: 3 clusters Score -728906.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -728906.625000 Penalty: 4336.791504 Iteration 34F: 3 clusters Score -728906.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (20502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20502 members Entering Unmasked Estep Score: -2353768.750000 Penalty: 2462.212891 Iteration 0F: 2 clusters Score -2353769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 10215 members Entering Unmasked Estep Score: -2339309.500000 Penalty: 4924.425781 Iteration 0F: 3 clusters Score -2339310 nChanged 9070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10137 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -2344400.250000 Penalty: 4924.425781 Iteration 1F: 3 clusters Score -2344400 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -2345063.250000 Penalty: 4924.425781 Iteration 2F: 3 clusters Score -2345063 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -2345785.250000 Penalty: 4924.425781 Iteration 3F: 3 clusters Score -2345785 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -2346490.750000 Penalty: 4924.425781 Iteration 4F: 3 clusters Score -2346491 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -2347169.000000 Penalty: 4924.425781 Iteration 5F: 3 clusters Score -2347169 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -2347801.500000 Penalty: 4924.425781 Iteration 6F: 3 clusters Score -2347802 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -2348315.500000 Penalty: 4924.425781 Iteration 7Q: 3 clusters Score -2348316 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 12917 members Entering Unmasked Estep Score: -2348798.250000 Penalty: 4924.425781 Iteration 8Q: 3 clusters Score -2348798 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -2349280.500000 Penalty: 4924.425781 Iteration 9Q: 3 clusters Score -2349280 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 14036 members Entering Unmasked Estep Score: -2349719.750000 Penalty: 4924.425781 Iteration 10Q: 3 clusters Score -2349720 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 14549 members Entering Unmasked Estep Score: -2350081.250000 Penalty: 4924.425781 Iteration 11Q: 3 clusters Score -2350081 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -2350344.500000 Penalty: 4924.425781 Iteration 12Q: 3 clusters Score -2350344 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 15425 members Entering Unmasked Estep Score: -2350624.000000 Penalty: 4924.425781 Iteration 13Q: 3 clusters Score -2350624 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 15824 members Entering Unmasked Estep Score: -2350852.250000 Penalty: 4924.425781 Iteration 14Q: 3 clusters Score -2350852 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 16172 members Entering Unmasked Estep Score: -2351081.000000 Penalty: 4924.425781 Iteration 15Q: 3 clusters Score -2351081 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 16485 members Entering Unmasked Estep Score: -2351253.750000 Penalty: 4924.425781 Iteration 16Q: 3 clusters Score -2351254 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -2351381.750000 Penalty: 4924.425781 Iteration 17Q: 3 clusters Score -2351382 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 17035 members Entering Unmasked Estep Score: -2351510.250000 Penalty: 4924.425781 Iteration 18Q: 3 clusters Score -2351510 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 17306 members Entering Unmasked Estep Score: -2351612.000000 Penalty: 4924.425781 Iteration 19Q: 3 clusters Score -2351612 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 17530 members Entering Unmasked Estep Score: -2351706.250000 Penalty: 4924.425781 Iteration 20F: 3 clusters Score -2351706 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -2351785.000000 Penalty: 4924.425781 Iteration 21Q: 3 clusters Score -2351785 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 17924 members Entering Unmasked Estep Score: -2351856.750000 Penalty: 4924.425781 Iteration 22Q: 3 clusters Score -2351857 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 18080 members Entering Unmasked Estep Score: -2351922.250000 Penalty: 4924.425781 Iteration 23Q: 3 clusters Score -2351922 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 18203 members Entering Unmasked Estep Score: -2351970.750000 Penalty: 4924.425781 Iteration 24Q: 3 clusters Score -2351971 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 18296 members Entering Unmasked Estep Score: -2352004.750000 Penalty: 4924.425781 Iteration 25Q: 3 clusters Score -2352005 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 18369 members Entering Unmasked Estep Score: -2352028.750000 Penalty: 4924.425781 Iteration 26Q: 3 clusters Score -2352029 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 18444 members Entering Unmasked Estep Score: -2352059.000000 Penalty: 4924.425781 Iteration 27Q: 3 clusters Score -2352059 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -2352074.750000 Penalty: 4924.425781 Iteration 28Q: 3 clusters Score -2352075 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 18564 members Entering Unmasked Estep Score: -2352095.500000 Penalty: 4924.425781 Iteration 29Q: 3 clusters Score -2352096 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 18610 members Entering Unmasked Estep Score: -2352101.000000 Penalty: 4924.425781 Iteration 30Q: 3 clusters Score -2352101 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 18645 members Entering Unmasked Estep Score: -2352109.000000 Penalty: 4924.425781 Iteration 31Q: 3 clusters Score -2352109 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 18676 members Entering Unmasked Estep Score: -2352127.750000 Penalty: 4924.425781 Iteration 32Q: 3 clusters Score -2352128 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 18697 members Entering Unmasked Estep Score: -2352129.500000 Penalty: 4924.425781 Iteration 33Q: 3 clusters Score -2352130 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 18706 members Entering Unmasked Estep Score: -2352131.250000 Penalty: 4924.425781 Iteration 34Q: 3 clusters Score -2352131 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 18719 members Entering Unmasked Estep Score: -2352134.750000 Penalty: 4924.425781 Iteration 35Q: 3 clusters Score -2352135 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 18738 members Entering Unmasked Estep Score: -2352140.500000 Penalty: 4924.425781 Iteration 36Q: 3 clusters Score -2352140 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -2352144.500000 Penalty: 4924.425781 Iteration 37Q: 3 clusters Score -2352144 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 18770 members Entering Unmasked Estep Score: -2352145.500000 Penalty: 4924.425781 Iteration 38Q: 3 clusters Score -2352146 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 18780 members Entering Unmasked Estep Score: -2352150.250000 Penalty: 4924.425781 Iteration 39Q: 3 clusters Score -2352150 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 18795 members Entering Unmasked Estep Score: -2352154.500000 Penalty: 4924.425781 Iteration 40F: 3 clusters Score -2352154 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 18808 members Entering Unmasked Estep Score: -2352157.500000 Penalty: 4924.425781 Iteration 41Q: 3 clusters Score -2352158 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 18825 members Entering Unmasked Estep Score: -2352167.750000 Penalty: 4924.425781 Iteration 42Q: 3 clusters Score -2352168 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 18839 members Entering Unmasked Estep Score: -2352168.750000 Penalty: 4924.425781 Iteration 43Q: 3 clusters Score -2352169 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -2352178.500000 Penalty: 4924.425781 Iteration 44Q: 3 clusters Score -2352178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 18867 members Entering Unmasked Estep Score: -2352181.000000 Penalty: 4924.425781 Iteration 45Q: 3 clusters Score -2352181 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 18881 members Entering Unmasked Estep Score: -2352184.750000 Penalty: 4924.425781 Iteration 46Q: 3 clusters Score -2352185 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 18892 members Entering Unmasked Estep Score: -2352190.250000 Penalty: 4924.425781 Iteration 47Q: 3 clusters Score -2352190 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 18901 members Entering Unmasked Estep Score: -2352192.500000 Penalty: 4924.425781 Iteration 48Q: 3 clusters Score -2352192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 18908 members Entering Unmasked Estep Score: -2352195.250000 Penalty: 4924.425781 Iteration 49Q: 3 clusters Score -2352195 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 18916 members Entering Unmasked Estep Score: -2352191.750000 Penalty: 4924.425781 Iteration 50Q: 3 clusters Score -2352192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 18926 members Entering Unmasked Estep Score: -2352207.000000 Penalty: 4924.425781 Iteration 51Q: 3 clusters Score -2352207 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 18942 members Entering Unmasked Estep Score: -2352213.000000 Penalty: 4924.425781 Iteration 52Q: 3 clusters Score -2352213 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 18953 members Entering Unmasked Estep Score: -2352213.750000 Penalty: 4924.425781 Iteration 53Q: 3 clusters Score -2352214 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 18963 members Entering Unmasked Estep Score: -2352213.750000 Penalty: 4924.425781 Iteration 54Q: 3 clusters Score -2352214 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 18976 members Entering Unmasked Estep Score: -2352222.500000 Penalty: 4924.425781 Iteration 55Q: 3 clusters Score -2352222 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 18994 members Entering Unmasked Estep Score: -2352236.250000 Penalty: 4924.425781 Iteration 56Q: 3 clusters Score -2352236 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 19013 members Entering Unmasked Estep Score: -2352246.250000 Penalty: 4924.425781 Iteration 57Q: 3 clusters Score -2352246 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 19032 members Entering Unmasked Estep Score: -2352257.500000 Penalty: 4924.425781 Iteration 58Q: 3 clusters Score -2352258 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 19053 members Entering Unmasked Estep Score: -2352265.250000 Penalty: 4924.425781 Iteration 59Q: 3 clusters Score -2352265 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 19080 members Entering Unmasked Estep Score: -2352285.750000 Penalty: 4924.425781 Iteration 60F: 3 clusters Score -2352286 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 19095 members Entering Unmasked Estep Score: -2352289.250000 Penalty: 4924.425781 Iteration 61Q: 3 clusters Score -2352289 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 19110 members Entering Unmasked Estep Score: -2352318.000000 Penalty: 4924.425781 Iteration 62Q: 3 clusters Score -2352318 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 19134 members Entering Unmasked Estep Score: -2352337.000000 Penalty: 4924.425781 Iteration 63Q: 3 clusters Score -2352337 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 19155 members Entering Unmasked Estep Score: -2352366.500000 Penalty: 4924.425781 Iteration 64Q: 3 clusters Score -2352366 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 19172 members Entering Unmasked Estep Score: -2352387.000000 Penalty: 4924.425781 Iteration 65Q: 3 clusters Score -2352387 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -2352405.000000 Penalty: 4924.425781 Iteration 66Q: 3 clusters Score -2352405 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 19198 members Entering Unmasked Estep Score: -2352408.750000 Penalty: 4924.425781 Iteration 67Q: 3 clusters Score -2352409 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 19207 members Entering Unmasked Estep Score: -2352419.000000 Penalty: 4924.425781 Iteration 68Q: 3 clusters Score -2352419 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 19212 members Entering Unmasked Estep Score: -2352423.250000 Penalty: 4924.425781 Iteration 69Q: 3 clusters Score -2352423 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 19218 members Entering Unmasked Estep Score: -2352430.000000 Penalty: 4924.425781 Iteration 70Q: 3 clusters Score -2352430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 19216 members Entering Unmasked Estep Score: -2352433.000000 Penalty: 4924.425781 Iteration 71Q: 3 clusters Score -2352433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 19211 members Entering Unmasked Estep Score: -2352435.750000 Penalty: 4924.425781 Iteration 72Q: 3 clusters Score -2352436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -2352436.750000 Penalty: 4924.425781 Iteration 73Q: 3 clusters Score -2352437 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 19206 members Entering Unmasked Estep Score: -2352437.000000 Penalty: 4924.425781 Iteration 74Q: 3 clusters Score -2352437 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 19207 members Entering Unmasked Estep Score: -2352441.750000 Penalty: 4924.425781 Iteration 75Q: 3 clusters Score -2352442 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 19211 members Entering Unmasked Estep Score: -2352440.000000 Penalty: 4924.425781 Iteration 76Q: 3 clusters Score -2352440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 19214 members Entering Unmasked Estep Score: -2352442.500000 Penalty: 4924.425781 Iteration 77Q: 3 clusters Score -2352442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 19213 members Entering Unmasked Estep Score: -2352443.500000 Penalty: 4924.425781 Iteration 78Q: 3 clusters Score -2352444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 19210 members Entering Unmasked Estep Score: -2352444.000000 Penalty: 4924.425781 Iteration 79Q: 3 clusters Score -2352444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 19209 members Entering Unmasked Estep Score: -2352443.750000 Penalty: 4924.425781 Iteration 80F: 3 clusters Score -2352444 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (60601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60601 members Entering Unmasked Estep Score: -7339726.000000 Penalty: 2730.992676 Iteration 0F: 2 clusters Score -7339726 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30366 members Mstep: Class 2 contains 30235 members Entering Unmasked Estep Score: -7298893.000000 Penalty: 5461.985352 Iteration 0F: 3 clusters Score -7298893 nChanged 28243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31313 members Mstep: Class 2 contains 29288 members Entering Unmasked Estep Score: -7315335.000000 Penalty: 5461.985352 Iteration 1F: 3 clusters Score -7315335 nChanged 3248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32069 members Mstep: Class 2 contains 28532 members Entering Unmasked Estep Score: -7317101.500000 Penalty: 5461.985352 Iteration 2F: 3 clusters Score -7317102 nChanged 3791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33124 members Mstep: Class 2 contains 27477 members Entering Unmasked Estep Score: -7319643.500000 Penalty: 5461.985352 Iteration 3F: 3 clusters Score -7319644 nChanged 4459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34655 members Mstep: Class 2 contains 25946 members Entering Unmasked Estep Score: -7322916.000000 Penalty: 5461.985352 Iteration 4F: 3 clusters Score -7322916 nChanged 4556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36529 members Mstep: Class 2 contains 24072 members Entering Unmasked Estep Score: -7326212.000000 Penalty: 5461.985352 Iteration 5F: 3 clusters Score -7326212 nChanged 4071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38580 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -7329142.000000 Penalty: 5461.985352 Iteration 6F: 3 clusters Score -7329142 nChanged 3189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40347 members Mstep: Class 2 contains 20254 members Entering Unmasked Estep Score: -7331060.000000 Penalty: 5461.985352 Iteration 7F: 3 clusters Score -7331060 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41797 members Mstep: Class 2 contains 18804 members Entering Unmasked Estep Score: -7332206.000000 Penalty: 5461.985352 Iteration 8Q: 3 clusters Score -7332206 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43081 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -7332948.500000 Penalty: 5461.985352 Iteration 9Q: 3 clusters Score -7332948 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44271 members Mstep: Class 2 contains 16330 members Entering Unmasked Estep Score: -7333425.000000 Penalty: 5461.985352 Iteration 10Q: 3 clusters Score -7333425 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45354 members Mstep: Class 2 contains 15247 members Entering Unmasked Estep Score: -7333824.000000 Penalty: 5461.985352 Iteration 11Q: 3 clusters Score -7333824 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46387 members Mstep: Class 2 contains 14214 members Entering Unmasked Estep Score: -7334193.000000 Penalty: 5461.985352 Iteration 12Q: 3 clusters Score -7334193 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47412 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -7334586.500000 Penalty: 5461.985352 Iteration 13Q: 3 clusters Score -7334586 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48419 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -7335005.000000 Penalty: 5461.985352 Iteration 14Q: 3 clusters Score -7335005 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49352 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -7335323.500000 Penalty: 5461.985352 Iteration 15Q: 3 clusters Score -7335324 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50214 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -7335664.000000 Penalty: 5461.985352 Iteration 16Q: 3 clusters Score -7335664 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50978 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -7335944.000000 Penalty: 5461.985352 Iteration 17Q: 3 clusters Score -7335944 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51625 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -7336115.000000 Penalty: 5461.985352 Iteration 18Q: 3 clusters Score -7336115 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52180 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -7336284.500000 Penalty: 5461.985352 Iteration 19Q: 3 clusters Score -7336284 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52640 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -7336407.000000 Penalty: 5461.985352 Iteration 20F: 3 clusters Score -7336407 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53058 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -7336476.500000 Penalty: 5461.985352 Iteration 21Q: 3 clusters Score -7336476 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53443 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -7336581.500000 Penalty: 5461.985352 Iteration 22Q: 3 clusters Score -7336582 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53773 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -7336664.500000 Penalty: 5461.985352 Iteration 23Q: 3 clusters Score -7336664 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54065 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -7336743.000000 Penalty: 5461.985352 Iteration 24Q: 3 clusters Score -7336743 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54318 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -7336814.000000 Penalty: 5461.985352 Iteration 25Q: 3 clusters Score -7336814 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54515 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -7336873.500000 Penalty: 5461.985352 Iteration 26Q: 3 clusters Score -7336874 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54689 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -7336914.000000 Penalty: 5461.985352 Iteration 27Q: 3 clusters Score -7336914 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54834 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -7336939.500000 Penalty: 5461.985352 Iteration 28Q: 3 clusters Score -7336940 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54967 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -7336957.500000 Penalty: 5461.985352 Iteration 29Q: 3 clusters Score -7336958 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55093 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -7336992.000000 Penalty: 5461.985352 Iteration 30Q: 3 clusters Score -7336992 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55200 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -7337009.000000 Penalty: 5461.985352 Iteration 31Q: 3 clusters Score -7337009 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55317 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -7337025.000000 Penalty: 5461.985352 Iteration 32Q: 3 clusters Score -7337025 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55421 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -7337031.000000 Penalty: 5461.985352 Iteration 33Q: 3 clusters Score -7337031 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55527 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -7337040.500000 Penalty: 5461.985352 Iteration 34Q: 3 clusters Score -7337040 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55624 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -7337054.000000 Penalty: 5461.985352 Iteration 35Q: 3 clusters Score -7337054 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55720 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -7337077.500000 Penalty: 5461.985352 Iteration 36Q: 3 clusters Score -7337078 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55807 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -7337092.000000 Penalty: 5461.985352 Iteration 37Q: 3 clusters Score -7337092 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55895 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -7337114.500000 Penalty: 5461.985352 Iteration 38Q: 3 clusters Score -7337114 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55972 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -7337145.000000 Penalty: 5461.985352 Iteration 39Q: 3 clusters Score -7337145 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56045 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -7337158.500000 Penalty: 5461.985352 Iteration 40F: 3 clusters Score -7337158 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56118 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -7337173.500000 Penalty: 5461.985352 Iteration 41Q: 3 clusters Score -7337174 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56182 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -7337180.500000 Penalty: 5461.985352 Iteration 42Q: 3 clusters Score -7337180 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56250 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -7337197.000000 Penalty: 5461.985352 Iteration 43Q: 3 clusters Score -7337197 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56307 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -7337209.000000 Penalty: 5461.985352 Iteration 44Q: 3 clusters Score -7337209 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56354 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -7337217.000000 Penalty: 5461.985352 Iteration 45Q: 3 clusters Score -7337217 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56383 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -7337233.000000 Penalty: 5461.985352 Iteration 46Q: 3 clusters Score -7337233 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56418 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -7337227.500000 Penalty: 5461.985352 Iteration 47Q: 3 clusters Score -7337228 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56457 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -7337250.500000 Penalty: 5461.985352 Iteration 48Q: 3 clusters Score -7337250 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56511 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -7337253.000000 Penalty: 5461.985352 Iteration 49Q: 3 clusters Score -7337253 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56552 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -7337256.000000 Penalty: 5461.985352 Iteration 50Q: 3 clusters Score -7337256 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56592 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -7337250.000000 Penalty: 5461.985352 Iteration 51Q: 3 clusters Score -7337250 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56635 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -7337260.500000 Penalty: 5461.985352 Iteration 52Q: 3 clusters Score -7337260 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56672 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -7337266.500000 Penalty: 5461.985352 Iteration 53Q: 3 clusters Score -7337266 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56718 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -7337282.500000 Penalty: 5461.985352 Iteration 54Q: 3 clusters Score -7337282 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56777 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -7337297.000000 Penalty: 5461.985352 Iteration 55Q: 3 clusters Score -7337297 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56838 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -7337303.500000 Penalty: 5461.985352 Iteration 56Q: 3 clusters Score -7337304 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56912 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -7337361.500000 Penalty: 5461.985352 Iteration 57Q: 3 clusters Score -7337362 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56998 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -7337432.000000 Penalty: 5461.985352 Iteration 58Q: 3 clusters Score -7337432 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57075 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -7337473.000000 Penalty: 5461.985352 Iteration 59Q: 3 clusters Score -7337473 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57146 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -7337553.000000 Penalty: 5461.985352 Iteration 60F: 3 clusters Score -7337553 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57212 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -7337598.000000 Penalty: 5461.985352 Iteration 61Q: 3 clusters Score -7337598 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57280 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -7337687.500000 Penalty: 5461.985352 Iteration 62Q: 3 clusters Score -7337688 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57350 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -7337791.000000 Penalty: 5461.985352 Iteration 63Q: 3 clusters Score -7337791 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57417 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -7337866.000000 Penalty: 5461.985352 Iteration 64Q: 3 clusters Score -7337866 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57458 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -7337930.000000 Penalty: 5461.985352 Iteration 65Q: 3 clusters Score -7337930 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57498 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -7337988.000000 Penalty: 5461.985352 Iteration 66Q: 3 clusters Score -7337988 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57547 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -7338040.000000 Penalty: 5461.985352 Iteration 67Q: 3 clusters Score -7338040 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57595 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -7338085.500000 Penalty: 5461.985352 Iteration 68Q: 3 clusters Score -7338086 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57628 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -7338110.000000 Penalty: 5461.985352 Iteration 69Q: 3 clusters Score -7338110 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57652 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -7338134.500000 Penalty: 5461.985352 Iteration 70Q: 3 clusters Score -7338134 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57675 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -7338144.500000 Penalty: 5461.985352 Iteration 71Q: 3 clusters Score -7338144 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57680 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -7338146.500000 Penalty: 5461.985352 Iteration 72Q: 3 clusters Score -7338146 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57692 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -7338151.000000 Penalty: 5461.985352 Iteration 73Q: 3 clusters Score -7338151 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57708 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -7338165.500000 Penalty: 5461.985352 Iteration 74Q: 3 clusters Score -7338166 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57721 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -7338172.500000 Penalty: 5461.985352 Iteration 75Q: 3 clusters Score -7338172 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57738 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -7338193.000000 Penalty: 5461.985352 Iteration 76Q: 3 clusters Score -7338193 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57756 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -7338202.500000 Penalty: 5461.985352 Iteration 77Q: 3 clusters Score -7338202 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57768 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -7338209.000000 Penalty: 5461.985352 Iteration 78Q: 3 clusters Score -7338209 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57785 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -7338188.000000 Penalty: 5461.985352 Iteration 79Q: 3 clusters Score -7338188 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57799 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -7338205.000000 Penalty: 5461.985352 Iteration 80F: 3 clusters Score -7338205 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57811 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -7338202.500000 Penalty: 5461.985352 Iteration 81Q: 3 clusters Score -7338202 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57817 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -7338204.000000 Penalty: 5461.985352 Iteration 82Q: 3 clusters Score -7338204 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57814 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -7338201.000000 Penalty: 5461.985352 Iteration 83Q: 3 clusters Score -7338201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57818 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -7338201.500000 Penalty: 5461.985352 Iteration 84Q: 3 clusters Score -7338202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57819 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -7338200.000000 Penalty: 5461.985352 Iteration 85Q: 3 clusters Score -7338200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57821 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -7338198.000000 Penalty: 5461.985352 Iteration 86Q: 3 clusters Score -7338198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57820 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -7338204.000000 Penalty: 5461.985352 Iteration 87Q: 3 clusters Score -7338204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57819 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -7338201.000000 Penalty: 5461.985352 Iteration 88Q: 3 clusters Score -7338201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57821 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -7338205.500000 Penalty: 5461.985352 Iteration 89Q: 3 clusters Score -7338206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57822 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -7338200.500000 Penalty: 5461.985352 Iteration 90Q: 3 clusters Score -7338200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57821 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -7338201.500000 Penalty: 5461.985352 Iteration 91Q: 3 clusters Score -7338202 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57821 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -7338201.500000 Penalty: 5461.985352 Iteration 92F: 3 clusters Score -7338202 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Entering Unmasked Estep Score: -195800.500000 Penalty: 1853.743408 Iteration 0F: 2 clusters Score -195800.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -193341.000000 Penalty: 3707.486816 Iteration 0F: 3 clusters Score -193341 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -193792.843750 Penalty: 3707.486816 Iteration 1F: 3 clusters Score -193792.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -193935.078125 Penalty: 3707.486816 Iteration 2F: 3 clusters Score -193935.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -194023.500000 Penalty: 3707.486816 Iteration 3F: 3 clusters Score -194023.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -194076.437500 Penalty: 3707.486816 Iteration 4Q: 3 clusters Score -194076.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -194114.390625 Penalty: 3707.486816 Iteration 5Q: 3 clusters Score -194114.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -194154.812500 Penalty: 3707.486816 Iteration 6Q: 3 clusters Score -194154.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -194186.375000 Penalty: 3707.486816 Iteration 7Q: 3 clusters Score -194186.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -194203.578125 Penalty: 3707.486816 Iteration 8Q: 3 clusters Score -194203.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -194215.234375 Penalty: 3707.486816 Iteration 9Q: 3 clusters Score -194215.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -194221.718750 Penalty: 3707.486816 Iteration 10Q: 3 clusters Score -194221.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -194222.937500 Penalty: 3707.486816 Iteration 11Q: 3 clusters Score -194222.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -194225.250000 Penalty: 3707.486816 Iteration 12Q: 3 clusters Score -194225.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -194228.140625 Penalty: 3707.486816 Iteration 13Q: 3 clusters Score -194228.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -194231.640625 Penalty: 3707.486816 Iteration 14Q: 3 clusters Score -194231.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -194235.046875 Penalty: 3707.486816 Iteration 15Q: 3 clusters Score -194235 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -194236.187500 Penalty: 3707.486816 Iteration 16Q: 3 clusters Score -194236.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -194236.640625 Penalty: 3707.486816 Iteration 17Q: 3 clusters Score -194236.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -194236.640625 Penalty: 3707.486816 Iteration 18F: 3 clusters Score -194236.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Entering Unmasked Estep Score: -158215.218750 Penalty: 1784.406494 Iteration 0F: 2 clusters Score -158215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -156036.734375 Penalty: 3568.812988 Iteration 0F: 3 clusters Score -156036.7 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -156455.984375 Penalty: 3568.812988 Iteration 1F: 3 clusters Score -156456 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -156697.359375 Penalty: 3568.812988 Iteration 2F: 3 clusters Score -156697.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -156862.140625 Penalty: 3568.812988 Iteration 3F: 3 clusters Score -156862.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -156940.437500 Penalty: 3568.812988 Iteration 4Q: 3 clusters Score -156940.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -157014.500000 Penalty: 3568.812988 Iteration 5Q: 3 clusters Score -157014.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -157073.296875 Penalty: 3568.812988 Iteration 6Q: 3 clusters Score -157073.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -157126.703125 Penalty: 3568.812988 Iteration 7Q: 3 clusters Score -157126.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -157226.109375 Penalty: 3568.812988 Iteration 8Q: 3 clusters Score -157226.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -157321.906250 Penalty: 3568.812988 Iteration 9Q: 3 clusters Score -157321.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -157389.656250 Penalty: 3568.812988 Iteration 10Q: 3 clusters Score -157389.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -157450.750000 Penalty: 3568.812988 Iteration 11Q: 3 clusters Score -157450.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -157510.156250 Penalty: 3568.812988 Iteration 12Q: 3 clusters Score -157510.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -157551.953125 Penalty: 3568.812988 Iteration 13Q: 3 clusters Score -157552 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -157580.296875 Penalty: 3568.812988 Iteration 14Q: 3 clusters Score -157580.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -157608.484375 Penalty: 3568.812988 Iteration 15Q: 3 clusters Score -157608.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -157648.421875 Penalty: 3568.812988 Iteration 16Q: 3 clusters Score -157648.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -157701.937500 Penalty: 3568.812988 Iteration 17Q: 3 clusters Score -157701.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -157766.843750 Penalty: 3568.812988 Iteration 18Q: 3 clusters Score -157766.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -157821.906250 Penalty: 3568.812988 Iteration 19Q: 3 clusters Score -157821.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -157872.265625 Penalty: 3568.812988 Iteration 20F: 3 clusters Score -157872.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -157892.609375 Penalty: 3568.812988 Iteration 21Q: 3 clusters Score -157892.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -157910.578125 Penalty: 3568.812988 Iteration 22Q: 3 clusters Score -157910.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -157921.625000 Penalty: 3568.812988 Iteration 23Q: 3 clusters Score -157921.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -157931.843750 Penalty: 3568.812988 Iteration 24Q: 3 clusters Score -157931.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -157935.796875 Penalty: 3568.812988 Iteration 25Q: 3 clusters Score -157935.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -157942.125000 Penalty: 3568.812988 Iteration 26Q: 3 clusters Score -157942.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -157943.281250 Penalty: 3568.812988 Iteration 27Q: 3 clusters Score -157943.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -157943.281250 Penalty: 3568.812988 Iteration 28F: 3 clusters Score -157943.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Entering Unmasked Estep Score: -701537.562500 Penalty: 2146.363525 Iteration 0F: 2 clusters Score -701537.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -696551.062500 Penalty: 4292.727051 Iteration 0F: 3 clusters Score -696551.1 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -697802.437500 Penalty: 4292.727051 Iteration 1F: 3 clusters Score -697802.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -698136.812500 Penalty: 4292.727051 Iteration 2F: 3 clusters Score -698136.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -698479.125000 Penalty: 4292.727051 Iteration 3F: 3 clusters Score -698479.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -698848.937500 Penalty: 4292.727051 Iteration 4F: 3 clusters Score -698848.9 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -699252.812500 Penalty: 4292.727051 Iteration 5F: 3 clusters Score -699252.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -699589.437500 Penalty: 4292.727051 Iteration 6F: 3 clusters Score -699589.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -699778.250000 Penalty: 4292.727051 Iteration 7Q: 3 clusters Score -699778.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -699881.687500 Penalty: 4292.727051 Iteration 8Q: 3 clusters Score -699881.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -699953.437500 Penalty: 4292.727051 Iteration 9Q: 3 clusters Score -699953.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -700014.500000 Penalty: 4292.727051 Iteration 10Q: 3 clusters Score -700014.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -700067.125000 Penalty: 4292.727051 Iteration 11Q: 3 clusters Score -700067.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -700110.625000 Penalty: 4292.727051 Iteration 12Q: 3 clusters Score -700110.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -700157.375000 Penalty: 4292.727051 Iteration 13Q: 3 clusters Score -700157.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -700186.562500 Penalty: 4292.727051 Iteration 14Q: 3 clusters Score -700186.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -700205.937500 Penalty: 4292.727051 Iteration 15Q: 3 clusters Score -700205.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -700219.125000 Penalty: 4292.727051 Iteration 16Q: 3 clusters Score -700219.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -700236.000000 Penalty: 4292.727051 Iteration 17Q: 3 clusters Score -700236 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -700247.312500 Penalty: 4292.727051 Iteration 18Q: 3 clusters Score -700247.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -700255.187500 Penalty: 4292.727051 Iteration 19Q: 3 clusters Score -700255.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -700259.250000 Penalty: 4292.727051 Iteration 20F: 3 clusters Score -700259.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -700264.125000 Penalty: 4292.727051 Iteration 21Q: 3 clusters Score -700264.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -700264.437500 Penalty: 4292.727051 Iteration 22Q: 3 clusters Score -700264.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -700264.437500 Penalty: 4292.727051 Iteration 23F: 3 clusters Score -700264.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (47921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47921 members Entering Unmasked Estep Score: -5876498.000000 Penalty: 2672.772705 Iteration 0F: 2 clusters Score -5876498 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24214 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -5844297.500000 Penalty: 5345.545410 Iteration 0F: 3 clusters Score -5844298 nChanged 22091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25863 members Mstep: Class 2 contains 22058 members Entering Unmasked Estep Score: -5856957.000000 Penalty: 5345.545410 Iteration 1F: 3 clusters Score -5856957 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26646 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -5859143.000000 Penalty: 5345.545410 Iteration 2F: 3 clusters Score -5859143 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27100 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -5863797.000000 Penalty: 5345.545410 Iteration 3F: 3 clusters Score -5863797 nChanged 4396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25992 members Mstep: Class 2 contains 21929 members Entering Unmasked Estep Score: -5869117.500000 Penalty: 5345.545410 Iteration 4F: 3 clusters Score -5869118 nChanged 5027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23589 members Mstep: Class 2 contains 24332 members Entering Unmasked Estep Score: -5874060.000000 Penalty: 5345.545410 Iteration 5F: 3 clusters Score -5874060 nChanged 4314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21079 members Mstep: Class 2 contains 26842 members Entering Unmasked Estep Score: -5877244.000000 Penalty: 5345.545410 Iteration 6F: 3 clusters Score -5877244 nChanged 2903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19106 members Mstep: Class 2 contains 28815 members Entering Unmasked Estep Score: -5879043.000000 Penalty: 5345.545410 Iteration 7F: 3 clusters Score -5879043 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17576 members Mstep: Class 2 contains 30345 members Entering Unmasked Estep Score: -5880055.000000 Penalty: 5345.545410 Iteration 8Q: 3 clusters Score -5880055 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16357 members Mstep: Class 2 contains 31564 members Entering Unmasked Estep Score: -5880706.000000 Penalty: 5345.545410 Iteration 9Q: 3 clusters Score -5880706 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 32670 members Entering Unmasked Estep Score: -5881269.500000 Penalty: 5345.545410 Iteration 10Q: 3 clusters Score -5881270 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14309 members Mstep: Class 2 contains 33612 members Entering Unmasked Estep Score: -5881641.500000 Penalty: 5345.545410 Iteration 11Q: 3 clusters Score -5881642 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13501 members Mstep: Class 2 contains 34420 members Entering Unmasked Estep Score: -5882016.000000 Penalty: 5345.545410 Iteration 12Q: 3 clusters Score -5882016 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12787 members Mstep: Class 2 contains 35134 members Entering Unmasked Estep Score: -5882297.500000 Penalty: 5345.545410 Iteration 13Q: 3 clusters Score -5882298 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12120 members Mstep: Class 2 contains 35801 members Entering Unmasked Estep Score: -5882553.500000 Penalty: 5345.545410 Iteration 14Q: 3 clusters Score -5882554 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 36384 members Entering Unmasked Estep Score: -5882805.000000 Penalty: 5345.545410 Iteration 15Q: 3 clusters Score -5882805 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 36932 members Entering Unmasked Estep Score: -5883055.500000 Penalty: 5345.545410 Iteration 16Q: 3 clusters Score -5883056 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 37434 members Entering Unmasked Estep Score: -5883256.500000 Penalty: 5345.545410 Iteration 17Q: 3 clusters Score -5883256 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 37847 members Entering Unmasked Estep Score: -5883446.000000 Penalty: 5345.545410 Iteration 18Q: 3 clusters Score -5883446 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 38201 members Entering Unmasked Estep Score: -5883544.500000 Penalty: 5345.545410 Iteration 19Q: 3 clusters Score -5883544 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 38492 members Entering Unmasked Estep Score: -5883678.500000 Penalty: 5345.545410 Iteration 20F: 3 clusters Score -5883678 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 38758 members Entering Unmasked Estep Score: -5883756.000000 Penalty: 5345.545410 Iteration 21Q: 3 clusters Score -5883756 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 38994 members Entering Unmasked Estep Score: -5883822.000000 Penalty: 5345.545410 Iteration 22Q: 3 clusters Score -5883822 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 39213 members Entering Unmasked Estep Score: -5883894.500000 Penalty: 5345.545410 Iteration 23Q: 3 clusters Score -5883894 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 39403 members Entering Unmasked Estep Score: -5883954.500000 Penalty: 5345.545410 Iteration 24Q: 3 clusters Score -5883954 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 39554 members Entering Unmasked Estep Score: -5883988.500000 Penalty: 5345.545410 Iteration 25Q: 3 clusters Score -5883988 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 39684 members Entering Unmasked Estep Score: -5884020.500000 Penalty: 5345.545410 Iteration 26Q: 3 clusters Score -5884020 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 39785 members Entering Unmasked Estep Score: -5884050.500000 Penalty: 5345.545410 Iteration 27Q: 3 clusters Score -5884050 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 39872 members Entering Unmasked Estep Score: -5884071.500000 Penalty: 5345.545410 Iteration 28Q: 3 clusters Score -5884072 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 39943 members Entering Unmasked Estep Score: -5884069.500000 Penalty: 5345.545410 Iteration 29Q: 3 clusters Score -5884070 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 40005 members Entering Unmasked Estep Score: -5884085.500000 Penalty: 5345.545410 Iteration 30Q: 3 clusters Score -5884086 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 40052 members Entering Unmasked Estep Score: -5884092.500000 Penalty: 5345.545410 Iteration 31Q: 3 clusters Score -5884092 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 40100 members Entering Unmasked Estep Score: -5884101.500000 Penalty: 5345.545410 Iteration 32Q: 3 clusters Score -5884102 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 40145 members Entering Unmasked Estep Score: -5884104.000000 Penalty: 5345.545410 Iteration 33Q: 3 clusters Score -5884104 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -5884108.500000 Penalty: 5345.545410 Iteration 34Q: 3 clusters Score -5884108 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 40212 members Entering Unmasked Estep Score: -5884117.500000 Penalty: 5345.545410 Iteration 35Q: 3 clusters Score -5884118 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 40241 members Entering Unmasked Estep Score: -5884110.500000 Penalty: 5345.545410 Iteration 36Q: 3 clusters Score -5884110 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 40274 members Entering Unmasked Estep Score: -5884111.000000 Penalty: 5345.545410 Iteration 37Q: 3 clusters Score -5884111 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 40305 members Entering Unmasked Estep Score: -5884100.500000 Penalty: 5345.545410 Iteration 38Q: 3 clusters Score -5884100 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 40332 members Entering Unmasked Estep Score: -5884104.500000 Penalty: 5345.545410 Iteration 39Q: 3 clusters Score -5884104 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 40348 members Entering Unmasked Estep Score: -5884119.500000 Penalty: 5345.545410 Iteration 40F: 3 clusters Score -5884120 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 40358 members Entering Unmasked Estep Score: -5884112.000000 Penalty: 5345.545410 Iteration 41Q: 3 clusters Score -5884112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 40363 members Entering Unmasked Estep Score: -5884117.500000 Penalty: 5345.545410 Iteration 42Q: 3 clusters Score -5884118 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 40367 members Entering Unmasked Estep Score: -5884106.500000 Penalty: 5345.545410 Iteration 43Q: 3 clusters Score -5884106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 40369 members Entering Unmasked Estep Score: -5884114.500000 Penalty: 5345.545410 Iteration 44Q: 3 clusters Score -5884114 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 40369 members Entering Unmasked Estep Score: -5884114.500000 Penalty: 5345.545410 Iteration 45F: 3 clusters Score -5884114 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 24646 members Mstep: Class 3 contains 979 members Mstep: Class 4 contains 12836 members Mstep: Class 5 contains 1418 members Mstep: Class 6 contains 42608 members Mstep: Class 7 contains 6270 members Mstep: Class 8 contains 20502 members Mstep: Class 9 contains 60601 members Mstep: Class 10 contains 1763 members Mstep: Class 11 contains 639 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 5737 members Mstep: Class 14 contains 7552 members Mstep: Class 15 contains 156953 members Mstep: Class 16 contains 5220 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 21225 members Mstep: Class 20 contains 40369 members Entering Unmasked Estep Score: -52014380.000000 Penalty: 64368.992188 Splitting cluster 14 changes total score from -52002228.000000 to -52014380.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 15 (156953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156953 members Entering Unmasked Estep Score: -19598744.000000 Penalty: 2966.997803 Iteration 0F: 2 clusters Score -1.959874e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78469 members Mstep: Class 2 contains 78484 members Entering Unmasked Estep Score: -19495660.000000 Penalty: 5933.995605 Iteration 0F: 3 clusters Score -1.949566e+07 nChanged 74954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79977 members Mstep: Class 2 contains 76976 members Entering Unmasked Estep Score: -19539430.000000 Penalty: 5933.995605 Iteration 1F: 3 clusters Score -1.953943e+07 nChanged 5041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80980 members Mstep: Class 2 contains 75973 members Entering Unmasked Estep Score: -19540788.000000 Penalty: 5933.995605 Iteration 2Q: 3 clusters Score -1.954079e+07 nChanged 5689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82599 members Mstep: Class 2 contains 74354 members Entering Unmasked Estep Score: -19542458.000000 Penalty: 5933.995605 Iteration 3Q: 3 clusters Score -1.954246e+07 nChanged 6680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85233 members Mstep: Class 2 contains 71720 members Entering Unmasked Estep Score: -19544944.000000 Penalty: 5933.995605 Iteration 4Q: 3 clusters Score -1.954494e+07 nChanged 8102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89429 members Mstep: Class 2 contains 67524 members Entering Unmasked Estep Score: -19548416.000000 Penalty: 5933.995605 Iteration 5F: 3 clusters Score -1.954842e+07 nChanged 9416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95211 members Mstep: Class 2 contains 61742 members Entering Unmasked Estep Score: -19553110.000000 Penalty: 5933.995605 Iteration 6F: 3 clusters Score -1.955311e+07 nChanged 10236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102331 members Mstep: Class 2 contains 54622 members Entering Unmasked Estep Score: -19558622.000000 Penalty: 5933.995605 Iteration 7F: 3 clusters Score -1.955862e+07 nChanged 10056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110099 members Mstep: Class 2 contains 46854 members Entering Unmasked Estep Score: -19564068.000000 Penalty: 5933.995605 Iteration 8F: 3 clusters Score -1.956407e+07 nChanged 9007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117840 members Mstep: Class 2 contains 39113 members Entering Unmasked Estep Score: -19569138.000000 Penalty: 5933.995605 Iteration 9F: 3 clusters Score -1.956914e+07 nChanged 7817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125131 members Mstep: Class 2 contains 31822 members Entering Unmasked Estep Score: -19573846.000000 Penalty: 5933.995605 Iteration 10Q: 3 clusters Score -1.957385e+07 nChanged 6991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131934 members Mstep: Class 2 contains 25019 members Entering Unmasked Estep Score: -19578250.000000 Penalty: 5933.995605 Iteration 11Q: 3 clusters Score -1.957825e+07 nChanged 6354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138238 members Mstep: Class 2 contains 18715 members Entering Unmasked Estep Score: -19582840.000000 Penalty: 5933.995605 Iteration 12Q: 3 clusters Score -1.958284e+07 nChanged 5688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143920 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -19586798.000000 Penalty: 5933.995605 Iteration 13Q: 3 clusters Score -1.95868e+07 nChanged 4596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148510 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -19590228.000000 Penalty: 5933.995605 Iteration 14Q: 3 clusters Score -1.959023e+07 nChanged 3311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151819 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -19592852.000000 Penalty: 5933.995605 Iteration 15Q: 3 clusters Score -1.959285e+07 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153910 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -19594328.000000 Penalty: 5933.995605 Iteration 16Q: 3 clusters Score -1.959433e+07 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155028 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -19595088.000000 Penalty: 5933.995605 Iteration 17Q: 3 clusters Score -1.959509e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155580 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -19595542.000000 Penalty: 5933.995605 Iteration 18Q: 3 clusters Score -1.959554e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155870 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -19595770.000000 Penalty: 5933.995605 Iteration 19Q: 3 clusters Score -1.959577e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156043 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -19595884.000000 Penalty: 5933.995605 Iteration 20F: 3 clusters Score -1.959588e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156147 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -19595988.000000 Penalty: 5933.995605 Iteration 21Q: 3 clusters Score -1.959599e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156218 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -19596054.000000 Penalty: 5933.995605 Iteration 22Q: 3 clusters Score -1.959605e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156265 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -19596114.000000 Penalty: 5933.995605 Iteration 23Q: 3 clusters Score -1.959611e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156291 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -19596138.000000 Penalty: 5933.995605 Iteration 24Q: 3 clusters Score -1.959614e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156315 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -19596166.000000 Penalty: 5933.995605 Iteration 25Q: 3 clusters Score -1.959617e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156327 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -19596186.000000 Penalty: 5933.995605 Iteration 26Q: 3 clusters Score -1.959619e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156342 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -19596190.000000 Penalty: 5933.995605 Iteration 27Q: 3 clusters Score -1.959619e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156351 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -19596200.000000 Penalty: 5933.995605 Iteration 28Q: 3 clusters Score -1.95962e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156365 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -19596220.000000 Penalty: 5933.995605 Iteration 29Q: 3 clusters Score -1.959622e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156369 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -19596256.000000 Penalty: 5933.995605 Iteration 30Q: 3 clusters Score -1.959626e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156377 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -19596264.000000 Penalty: 5933.995605 Iteration 31Q: 3 clusters Score -1.959626e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156380 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -19596266.000000 Penalty: 5933.995605 Iteration 32Q: 3 clusters Score -1.959627e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156382 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -19596288.000000 Penalty: 5933.995605 Iteration 33Q: 3 clusters Score -1.959629e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156379 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -19596270.000000 Penalty: 5933.995605 Iteration 34Q: 3 clusters Score -1.959627e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156379 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -19596290.000000 Penalty: 5933.995605 Iteration 35Q: 3 clusters Score -1.959629e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156383 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -19596284.000000 Penalty: 5933.995605 Iteration 36Q: 3 clusters Score -1.959628e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156384 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -19596320.000000 Penalty: 5933.995605 Iteration 37Q: 3 clusters Score -1.959632e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156389 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -19596330.000000 Penalty: 5933.995605 Iteration 38Q: 3 clusters Score -1.959633e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156391 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -19596324.000000 Penalty: 5933.995605 Iteration 39Q: 3 clusters Score -1.959632e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156392 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -19596332.000000 Penalty: 5933.995605 Iteration 40F: 3 clusters Score -1.959633e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Entering Unmasked Estep Score: -611991.562500 Penalty: 2122.942871 Iteration 0F: 2 clusters Score -611991.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -607356.812500 Penalty: 4245.885742 Iteration 0F: 3 clusters Score -607356.8 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -608492.812500 Penalty: 4245.885742 Iteration 1F: 3 clusters Score -608492.8 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -608735.937500 Penalty: 4245.885742 Iteration 2F: 3 clusters Score -608735.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -608886.687500 Penalty: 4245.885742 Iteration 3F: 3 clusters Score -608886.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -609011.875000 Penalty: 4245.885742 Iteration 4Q: 3 clusters Score -609011.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -609117.250000 Penalty: 4245.885742 Iteration 5Q: 3 clusters Score -609117.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -609212.625000 Penalty: 4245.885742 Iteration 6Q: 3 clusters Score -609212.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -609279.937500 Penalty: 4245.885742 Iteration 7Q: 3 clusters Score -609279.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -609347.500000 Penalty: 4245.885742 Iteration 8Q: 3 clusters Score -609347.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -609422.625000 Penalty: 4245.885742 Iteration 9Q: 3 clusters Score -609422.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -609497.875000 Penalty: 4245.885742 Iteration 10Q: 3 clusters Score -609497.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -609569.625000 Penalty: 4245.885742 Iteration 11Q: 3 clusters Score -609569.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -609643.750000 Penalty: 4245.885742 Iteration 12Q: 3 clusters Score -609643.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -609702.437500 Penalty: 4245.885742 Iteration 13Q: 3 clusters Score -609702.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -609747.500000 Penalty: 4245.885742 Iteration 14Q: 3 clusters Score -609747.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -609781.937500 Penalty: 4245.885742 Iteration 15Q: 3 clusters Score -609781.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -609810.750000 Penalty: 4245.885742 Iteration 16Q: 3 clusters Score -609810.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -609836.125000 Penalty: 4245.885742 Iteration 17Q: 3 clusters Score -609836.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -609859.062500 Penalty: 4245.885742 Iteration 18Q: 3 clusters Score -609859.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -609879.812500 Penalty: 4245.885742 Iteration 19Q: 3 clusters Score -609879.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -609897.375000 Penalty: 4245.885742 Iteration 20F: 3 clusters Score -609897.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -609913.312500 Penalty: 4245.885742 Iteration 21Q: 3 clusters Score -609913.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -609926.500000 Penalty: 4245.885742 Iteration 22Q: 3 clusters Score -609926.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -609939.562500 Penalty: 4245.885742 Iteration 23Q: 3 clusters Score -609939.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -609952.437500 Penalty: 4245.885742 Iteration 24Q: 3 clusters Score -609952.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -609964.875000 Penalty: 4245.885742 Iteration 25Q: 3 clusters Score -609964.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -609978.062500 Penalty: 4245.885742 Iteration 26Q: 3 clusters Score -609978.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -609987.937500 Penalty: 4245.885742 Iteration 27Q: 3 clusters Score -609987.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -609996.062500 Penalty: 4245.885742 Iteration 28Q: 3 clusters Score -609996.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -610000.062500 Penalty: 4245.885742 Iteration 29Q: 3 clusters Score -610000.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -610007.812500 Penalty: 4245.885742 Iteration 30Q: 3 clusters Score -610007.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -610010.312500 Penalty: 4245.885742 Iteration 31Q: 3 clusters Score -610010.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -610018.750000 Penalty: 4245.885742 Iteration 32Q: 3 clusters Score -610018.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -610025.937500 Penalty: 4245.885742 Iteration 33Q: 3 clusters Score -610025.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -610032.625000 Penalty: 4245.885742 Iteration 34Q: 3 clusters Score -610032.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -610040.000000 Penalty: 4245.885742 Iteration 35Q: 3 clusters Score -610040 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -610048.937500 Penalty: 4245.885742 Iteration 36Q: 3 clusters Score -610048.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -610057.750000 Penalty: 4245.885742 Iteration 37Q: 3 clusters Score -610057.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -610061.687500 Penalty: 4245.885742 Iteration 38Q: 3 clusters Score -610061.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -610066.875000 Penalty: 4245.885742 Iteration 39Q: 3 clusters Score -610066.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -610070.312500 Penalty: 4245.885742 Iteration 40F: 3 clusters Score -610070.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -610076.812500 Penalty: 4245.885742 Iteration 41Q: 3 clusters Score -610076.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -610083.187500 Penalty: 4245.885742 Iteration 42Q: 3 clusters Score -610083.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -610090.625000 Penalty: 4245.885742 Iteration 43Q: 3 clusters Score -610090.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -610098.000000 Penalty: 4245.885742 Iteration 44Q: 3 clusters Score -610098 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -610104.437500 Penalty: 4245.885742 Iteration 45Q: 3 clusters Score -610104.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -610111.812500 Penalty: 4245.885742 Iteration 46Q: 3 clusters Score -610111.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -610118.125000 Penalty: 4245.885742 Iteration 47Q: 3 clusters Score -610118.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -610122.687500 Penalty: 4245.885742 Iteration 48Q: 3 clusters Score -610122.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -610129.125000 Penalty: 4245.885742 Iteration 49Q: 3 clusters Score -610129.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -610134.687500 Penalty: 4245.885742 Iteration 50Q: 3 clusters Score -610134.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -610140.062500 Penalty: 4245.885742 Iteration 51Q: 3 clusters Score -610140.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -610147.250000 Penalty: 4245.885742 Iteration 52Q: 3 clusters Score -610147.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -610152.500000 Penalty: 4245.885742 Iteration 53Q: 3 clusters Score -610152.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -610158.125000 Penalty: 4245.885742 Iteration 54Q: 3 clusters Score -610158.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -610160.437500 Penalty: 4245.885742 Iteration 55Q: 3 clusters Score -610160.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -610165.312500 Penalty: 4245.885742 Iteration 56Q: 3 clusters Score -610165.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -610165.937500 Penalty: 4245.885742 Iteration 57Q: 3 clusters Score -610165.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -610169.437500 Penalty: 4245.885742 Iteration 58Q: 3 clusters Score -610169.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -610170.937500 Penalty: 4245.885742 Iteration 59Q: 3 clusters Score -610170.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -610173.562500 Penalty: 4245.885742 Iteration 60F: 3 clusters Score -610173.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -610175.687500 Penalty: 4245.885742 Iteration 61Q: 3 clusters Score -610175.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -610179.500000 Penalty: 4245.885742 Iteration 62Q: 3 clusters Score -610179.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -610184.562500 Penalty: 4245.885742 Iteration 63Q: 3 clusters Score -610184.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -610190.625000 Penalty: 4245.885742 Iteration 64Q: 3 clusters Score -610190.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -610194.312500 Penalty: 4245.885742 Iteration 65Q: 3 clusters Score -610194.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -610197.062500 Penalty: 4245.885742 Iteration 66Q: 3 clusters Score -610197.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -610200.312500 Penalty: 4245.885742 Iteration 67Q: 3 clusters Score -610200.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -610202.437500 Penalty: 4245.885742 Iteration 68Q: 3 clusters Score -610202.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -610206.562500 Penalty: 4245.885742 Iteration 69Q: 3 clusters Score -610206.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -610214.562500 Penalty: 4245.885742 Iteration 70Q: 3 clusters Score -610214.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -610216.812500 Penalty: 4245.885742 Iteration 71Q: 3 clusters Score -610216.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -610217.187500 Penalty: 4245.885742 Iteration 72Q: 3 clusters Score -610217.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -610220.000000 Penalty: 4245.885742 Iteration 73Q: 3 clusters Score -610220 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -610222.687500 Penalty: 4245.885742 Iteration 74Q: 3 clusters Score -610222.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -610223.562500 Penalty: 4245.885742 Iteration 75Q: 3 clusters Score -610223.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -610222.687500 Penalty: 4245.885742 Iteration 76Q: 3 clusters Score -610222.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -610222.687500 Penalty: 4245.885742 Iteration 77F: 3 clusters Score -610222.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Entering Unmasked Estep Score: -676512.000000 Penalty: 2146.881836 Iteration 0F: 2 clusters Score -676512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -671516.375000 Penalty: 4293.763672 Iteration 0F: 3 clusters Score -671516.4 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -672757.375000 Penalty: 4293.763672 Iteration 1F: 3 clusters Score -672757.4 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -672988.875000 Penalty: 4293.763672 Iteration 2F: 3 clusters Score -672988.9 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -673152.625000 Penalty: 4293.763672 Iteration 3F: 3 clusters Score -673152.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -673248.437500 Penalty: 4293.763672 Iteration 4Q: 3 clusters Score -673248.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -673309.437500 Penalty: 4293.763672 Iteration 5Q: 3 clusters Score -673309.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -673366.625000 Penalty: 4293.763672 Iteration 6Q: 3 clusters Score -673366.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -673412.000000 Penalty: 4293.763672 Iteration 7Q: 3 clusters Score -673412 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -673452.375000 Penalty: 4293.763672 Iteration 8Q: 3 clusters Score -673452.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -673483.250000 Penalty: 4293.763672 Iteration 9Q: 3 clusters Score -673483.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -673521.375000 Penalty: 4293.763672 Iteration 10Q: 3 clusters Score -673521.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -673551.625000 Penalty: 4293.763672 Iteration 11Q: 3 clusters Score -673551.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -673582.000000 Penalty: 4293.763672 Iteration 12Q: 3 clusters Score -673582 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -673612.000000 Penalty: 4293.763672 Iteration 13Q: 3 clusters Score -673612 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -673641.687500 Penalty: 4293.763672 Iteration 14Q: 3 clusters Score -673641.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -673675.625000 Penalty: 4293.763672 Iteration 15Q: 3 clusters Score -673675.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -673707.375000 Penalty: 4293.763672 Iteration 16Q: 3 clusters Score -673707.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -673746.625000 Penalty: 4293.763672 Iteration 17Q: 3 clusters Score -673746.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -673776.937500 Penalty: 4293.763672 Iteration 18Q: 3 clusters Score -673776.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -673808.250000 Penalty: 4293.763672 Iteration 19Q: 3 clusters Score -673808.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -673842.250000 Penalty: 4293.763672 Iteration 20F: 3 clusters Score -673842.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -673877.625000 Penalty: 4293.763672 Iteration 21Q: 3 clusters Score -673877.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -673911.125000 Penalty: 4293.763672 Iteration 22Q: 3 clusters Score -673911.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -673946.437500 Penalty: 4293.763672 Iteration 23Q: 3 clusters Score -673946.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -673976.875000 Penalty: 4293.763672 Iteration 24Q: 3 clusters Score -673976.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -674011.000000 Penalty: 4293.763672 Iteration 25Q: 3 clusters Score -674011 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -674040.750000 Penalty: 4293.763672 Iteration 26Q: 3 clusters Score -674040.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -674091.375000 Penalty: 4293.763672 Iteration 27Q: 3 clusters Score -674091.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -674137.062500 Penalty: 4293.763672 Iteration 28Q: 3 clusters Score -674137.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -674187.562500 Penalty: 4293.763672 Iteration 29Q: 3 clusters Score -674187.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -674222.062500 Penalty: 4293.763672 Iteration 30Q: 3 clusters Score -674222.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -674244.812500 Penalty: 4293.763672 Iteration 31Q: 3 clusters Score -674244.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -674269.937500 Penalty: 4293.763672 Iteration 32Q: 3 clusters Score -674269.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -674293.625000 Penalty: 4293.763672 Iteration 33Q: 3 clusters Score -674293.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -674315.812500 Penalty: 4293.763672 Iteration 34Q: 3 clusters Score -674315.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -674338.937500 Penalty: 4293.763672 Iteration 35Q: 3 clusters Score -674338.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -674363.250000 Penalty: 4293.763672 Iteration 36Q: 3 clusters Score -674363.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -674389.312500 Penalty: 4293.763672 Iteration 37Q: 3 clusters Score -674389.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -674412.937500 Penalty: 4293.763672 Iteration 38Q: 3 clusters Score -674412.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -674436.375000 Penalty: 4293.763672 Iteration 39Q: 3 clusters Score -674436.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -674459.750000 Penalty: 4293.763672 Iteration 40F: 3 clusters Score -674459.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -674474.062500 Penalty: 4293.763672 Iteration 41Q: 3 clusters Score -674474.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -674487.125000 Penalty: 4293.763672 Iteration 42Q: 3 clusters Score -674487.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -674491.625000 Penalty: 4293.763672 Iteration 43Q: 3 clusters Score -674491.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -674494.187500 Penalty: 4293.763672 Iteration 44Q: 3 clusters Score -674494.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -674497.312500 Penalty: 4293.763672 Iteration 45Q: 3 clusters Score -674497.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -674498.687500 Penalty: 4293.763672 Iteration 46Q: 3 clusters Score -674498.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -674501.562500 Penalty: 4293.763672 Iteration 47Q: 3 clusters Score -674501.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -674505.062500 Penalty: 4293.763672 Iteration 48Q: 3 clusters Score -674505.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -674510.250000 Penalty: 4293.763672 Iteration 49Q: 3 clusters Score -674510.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -674514.062500 Penalty: 4293.763672 Iteration 50Q: 3 clusters Score -674514.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -674515.812500 Penalty: 4293.763672 Iteration 51Q: 3 clusters Score -674515.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -674518.187500 Penalty: 4293.763672 Iteration 52Q: 3 clusters Score -674518.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -674521.187500 Penalty: 4293.763672 Iteration 53Q: 3 clusters Score -674521.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -674523.312500 Penalty: 4293.763672 Iteration 54Q: 3 clusters Score -674523.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -674526.687500 Penalty: 4293.763672 Iteration 55Q: 3 clusters Score -674526.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -674526.812500 Penalty: 4293.763672 Iteration 56Q: 3 clusters Score -674526.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -674526.812500 Penalty: 4293.763672 Iteration 57F: 3 clusters Score -674526.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Entering Unmasked Estep Score: -140733.734375 Penalty: 1789.379517 Iteration 0F: 2 clusters Score -140733.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -138686.750000 Penalty: 3578.759033 Iteration 0F: 3 clusters Score -138686.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -139514.921875 Penalty: 3578.759033 Iteration 1F: 3 clusters Score -139514.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -140330.203125 Penalty: 3578.759033 Iteration 2F: 3 clusters Score -140330.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -140996.765625 Penalty: 3578.759033 Iteration 3F: 3 clusters Score -140996.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -141510.250000 Penalty: 3578.759033 Iteration 4F: 3 clusters Score -141510.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -141799.625000 Penalty: 3578.759033 Iteration 5Q: 3 clusters Score -141799.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -141971.750000 Penalty: 3578.759033 Iteration 6Q: 3 clusters Score -141971.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -142057.109375 Penalty: 3578.759033 Iteration 7Q: 3 clusters Score -142057.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -142167.171875 Penalty: 3578.759033 Iteration 8Q: 3 clusters Score -142167.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -142248.000000 Penalty: 3578.759033 Iteration 9Q: 3 clusters Score -142248 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -142313.156250 Penalty: 3578.759033 Iteration 10Q: 3 clusters Score -142313.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -142366.578125 Penalty: 3578.759033 Iteration 11Q: 3 clusters Score -142366.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -142471.781250 Penalty: 3578.759033 Iteration 12Q: 3 clusters Score -142471.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -142575.734375 Penalty: 3578.759033 Iteration 13Q: 3 clusters Score -142575.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -142679.390625 Penalty: 3578.759033 Iteration 14Q: 3 clusters Score -142679.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -142722.125000 Penalty: 3578.759033 Iteration 15Q: 3 clusters Score -142722.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -142734.781250 Penalty: 3578.759033 Iteration 16Q: 3 clusters Score -142734.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -142744.750000 Penalty: 3578.759033 Iteration 17Q: 3 clusters Score -142744.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -142752.000000 Penalty: 3578.759033 Iteration 18Q: 3 clusters Score -142752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -142753.718750 Penalty: 3578.759033 Iteration 19Q: 3 clusters Score -142753.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -142753.718750 Penalty: 3578.759033 Iteration 20F: 3 clusters Score -142753.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 24646 members Mstep: Class 3 contains 979 members Mstep: Class 4 contains 12836 members Mstep: Class 5 contains 1418 members Mstep: Class 6 contains 42608 members Mstep: Class 7 contains 6270 members Mstep: Class 8 contains 20502 members Mstep: Class 9 contains 60601 members Mstep: Class 10 contains 1763 members Mstep: Class 11 contains 639 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 5737 members Mstep: Class 14 contains 7552 members Mstep: Class 15 contains 156953 members Mstep: Class 16 contains 5220 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 21225 members Mstep: Class 20 contains 40369 members Mstep: Class 21 contains 701 members Entering Unmasked Estep Score: -52015028.000000 Penalty: 67587.437500 Splitting cluster 18 changes total score from -52002228.000000 to -52015028.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 19 (21225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21225 members Entering Unmasked Estep Score: -2566144.000000 Penalty: 2470.808105 Iteration 0F: 2 clusters Score -2566144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 10652 members Entering Unmasked Estep Score: -2551296.750000 Penalty: 4941.616211 Iteration 0F: 3 clusters Score -2551297 nChanged 9361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -2556322.250000 Penalty: 4941.616211 Iteration 1F: 3 clusters Score -2556322 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -2556814.750000 Penalty: 4941.616211 Iteration 2F: 3 clusters Score -2556815 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -2557214.000000 Penalty: 4941.616211 Iteration 3Q: 3 clusters Score -2557214 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9704 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -2557537.250000 Penalty: 4941.616211 Iteration 4Q: 3 clusters Score -2557537 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -2557837.500000 Penalty: 4941.616211 Iteration 5Q: 3 clusters Score -2557838 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 12447 members Entering Unmasked Estep Score: -2558216.000000 Penalty: 4941.616211 Iteration 6Q: 3 clusters Score -2558216 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -2558717.500000 Penalty: 4941.616211 Iteration 7Q: 3 clusters Score -2558718 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 14082 members Entering Unmasked Estep Score: -2559368.250000 Penalty: 4941.616211 Iteration 8Q: 3 clusters Score -2559368 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 15142 members Entering Unmasked Estep Score: -2560219.000000 Penalty: 4941.616211 Iteration 9F: 3 clusters Score -2560219 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -2561116.000000 Penalty: 4941.616211 Iteration 10F: 3 clusters Score -2561116 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 17157 members Entering Unmasked Estep Score: -2561916.500000 Penalty: 4941.616211 Iteration 11Q: 3 clusters Score -2561916 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 17965 members Entering Unmasked Estep Score: -2562599.750000 Penalty: 4941.616211 Iteration 12Q: 3 clusters Score -2562600 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -2563156.250000 Penalty: 4941.616211 Iteration 13Q: 3 clusters Score -2563156 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 19058 members Entering Unmasked Estep Score: -2563551.250000 Penalty: 4941.616211 Iteration 14Q: 3 clusters Score -2563551 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -2563880.750000 Penalty: 4941.616211 Iteration 15Q: 3 clusters Score -2563881 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 19591 members Entering Unmasked Estep Score: -2564097.750000 Penalty: 4941.616211 Iteration 16Q: 3 clusters Score -2564098 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -2564220.500000 Penalty: 4941.616211 Iteration 17Q: 3 clusters Score -2564220 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 19836 members Entering Unmasked Estep Score: -2564311.500000 Penalty: 4941.616211 Iteration 18Q: 3 clusters Score -2564312 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 19906 members Entering Unmasked Estep Score: -2564354.750000 Penalty: 4941.616211 Iteration 19Q: 3 clusters Score -2564355 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 19961 members Entering Unmasked Estep Score: -2564402.000000 Penalty: 4941.616211 Iteration 20F: 3 clusters Score -2564402 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 20006 members Entering Unmasked Estep Score: -2564424.250000 Penalty: 4941.616211 Iteration 21Q: 3 clusters Score -2564424 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 20035 members Entering Unmasked Estep Score: -2564445.500000 Penalty: 4941.616211 Iteration 22Q: 3 clusters Score -2564446 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 20067 members Entering Unmasked Estep Score: -2564458.000000 Penalty: 4941.616211 Iteration 23Q: 3 clusters Score -2564458 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 20092 members Entering Unmasked Estep Score: -2564481.500000 Penalty: 4941.616211 Iteration 24Q: 3 clusters Score -2564482 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 20115 members Entering Unmasked Estep Score: -2564496.250000 Penalty: 4941.616211 Iteration 25Q: 3 clusters Score -2564496 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 20141 members Entering Unmasked Estep Score: -2564508.500000 Penalty: 4941.616211 Iteration 26Q: 3 clusters Score -2564508 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -2564513.000000 Penalty: 4941.616211 Iteration 27Q: 3 clusters Score -2564513 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 20166 members Entering Unmasked Estep Score: -2564518.000000 Penalty: 4941.616211 Iteration 28Q: 3 clusters Score -2564518 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 20176 members Entering Unmasked Estep Score: -2564525.500000 Penalty: 4941.616211 Iteration 29Q: 3 clusters Score -2564526 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 20184 members Entering Unmasked Estep Score: -2564529.000000 Penalty: 4941.616211 Iteration 30Q: 3 clusters Score -2564529 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 20188 members Entering Unmasked Estep Score: -2564532.000000 Penalty: 4941.616211 Iteration 31Q: 3 clusters Score -2564532 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 20195 members Entering Unmasked Estep Score: -2564537.250000 Penalty: 4941.616211 Iteration 32Q: 3 clusters Score -2564537 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 20200 members Entering Unmasked Estep Score: -2564540.750000 Penalty: 4941.616211 Iteration 33Q: 3 clusters Score -2564541 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 20206 members Entering Unmasked Estep Score: -2564544.250000 Penalty: 4941.616211 Iteration 34Q: 3 clusters Score -2564544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 20208 members Entering Unmasked Estep Score: -2564552.750000 Penalty: 4941.616211 Iteration 35Q: 3 clusters Score -2564553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 20209 members Entering Unmasked Estep Score: -2564554.500000 Penalty: 4941.616211 Iteration 36Q: 3 clusters Score -2564554 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 20216 members Entering Unmasked Estep Score: -2564558.500000 Penalty: 4941.616211 Iteration 37Q: 3 clusters Score -2564558 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 20220 members Entering Unmasked Estep Score: -2564561.000000 Penalty: 4941.616211 Iteration 38Q: 3 clusters Score -2564561 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 20226 members Entering Unmasked Estep Score: -2564562.000000 Penalty: 4941.616211 Iteration 39Q: 3 clusters Score -2564562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 20233 members Entering Unmasked Estep Score: -2564572.750000 Penalty: 4941.616211 Iteration 40F: 3 clusters Score -2564573 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 20238 members Entering Unmasked Estep Score: -2564574.500000 Penalty: 4941.616211 Iteration 41Q: 3 clusters Score -2564574 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -2564576.250000 Penalty: 4941.616211 Iteration 42Q: 3 clusters Score -2564576 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -2564576.250000 Penalty: 4941.616211 Iteration 43F: 3 clusters Score -2564576 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 24646 members Mstep: Class 3 contains 979 members Mstep: Class 4 contains 12836 members Mstep: Class 5 contains 1418 members Mstep: Class 6 contains 42608 members Mstep: Class 7 contains 6270 members Mstep: Class 8 contains 20502 members Mstep: Class 9 contains 60601 members Mstep: Class 10 contains 1763 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 5737 members Mstep: Class 14 contains 7552 members Mstep: Class 15 contains 156953 members Mstep: Class 16 contains 5220 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 21225 members Entering Unmasked Estep ConsiderDeletion Score: -52016760.000000 Penalty: 67587.437500 Iteration 39Q: 22 clusters Score -5.201676e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 24717 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12859 members Mstep: Class 5 contains 1418 members Mstep: Class 6 contains 42598 members Mstep: Class 7 contains 6361 members Mstep: Class 8 contains 20691 members Mstep: Class 9 contains 60596 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 640 members Mstep: Class 12 contains 1341 members Mstep: Class 13 contains 5830 members Mstep: Class 14 contains 7742 members Mstep: Class 15 contains 157008 members Mstep: Class 16 contains 5228 members Mstep: Class 17 contains 5753 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 21443 members Mstep: Class 20 contains 39572 members Mstep: Class 21 contains 702 members Entering Unmasked Estep ConsiderDeletion Score: -52017624.000000 Penalty: 67587.437500 Iteration 40F: 22 clusters Score -5.201762e+07 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 14901 members Mstep: Class 2 contains 24716 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12881 members Mstep: Class 5 contains 1400 members Mstep: Class 6 contains 42590 members Mstep: Class 7 contains 6381 members Mstep: Class 8 contains 20587 members Mstep: Class 9 contains 60559 members Mstep: Class 10 contains 1546 members Mstep: Class 11 contains 656 members Mstep: Class 12 contains 1343 members Mstep: Class 13 contains 5870 members Mstep: Class 14 contains 7861 members Mstep: Class 15 contains 156294 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 658 members Mstep: Class 19 contains 21582 members Mstep: Class 20 contains 40116 members Mstep: Class 21 contains 704 members Entering Unmasked Estep ConsiderDeletion Score: -52018320.000000 Penalty: 67587.437500 Iteration 41Q: 22 clusters Score -5.201832e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 14941 members Mstep: Class 2 contains 24719 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12904 members Mstep: Class 5 contains 1393 members Mstep: Class 6 contains 42580 members Mstep: Class 7 contains 6428 members Mstep: Class 8 contains 20445 members Mstep: Class 9 contains 60519 members Mstep: Class 10 contains 1530 members Mstep: Class 11 contains 663 members Mstep: Class 12 contains 1344 members Mstep: Class 13 contains 5911 members Mstep: Class 14 contains 7970 members Mstep: Class 15 contains 155837 members Mstep: Class 16 contains 5222 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 658 members Mstep: Class 19 contains 21731 members Mstep: Class 20 contains 40374 members Mstep: Class 21 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -52018376.000000 Penalty: 67587.437500 Iteration 42Q: 22 clusters Score -5.201838e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 14975 members Mstep: Class 2 contains 24738 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12927 members Mstep: Class 5 contains 1394 members Mstep: Class 6 contains 42565 members Mstep: Class 7 contains 6483 members Mstep: Class 8 contains 20308 members Mstep: Class 9 contains 60491 members Mstep: Class 10 contains 1519 members Mstep: Class 11 contains 665 members Mstep: Class 12 contains 1345 members Mstep: Class 13 contains 5946 members Mstep: Class 14 contains 8064 members Mstep: Class 15 contains 155471 members Mstep: Class 16 contains 5227 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 21856 members Mstep: Class 20 contains 40542 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52018592.000000 Penalty: 67587.437500 Iteration 43Q: 22 clusters Score -5.201859e+07 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15010 members Mstep: Class 2 contains 24741 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12946 members Mstep: Class 5 contains 1398 members Mstep: Class 6 contains 42549 members Mstep: Class 7 contains 6524 members Mstep: Class 8 contains 20134 members Mstep: Class 9 contains 60471 members Mstep: Class 10 contains 1511 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1346 members Mstep: Class 13 contains 5974 members Mstep: Class 14 contains 8133 members Mstep: Class 15 contains 155148 members Mstep: Class 16 contains 5223 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 22041 members Mstep: Class 20 contains 40697 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52018788.000000 Penalty: 67587.437500 Iteration 44Q: 22 clusters Score -5.201879e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 24748 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12957 members Mstep: Class 5 contains 1399 members Mstep: Class 6 contains 42545 members Mstep: Class 7 contains 6560 members Mstep: Class 8 contains 19963 members Mstep: Class 9 contains 60445 members Mstep: Class 10 contains 1503 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1349 members Mstep: Class 13 contains 5993 members Mstep: Class 14 contains 8182 members Mstep: Class 15 contains 154892 members Mstep: Class 16 contains 5227 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 22228 members Mstep: Class 20 contains 40798 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52018812.000000 Penalty: 67587.437500 Iteration 45Q: 22 clusters Score -5.201881e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15092 members Mstep: Class 2 contains 24751 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12969 members Mstep: Class 5 contains 1398 members Mstep: Class 6 contains 42541 members Mstep: Class 7 contains 6598 members Mstep: Class 8 contains 19793 members Mstep: Class 9 contains 60419 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1349 members Mstep: Class 13 contains 6016 members Mstep: Class 14 contains 8223 members Mstep: Class 15 contains 154677 members Mstep: Class 16 contains 5229 members Mstep: Class 17 contains 5751 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 22396 members Mstep: Class 20 contains 40889 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019016.000000 Penalty: 67587.437500 Iteration 46Q: 22 clusters Score -5.201902e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 24752 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12980 members Mstep: Class 5 contains 1397 members Mstep: Class 6 contains 42536 members Mstep: Class 7 contains 6639 members Mstep: Class 8 contains 19635 members Mstep: Class 9 contains 60406 members Mstep: Class 10 contains 1494 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1350 members Mstep: Class 13 contains 6048 members Mstep: Class 14 contains 8255 members Mstep: Class 15 contains 154490 members Mstep: Class 16 contains 5234 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 22551 members Mstep: Class 20 contains 40963 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019092.000000 Penalty: 67587.437500 Iteration 47Q: 22 clusters Score -5.201909e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 24754 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12988 members Mstep: Class 5 contains 1396 members Mstep: Class 6 contains 42532 members Mstep: Class 7 contains 6671 members Mstep: Class 8 contains 19480 members Mstep: Class 9 contains 60394 members Mstep: Class 10 contains 1490 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 6074 members Mstep: Class 14 contains 8283 members Mstep: Class 15 contains 154323 members Mstep: Class 16 contains 5238 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 22720 members Mstep: Class 20 contains 41013 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019100.000000 Penalty: 67587.437500 Iteration 48Q: 22 clusters Score -5.20191e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15150 members Mstep: Class 2 contains 24744 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 1396 members Mstep: Class 6 contains 42528 members Mstep: Class 7 contains 6714 members Mstep: Class 8 contains 19312 members Mstep: Class 9 contains 60386 members Mstep: Class 10 contains 1488 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1352 members Mstep: Class 13 contains 6093 members Mstep: Class 14 contains 8317 members Mstep: Class 15 contains 154192 members Mstep: Class 16 contains 5244 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 22909 members Mstep: Class 20 contains 41027 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019164.000000 Penalty: 67587.437500 Iteration 49Q: 22 clusters Score -5.201916e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15174 members Mstep: Class 2 contains 24742 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 12996 members Mstep: Class 5 contains 1397 members Mstep: Class 6 contains 42527 members Mstep: Class 7 contains 6744 members Mstep: Class 8 contains 19118 members Mstep: Class 9 contains 60375 members Mstep: Class 10 contains 1487 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 6119 members Mstep: Class 14 contains 8352 members Mstep: Class 15 contains 154063 members Mstep: Class 16 contains 5245 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 23115 members Mstep: Class 20 contains 41036 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019272.000000 Penalty: 67587.437500 Iteration 50Q: 22 clusters Score -5.201927e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15204 members Mstep: Class 2 contains 24744 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13001 members Mstep: Class 5 contains 1399 members Mstep: Class 6 contains 42525 members Mstep: Class 7 contains 6778 members Mstep: Class 8 contains 18947 members Mstep: Class 9 contains 60354 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 6148 members Mstep: Class 14 contains 8380 members Mstep: Class 15 contains 153923 members Mstep: Class 16 contains 5247 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 23318 members Mstep: Class 20 contains 41037 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019500.000000 Penalty: 67587.437500 Iteration 51Q: 22 clusters Score -5.20195e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15233 members Mstep: Class 2 contains 24744 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13002 members Mstep: Class 5 contains 1401 members Mstep: Class 6 contains 42525 members Mstep: Class 7 contains 6807 members Mstep: Class 8 contains 18754 members Mstep: Class 9 contains 60334 members Mstep: Class 10 contains 1487 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 6168 members Mstep: Class 14 contains 8419 members Mstep: Class 15 contains 153783 members Mstep: Class 16 contains 5248 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 23540 members Mstep: Class 20 contains 41046 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019508.000000 Penalty: 67587.437500 Iteration 52Q: 22 clusters Score -5.201951e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15259 members Mstep: Class 2 contains 24746 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13001 members Mstep: Class 5 contains 1399 members Mstep: Class 6 contains 42524 members Mstep: Class 7 contains 6838 members Mstep: Class 8 contains 18548 members Mstep: Class 9 contains 60325 members Mstep: Class 10 contains 1489 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 1352 members Mstep: Class 13 contains 6184 members Mstep: Class 14 contains 8445 members Mstep: Class 15 contains 153663 members Mstep: Class 16 contains 5252 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 23763 members Mstep: Class 20 contains 41055 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019580.000000 Penalty: 67587.437500 Iteration 53Q: 22 clusters Score -5.201958e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15289 members Mstep: Class 2 contains 24742 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13004 members Mstep: Class 5 contains 1398 members Mstep: Class 6 contains 42523 members Mstep: Class 7 contains 6867 members Mstep: Class 8 contains 18350 members Mstep: Class 9 contains 60310 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 667 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 6202 members Mstep: Class 14 contains 8475 members Mstep: Class 15 contains 153561 members Mstep: Class 16 contains 5253 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 23958 members Mstep: Class 20 contains 41070 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019448.000000 Penalty: 67587.437500 Iteration 54Q: 22 clusters Score -5.201945e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 24738 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13009 members Mstep: Class 5 contains 1400 members Mstep: Class 6 contains 42521 members Mstep: Class 7 contains 6899 members Mstep: Class 8 contains 18160 members Mstep: Class 9 contains 60300 members Mstep: Class 10 contains 1485 members Mstep: Class 11 contains 667 members Mstep: Class 12 contains 1354 members Mstep: Class 13 contains 6223 members Mstep: Class 14 contains 8496 members Mstep: Class 15 contains 153468 members Mstep: Class 16 contains 5254 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24150 members Mstep: Class 20 contains 41073 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019552.000000 Penalty: 67587.437500 Iteration 55Q: 22 clusters Score -5.201955e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15338 members Mstep: Class 2 contains 24737 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13012 members Mstep: Class 5 contains 1402 members Mstep: Class 6 contains 42517 members Mstep: Class 7 contains 6937 members Mstep: Class 8 contains 17991 members Mstep: Class 9 contains 60287 members Mstep: Class 10 contains 1484 members Mstep: Class 11 contains 667 members Mstep: Class 12 contains 1355 members Mstep: Class 13 contains 6239 members Mstep: Class 14 contains 8519 members Mstep: Class 15 contains 153378 members Mstep: Class 16 contains 5256 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 41065 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019580.000000 Penalty: 67587.437500 Iteration 56Q: 22 clusters Score -5.201958e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 24732 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13019 members Mstep: Class 5 contains 1401 members Mstep: Class 6 contains 42514 members Mstep: Class 7 contains 6979 members Mstep: Class 8 contains 17867 members Mstep: Class 9 contains 60281 members Mstep: Class 10 contains 1483 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1355 members Mstep: Class 13 contains 6251 members Mstep: Class 14 contains 8537 members Mstep: Class 15 contains 153301 members Mstep: Class 16 contains 5253 members Mstep: Class 17 contains 5741 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24453 members Mstep: Class 20 contains 41063 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019616.000000 Penalty: 67587.437500 Iteration 57Q: 22 clusters Score -5.201962e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 24728 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13026 members Mstep: Class 5 contains 1404 members Mstep: Class 6 contains 42507 members Mstep: Class 7 contains 7001 members Mstep: Class 8 contains 17739 members Mstep: Class 9 contains 60273 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1355 members Mstep: Class 13 contains 6260 members Mstep: Class 14 contains 8550 members Mstep: Class 15 contains 153253 members Mstep: Class 16 contains 5254 members Mstep: Class 17 contains 5739 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24561 members Mstep: Class 20 contains 41079 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019504.000000 Penalty: 67587.437500 Iteration 58Q: 22 clusters Score -5.20195e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 24723 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13034 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42501 members Mstep: Class 7 contains 7015 members Mstep: Class 8 contains 17615 members Mstep: Class 9 contains 60267 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1355 members Mstep: Class 13 contains 6269 members Mstep: Class 14 contains 8561 members Mstep: Class 15 contains 153228 members Mstep: Class 16 contains 5255 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24650 members Mstep: Class 20 contains 41083 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019424.000000 Penalty: 67587.437500 Iteration 59Q: 22 clusters Score -5.201942e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 24717 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13039 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42496 members Mstep: Class 7 contains 7034 members Mstep: Class 8 contains 17508 members Mstep: Class 9 contains 60236 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1354 members Mstep: Class 13 contains 6276 members Mstep: Class 14 contains 8568 members Mstep: Class 15 contains 153225 members Mstep: Class 16 contains 5257 members Mstep: Class 17 contains 5741 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24711 members Mstep: Class 20 contains 41090 members Mstep: Class 21 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -52019448.000000 Penalty: 67587.437500 Iteration 60F: 22 clusters Score -5.201945e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 24719 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13042 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42493 members Mstep: Class 7 contains 7049 members Mstep: Class 8 contains 17415 members Mstep: Class 9 contains 60209 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1354 members Mstep: Class 13 contains 6293 members Mstep: Class 14 contains 8581 members Mstep: Class 15 contains 153197 members Mstep: Class 16 contains 5260 members Mstep: Class 17 contains 5741 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24766 members Mstep: Class 20 contains 41091 members Mstep: Class 21 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -52019460.000000 Penalty: 67587.437500 Iteration 61Q: 22 clusters Score -5.201946e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 24717 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13049 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42490 members Mstep: Class 7 contains 7073 members Mstep: Class 8 contains 17334 members Mstep: Class 9 contains 60177 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1354 members Mstep: Class 13 contains 6312 members Mstep: Class 14 contains 8589 members Mstep: Class 15 contains 153162 members Mstep: Class 16 contains 5258 members Mstep: Class 17 contains 5738 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24815 members Mstep: Class 20 contains 41093 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019596.000000 Penalty: 67587.437500 Iteration 62Q: 22 clusters Score -5.20196e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 15600 members Mstep: Class 2 contains 24713 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13053 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42487 members Mstep: Class 7 contains 7089 members Mstep: Class 8 contains 17268 members Mstep: Class 9 contains 60128 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1356 members Mstep: Class 13 contains 6331 members Mstep: Class 14 contains 8596 members Mstep: Class 15 contains 153125 members Mstep: Class 16 contains 5259 members Mstep: Class 17 contains 5738 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24861 members Mstep: Class 20 contains 41097 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019604.000000 Penalty: 67587.437500 Iteration 63Q: 22 clusters Score -5.20196e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 24714 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13054 members Mstep: Class 5 contains 1406 members Mstep: Class 6 contains 42486 members Mstep: Class 7 contains 7102 members Mstep: Class 8 contains 17198 members Mstep: Class 9 contains 60087 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1358 members Mstep: Class 13 contains 6355 members Mstep: Class 14 contains 8604 members Mstep: Class 15 contains 153081 members Mstep: Class 16 contains 5262 members Mstep: Class 17 contains 5739 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24905 members Mstep: Class 20 contains 41092 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019612.000000 Penalty: 67587.437500 Iteration 64Q: 22 clusters Score -5.201961e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 15745 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13054 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42486 members Mstep: Class 7 contains 7107 members Mstep: Class 8 contains 17132 members Mstep: Class 9 contains 60031 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6377 members Mstep: Class 14 contains 8606 members Mstep: Class 15 contains 153063 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 5739 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24941 members Mstep: Class 20 contains 41088 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019636.000000 Penalty: 67587.437500 Iteration 65Q: 22 clusters Score -5.201964e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 24712 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13054 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42487 members Mstep: Class 7 contains 7106 members Mstep: Class 8 contains 17081 members Mstep: Class 9 contains 59980 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6391 members Mstep: Class 14 contains 8609 members Mstep: Class 15 contains 153049 members Mstep: Class 16 contains 5266 members Mstep: Class 17 contains 5739 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 24963 members Mstep: Class 20 contains 41083 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019660.000000 Penalty: 67587.437500 Iteration 66Q: 22 clusters Score -5.201966e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13054 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42487 members Mstep: Class 7 contains 7106 members Mstep: Class 8 contains 17025 members Mstep: Class 9 contains 59899 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6407 members Mstep: Class 14 contains 8614 members Mstep: Class 15 contains 153034 members Mstep: Class 16 contains 5268 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25002 members Mstep: Class 20 contains 41079 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019608.000000 Penalty: 67587.437500 Iteration 67Q: 22 clusters Score -5.201961e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13053 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42487 members Mstep: Class 7 contains 7110 members Mstep: Class 8 contains 16972 members Mstep: Class 9 contains 59813 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6417 members Mstep: Class 14 contains 8619 members Mstep: Class 15 contains 153019 members Mstep: Class 16 contains 5270 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25034 members Mstep: Class 20 contains 41077 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019648.000000 Penalty: 67587.437500 Iteration 68Q: 22 clusters Score -5.201965e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13054 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42487 members Mstep: Class 7 contains 7114 members Mstep: Class 8 contains 16915 members Mstep: Class 9 contains 59755 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6422 members Mstep: Class 14 contains 8625 members Mstep: Class 15 contains 153007 members Mstep: Class 16 contains 5268 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25067 members Mstep: Class 20 contains 41073 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019740.000000 Penalty: 67587.437500 Iteration 69Q: 22 clusters Score -5.201974e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16202 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13056 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42486 members Mstep: Class 7 contains 7117 members Mstep: Class 8 contains 16858 members Mstep: Class 9 contains 59690 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6427 members Mstep: Class 14 contains 8628 members Mstep: Class 15 contains 153008 members Mstep: Class 16 contains 5267 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25098 members Mstep: Class 20 contains 41065 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019696.000000 Penalty: 67587.437500 Iteration 70Q: 22 clusters Score -5.20197e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16293 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13057 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42486 members Mstep: Class 7 contains 7122 members Mstep: Class 8 contains 16811 members Mstep: Class 9 contains 59616 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6434 members Mstep: Class 14 contains 8631 members Mstep: Class 15 contains 153000 members Mstep: Class 16 contains 5267 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25122 members Mstep: Class 20 contains 41062 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019712.000000 Penalty: 67587.437500 Iteration 71Q: 22 clusters Score -5.201971e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13061 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 42485 members Mstep: Class 7 contains 7127 members Mstep: Class 8 contains 16773 members Mstep: Class 9 contains 59546 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1358 members Mstep: Class 13 contains 6442 members Mstep: Class 14 contains 8632 members Mstep: Class 15 contains 153003 members Mstep: Class 16 contains 5267 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25127 members Mstep: Class 20 contains 41061 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019696.000000 Penalty: 67587.437500 Iteration 72Q: 22 clusters Score -5.20197e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13067 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42482 members Mstep: Class 7 contains 7136 members Mstep: Class 8 contains 16737 members Mstep: Class 9 contains 59475 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1359 members Mstep: Class 13 contains 6445 members Mstep: Class 14 contains 8635 members Mstep: Class 15 contains 152995 members Mstep: Class 16 contains 5269 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25135 members Mstep: Class 20 contains 41059 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019808.000000 Penalty: 67587.437500 Iteration 73Q: 22 clusters Score -5.201981e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13072 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42479 members Mstep: Class 7 contains 7143 members Mstep: Class 8 contains 16704 members Mstep: Class 9 contains 59381 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1361 members Mstep: Class 13 contains 6449 members Mstep: Class 14 contains 8636 members Mstep: Class 15 contains 152985 members Mstep: Class 16 contains 5268 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25141 members Mstep: Class 20 contains 41060 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019764.000000 Penalty: 67587.437500 Iteration 74Q: 22 clusters Score -5.201976e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 24717 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13073 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42478 members Mstep: Class 7 contains 7152 members Mstep: Class 8 contains 16675 members Mstep: Class 9 contains 59272 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 6453 members Mstep: Class 14 contains 8637 members Mstep: Class 15 contains 152977 members Mstep: Class 16 contains 5268 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25146 members Mstep: Class 20 contains 41060 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019692.000000 Penalty: 67587.437500 Iteration 75Q: 22 clusters Score -5.201969e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 24716 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13074 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42477 members Mstep: Class 7 contains 7161 members Mstep: Class 8 contains 16636 members Mstep: Class 9 contains 59192 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 6456 members Mstep: Class 14 contains 8641 members Mstep: Class 15 contains 152979 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 5741 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25152 members Mstep: Class 20 contains 41060 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019648.000000 Penalty: 67587.437500 Iteration 76Q: 22 clusters Score -5.201965e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 24715 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13075 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42476 members Mstep: Class 7 contains 7167 members Mstep: Class 8 contains 16597 members Mstep: Class 9 contains 59107 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 6461 members Mstep: Class 14 contains 8644 members Mstep: Class 15 contains 152968 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 5741 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25167 members Mstep: Class 20 contains 41063 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019672.000000 Penalty: 67587.437500 Iteration 77Q: 22 clusters Score -5.201967e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 17014 members Mstep: Class 2 contains 24715 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13075 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42475 members Mstep: Class 7 contains 7171 members Mstep: Class 8 contains 16561 members Mstep: Class 9 contains 59006 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 6466 members Mstep: Class 14 contains 8646 members Mstep: Class 15 contains 152962 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25181 members Mstep: Class 20 contains 41062 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52019784.000000 Penalty: 67587.437500 Iteration 78Q: 22 clusters Score -5.201978e+07 nChanged 193 Entering ConstructFrom: Score: -52019784.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (17134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17134 members Entering Unmasked Estep Score: -2192999.000000 Penalty: 2417.707520 Iteration 0F: 2 clusters Score -2192999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -2180686.500000 Penalty: 4835.415039 Iteration 0F: 3 clusters Score -2180686 nChanged 7445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -2184678.000000 Penalty: 4835.415039 Iteration 1F: 3 clusters Score -2184678 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -2185018.000000 Penalty: 4835.415039 Iteration 2F: 3 clusters Score -2185018 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -2185283.000000 Penalty: 4835.415039 Iteration 3Q: 3 clusters Score -2185283 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -2185499.500000 Penalty: 4835.415039 Iteration 4Q: 3 clusters Score -2185500 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -2185751.000000 Penalty: 4835.415039 Iteration 5Q: 3 clusters Score -2185751 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -2186078.000000 Penalty: 4835.415039 Iteration 6Q: 3 clusters Score -2186078 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -2186538.750000 Penalty: 4835.415039 Iteration 7Q: 3 clusters Score -2186539 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -2187174.750000 Penalty: 4835.415039 Iteration 8F: 3 clusters Score -2187175 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13891 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -2187971.500000 Penalty: 4835.415039 Iteration 9F: 3 clusters Score -2187972 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14878 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -2188825.750000 Penalty: 4835.415039 Iteration 10F: 3 clusters Score -2188826 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -2189590.500000 Penalty: 4835.415039 Iteration 11Q: 3 clusters Score -2189590 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16307 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -2190150.750000 Penalty: 4835.415039 Iteration 12Q: 3 clusters Score -2190151 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16633 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -2190485.000000 Penalty: 4835.415039 Iteration 13Q: 3 clusters Score -2190485 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16761 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -2190637.000000 Penalty: 4835.415039 Iteration 14Q: 3 clusters Score -2190637 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16824 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -2190712.000000 Penalty: 4835.415039 Iteration 15Q: 3 clusters Score -2190712 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16845 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -2190751.500000 Penalty: 4835.415039 Iteration 16Q: 3 clusters Score -2190752 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16864 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -2190781.000000 Penalty: 4835.415039 Iteration 17Q: 3 clusters Score -2190781 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16870 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -2190793.500000 Penalty: 4835.415039 Iteration 18Q: 3 clusters Score -2190794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16876 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -2190805.500000 Penalty: 4835.415039 Iteration 19Q: 3 clusters Score -2190806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16879 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -2190812.250000 Penalty: 4835.415039 Iteration 20F: 3 clusters Score -2190812 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16881 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -2190818.750000 Penalty: 4835.415039 Iteration 21Q: 3 clusters Score -2190819 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16884 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -2190827.000000 Penalty: 4835.415039 Iteration 22Q: 3 clusters Score -2190827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16886 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -2190830.000000 Penalty: 4835.415039 Iteration 23Q: 3 clusters Score -2190830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16888 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2190836.250000 Penalty: 4835.415039 Iteration 24Q: 3 clusters Score -2190836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16889 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -2190840.000000 Penalty: 4835.415039 Iteration 25Q: 3 clusters Score -2190840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16890 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -2190839.500000 Penalty: 4835.415039 Iteration 26Q: 3 clusters Score -2190840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16891 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -2190840.250000 Penalty: 4835.415039 Iteration 27Q: 3 clusters Score -2190840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16892 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -2190843.250000 Penalty: 4835.415039 Iteration 28Q: 3 clusters Score -2190843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -2190844.000000 Penalty: 4835.415039 Iteration 29Q: 3 clusters Score -2190844 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16896 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2190848.000000 Penalty: 4835.415039 Iteration 30Q: 3 clusters Score -2190848 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16900 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -2190856.750000 Penalty: 4835.415039 Iteration 31Q: 3 clusters Score -2190857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -2190864.500000 Penalty: 4835.415039 Iteration 32Q: 3 clusters Score -2190864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16901 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -2190863.500000 Penalty: 4835.415039 Iteration 33Q: 3 clusters Score -2190864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -2190864.000000 Penalty: 4835.415039 Iteration 34Q: 3 clusters Score -2190864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -2190864.000000 Penalty: 4835.415039 Iteration 35F: 3 clusters Score -2190864 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24712 members Entering Unmasked Estep Score: -2994205.000000 Penalty: 2508.531006 Iteration 0F: 2 clusters Score -2994205 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -2977099.750000 Penalty: 5017.062012 Iteration 0F: 3 clusters Score -2977100 nChanged 11023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -2983387.500000 Penalty: 5017.062012 Iteration 1F: 3 clusters Score -2983388 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -2984176.250000 Penalty: 5017.062012 Iteration 2F: 3 clusters Score -2984176 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -2985056.250000 Penalty: 5017.062012 Iteration 3F: 3 clusters Score -2985056 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -2986077.500000 Penalty: 5017.062012 Iteration 4F: 3 clusters Score -2986078 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -2987072.500000 Penalty: 5017.062012 Iteration 5F: 3 clusters Score -2987072 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14355 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -2988007.750000 Penalty: 5017.062012 Iteration 6F: 3 clusters Score -2988008 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -2988812.000000 Penalty: 5017.062012 Iteration 7F: 3 clusters Score -2988812 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -2989609.000000 Penalty: 5017.062012 Iteration 8F: 3 clusters Score -2989609 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17536 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -2990459.000000 Penalty: 5017.062012 Iteration 9Q: 3 clusters Score -2990459 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18703 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -2991357.000000 Penalty: 5017.062012 Iteration 10Q: 3 clusters Score -2991357 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -2992125.250000 Penalty: 5017.062012 Iteration 11Q: 3 clusters Score -2992125 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20602 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -2992734.000000 Penalty: 5017.062012 Iteration 12Q: 3 clusters Score -2992734 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -2993157.250000 Penalty: 5017.062012 Iteration 13Q: 3 clusters Score -2993157 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -2993440.750000 Penalty: 5017.062012 Iteration 14Q: 3 clusters Score -2993441 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22045 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -2993598.000000 Penalty: 5017.062012 Iteration 15Q: 3 clusters Score -2993598 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22291 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -2993704.500000 Penalty: 5017.062012 Iteration 16Q: 3 clusters Score -2993704 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22473 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -2993782.750000 Penalty: 5017.062012 Iteration 17Q: 3 clusters Score -2993783 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22616 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -2993835.000000 Penalty: 5017.062012 Iteration 18Q: 3 clusters Score -2993835 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22722 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -2993874.750000 Penalty: 5017.062012 Iteration 19Q: 3 clusters Score -2993875 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22801 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -2993892.750000 Penalty: 5017.062012 Iteration 20F: 3 clusters Score -2993893 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22874 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -2993909.500000 Penalty: 5017.062012 Iteration 21Q: 3 clusters Score -2993910 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22928 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -2993929.250000 Penalty: 5017.062012 Iteration 22Q: 3 clusters Score -2993929 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22968 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -2993941.500000 Penalty: 5017.062012 Iteration 23Q: 3 clusters Score -2993942 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22999 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -2993957.500000 Penalty: 5017.062012 Iteration 24Q: 3 clusters Score -2993958 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -2993975.250000 Penalty: 5017.062012 Iteration 25Q: 3 clusters Score -2993975 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23045 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -2993975.750000 Penalty: 5017.062012 Iteration 26Q: 3 clusters Score -2993976 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23070 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -2993984.000000 Penalty: 5017.062012 Iteration 27Q: 3 clusters Score -2993984 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -2993985.500000 Penalty: 5017.062012 Iteration 28Q: 3 clusters Score -2993986 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23098 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -2993985.750000 Penalty: 5017.062012 Iteration 29Q: 3 clusters Score -2993986 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23108 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -2993990.250000 Penalty: 5017.062012 Iteration 30Q: 3 clusters Score -2993990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23115 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -2993987.250000 Penalty: 5017.062012 Iteration 31Q: 3 clusters Score -2993987 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23126 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -2993990.750000 Penalty: 5017.062012 Iteration 32Q: 3 clusters Score -2993991 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23131 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2993984.000000 Penalty: 5017.062012 Iteration 33Q: 3 clusters Score -2993984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23135 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -2993981.750000 Penalty: 5017.062012 Iteration 34Q: 3 clusters Score -2993982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23138 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -2993982.750000 Penalty: 5017.062012 Iteration 35Q: 3 clusters Score -2993983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23141 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -2993985.000000 Penalty: 5017.062012 Iteration 36Q: 3 clusters Score -2993985 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23142 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -2993987.250000 Penalty: 5017.062012 Iteration 37Q: 3 clusters Score -2993987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23143 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -2993991.000000 Penalty: 5017.062012 Iteration 38Q: 3 clusters Score -2993991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23144 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -2993989.500000 Penalty: 5017.062012 Iteration 39Q: 3 clusters Score -2993990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23145 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -2993989.000000 Penalty: 5017.062012 Iteration 40F: 3 clusters Score -2993989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2993989.250000 Penalty: 5017.062012 Iteration 41Q: 3 clusters Score -2993989 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2993989.250000 Penalty: 5017.062012 Iteration 42F: 3 clusters Score -2993989 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -98316.039062 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98316.04 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -98937.851562 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98937.85 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -99328.406250 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99328.41 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -99695.179688 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99695.18 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -99917.093750 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -99917.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -100012.000000 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -100012 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -100066.515625 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -100066.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -100114.000000 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -100114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -100128.773438 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -100128.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -100134.125000 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -100134.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -100136.640625 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100136.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -100136.640625 Penalty: 3415.212646 Iteration 11F: 3 clusters Score -100136.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Entering Unmasked Estep Score: -1533442.750000 Penalty: 2350.657471 Iteration 0F: 2 clusters Score -1533443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1523876.375000 Penalty: 4701.314941 Iteration 0F: 3 clusters Score -1523876 nChanged 5504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -1526864.625000 Penalty: 4701.314941 Iteration 1F: 3 clusters Score -1526865 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1527208.875000 Penalty: 4701.314941 Iteration 2F: 3 clusters Score -1527209 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -1527479.125000 Penalty: 4701.314941 Iteration 3Q: 3 clusters Score -1527479 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -1527718.750000 Penalty: 4701.314941 Iteration 4Q: 3 clusters Score -1527719 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1527967.000000 Penalty: 4701.314941 Iteration 5Q: 3 clusters Score -1527967 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -1528213.625000 Penalty: 4701.314941 Iteration 6Q: 3 clusters Score -1528214 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -1528510.500000 Penalty: 4701.314941 Iteration 7Q: 3 clusters Score -1528510 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -1528894.625000 Penalty: 4701.314941 Iteration 8Q: 3 clusters Score -1528895 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -1529293.750000 Penalty: 4701.314941 Iteration 9Q: 3 clusters Score -1529294 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -1529669.875000 Penalty: 4701.314941 Iteration 10Q: 3 clusters Score -1529670 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -1530032.625000 Penalty: 4701.314941 Iteration 11Q: 3 clusters Score -1530033 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -1530348.500000 Penalty: 4701.314941 Iteration 12Q: 3 clusters Score -1530348 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -1530576.000000 Penalty: 4701.314941 Iteration 13Q: 3 clusters Score -1530576 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -1530760.375000 Penalty: 4701.314941 Iteration 14Q: 3 clusters Score -1530760 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -1530898.250000 Penalty: 4701.314941 Iteration 15Q: 3 clusters Score -1530898 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -1531005.875000 Penalty: 4701.314941 Iteration 16Q: 3 clusters Score -1531006 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -1531082.500000 Penalty: 4701.314941 Iteration 17Q: 3 clusters Score -1531082 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -1531142.375000 Penalty: 4701.314941 Iteration 18Q: 3 clusters Score -1531142 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -1531191.000000 Penalty: 4701.314941 Iteration 19Q: 3 clusters Score -1531191 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -1531231.875000 Penalty: 4701.314941 Iteration 20F: 3 clusters Score -1531232 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -1531274.125000 Penalty: 4701.314941 Iteration 21Q: 3 clusters Score -1531274 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -1531304.625000 Penalty: 4701.314941 Iteration 22Q: 3 clusters Score -1531305 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -1531334.750000 Penalty: 4701.314941 Iteration 23Q: 3 clusters Score -1531335 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -1531355.000000 Penalty: 4701.314941 Iteration 24Q: 3 clusters Score -1531355 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -1531369.875000 Penalty: 4701.314941 Iteration 25Q: 3 clusters Score -1531370 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 11564 members Entering Unmasked Estep Score: -1531374.500000 Penalty: 4701.314941 Iteration 26Q: 3 clusters Score -1531374 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -1531388.250000 Penalty: 4701.314941 Iteration 27Q: 3 clusters Score -1531388 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -1531399.500000 Penalty: 4701.314941 Iteration 28Q: 3 clusters Score -1531400 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -1531406.375000 Penalty: 4701.314941 Iteration 29Q: 3 clusters Score -1531406 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -1531410.625000 Penalty: 4701.314941 Iteration 30Q: 3 clusters Score -1531411 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1531423.375000 Penalty: 4701.314941 Iteration 31Q: 3 clusters Score -1531423 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -1531425.250000 Penalty: 4701.314941 Iteration 32Q: 3 clusters Score -1531425 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1531427.125000 Penalty: 4701.314941 Iteration 33Q: 3 clusters Score -1531427 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1531428.750000 Penalty: 4701.314941 Iteration 34Q: 3 clusters Score -1531429 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -1531427.875000 Penalty: 4701.314941 Iteration 35Q: 3 clusters Score -1531428 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -1531435.250000 Penalty: 4701.314941 Iteration 36Q: 3 clusters Score -1531435 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -1531438.250000 Penalty: 4701.314941 Iteration 37Q: 3 clusters Score -1531438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -1531444.375000 Penalty: 4701.314941 Iteration 38Q: 3 clusters Score -1531444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -1531448.250000 Penalty: 4701.314941 Iteration 39Q: 3 clusters Score -1531448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 11746 members Entering Unmasked Estep Score: -1531448.125000 Penalty: 4701.314941 Iteration 40F: 3 clusters Score -1531448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 11750 members Entering Unmasked Estep Score: -1531448.875000 Penalty: 4701.314941 Iteration 41Q: 3 clusters Score -1531449 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -1531449.875000 Penalty: 4701.314941 Iteration 42Q: 3 clusters Score -1531450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1531454.125000 Penalty: 4701.314941 Iteration 43Q: 3 clusters Score -1531454 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -1531452.375000 Penalty: 4701.314941 Iteration 44Q: 3 clusters Score -1531452 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -1531456.250000 Penalty: 4701.314941 Iteration 45Q: 3 clusters Score -1531456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -1531457.875000 Penalty: 4701.314941 Iteration 46Q: 3 clusters Score -1531458 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 11799 members Entering Unmasked Estep Score: -1531460.500000 Penalty: 4701.314941 Iteration 47Q: 3 clusters Score -1531460 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -1531463.000000 Penalty: 4701.314941 Iteration 48Q: 3 clusters Score -1531463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -1531464.125000 Penalty: 4701.314941 Iteration 49Q: 3 clusters Score -1531464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -1531465.750000 Penalty: 4701.314941 Iteration 50Q: 3 clusters Score -1531466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -1531467.750000 Penalty: 4701.314941 Iteration 51Q: 3 clusters Score -1531468 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -1531471.875000 Penalty: 4701.314941 Iteration 52Q: 3 clusters Score -1531472 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -1531479.250000 Penalty: 4701.314941 Iteration 53Q: 3 clusters Score -1531479 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1531479.875000 Penalty: 4701.314941 Iteration 54Q: 3 clusters Score -1531480 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -1531481.250000 Penalty: 4701.314941 Iteration 55Q: 3 clusters Score -1531481 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -1531480.500000 Penalty: 4701.314941 Iteration 56Q: 3 clusters Score -1531480 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -1531480.250000 Penalty: 4701.314941 Iteration 57Q: 3 clusters Score -1531480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -1531484.250000 Penalty: 4701.314941 Iteration 58Q: 3 clusters Score -1531484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -1531485.500000 Penalty: 4701.314941 Iteration 59Q: 3 clusters Score -1531486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -1531486.500000 Penalty: 4701.314941 Iteration 60F: 3 clusters Score -1531486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -1531489.375000 Penalty: 4701.314941 Iteration 61Q: 3 clusters Score -1531489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -1531489.500000 Penalty: 4701.314941 Iteration 62Q: 3 clusters Score -1531490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -1531489.625000 Penalty: 4701.314941 Iteration 63Q: 3 clusters Score -1531490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -1531495.500000 Penalty: 4701.314941 Iteration 64Q: 3 clusters Score -1531496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -1531493.625000 Penalty: 4701.314941 Iteration 65Q: 3 clusters Score -1531494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -1531495.625000 Penalty: 4701.314941 Iteration 66Q: 3 clusters Score -1531496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -1531494.625000 Penalty: 4701.314941 Iteration 67Q: 3 clusters Score -1531495 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -1531494.625000 Penalty: 4701.314941 Iteration 68F: 3 clusters Score -1531495 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Entering Unmasked Estep Score: -158296.250000 Penalty: 1797.981567 Iteration 0F: 2 clusters Score -158296.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -156096.984375 Penalty: 3595.963135 Iteration 0F: 3 clusters Score -156097 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -156454.359375 Penalty: 3595.963135 Iteration 1F: 3 clusters Score -156454.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -156588.906250 Penalty: 3595.963135 Iteration 2F: 3 clusters Score -156588.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -156701.968750 Penalty: 3595.963135 Iteration 3Q: 3 clusters Score -156702 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -156763.953125 Penalty: 3595.963135 Iteration 4Q: 3 clusters Score -156764 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -156824.437500 Penalty: 3595.963135 Iteration 5Q: 3 clusters Score -156824.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -156884.656250 Penalty: 3595.963135 Iteration 6Q: 3 clusters Score -156884.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -156943.453125 Penalty: 3595.963135 Iteration 7Q: 3 clusters Score -156943.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -156978.296875 Penalty: 3595.963135 Iteration 8Q: 3 clusters Score -156978.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -157031.046875 Penalty: 3595.963135 Iteration 9Q: 3 clusters Score -157031 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -157094.062500 Penalty: 3595.963135 Iteration 10Q: 3 clusters Score -157094.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -157135.781250 Penalty: 3595.963135 Iteration 11Q: 3 clusters Score -157135.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -157163.953125 Penalty: 3595.963135 Iteration 12Q: 3 clusters Score -157164 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -157192.234375 Penalty: 3595.963135 Iteration 13Q: 3 clusters Score -157192.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -157234.109375 Penalty: 3595.963135 Iteration 14Q: 3 clusters Score -157234.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -157265.500000 Penalty: 3595.963135 Iteration 15Q: 3 clusters Score -157265.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -157289.625000 Penalty: 3595.963135 Iteration 16Q: 3 clusters Score -157289.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -157322.218750 Penalty: 3595.963135 Iteration 17Q: 3 clusters Score -157322.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -157342.390625 Penalty: 3595.963135 Iteration 18Q: 3 clusters Score -157342.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -157372.281250 Penalty: 3595.963135 Iteration 19Q: 3 clusters Score -157372.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -157400.234375 Penalty: 3595.963135 Iteration 20F: 3 clusters Score -157400.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -157426.468750 Penalty: 3595.963135 Iteration 21Q: 3 clusters Score -157426.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -157454.093750 Penalty: 3595.963135 Iteration 22Q: 3 clusters Score -157454.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -157493.109375 Penalty: 3595.963135 Iteration 23Q: 3 clusters Score -157493.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -157518.359375 Penalty: 3595.963135 Iteration 24Q: 3 clusters Score -157518.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -157533.703125 Penalty: 3595.963135 Iteration 25Q: 3 clusters Score -157533.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -157543.062500 Penalty: 3595.963135 Iteration 26Q: 3 clusters Score -157543.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -157548.609375 Penalty: 3595.963135 Iteration 27Q: 3 clusters Score -157548.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -157549.921875 Penalty: 3595.963135 Iteration 28Q: 3 clusters Score -157549.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -157549.921875 Penalty: 3595.963135 Iteration 29F: 3 clusters Score -157549.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42476 members Entering Unmasked Estep Score: -5258288.000000 Penalty: 2642.860107 Iteration 0F: 2 clusters Score -5258288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -5229462.500000 Penalty: 5285.720215 Iteration 0F: 3 clusters Score -5229462 nChanged 19459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21173 members Mstep: Class 2 contains 21303 members Entering Unmasked Estep Score: -5240286.500000 Penalty: 5285.720215 Iteration 1F: 3 clusters Score -5240286 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 21434 members Entering Unmasked Estep Score: -5240772.500000 Penalty: 5285.720215 Iteration 2Q: 3 clusters Score -5240772 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20806 members Mstep: Class 2 contains 21670 members Entering Unmasked Estep Score: -5241247.000000 Penalty: 5285.720215 Iteration 3Q: 3 clusters Score -5241247 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20456 members Mstep: Class 2 contains 22020 members Entering Unmasked Estep Score: -5241724.000000 Penalty: 5285.720215 Iteration 4Q: 3 clusters Score -5241724 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19898 members Mstep: Class 2 contains 22578 members Entering Unmasked Estep Score: -5242318.500000 Penalty: 5285.720215 Iteration 5Q: 3 clusters Score -5242318 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 23352 members Entering Unmasked Estep Score: -5243205.000000 Penalty: 5285.720215 Iteration 6Q: 3 clusters Score -5243205 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18139 members Mstep: Class 2 contains 24337 members Entering Unmasked Estep Score: -5244370.500000 Penalty: 5285.720215 Iteration 7F: 3 clusters Score -5244370 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 25625 members Entering Unmasked Estep Score: -5245683.500000 Penalty: 5285.720215 Iteration 8F: 3 clusters Score -5245684 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 27184 members Entering Unmasked Estep Score: -5247135.000000 Penalty: 5285.720215 Iteration 9F: 3 clusters Score -5247135 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13539 members Mstep: Class 2 contains 28937 members Entering Unmasked Estep Score: -5248629.500000 Penalty: 5285.720215 Iteration 10F: 3 clusters Score -5248630 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 30817 members Entering Unmasked Estep Score: -5250353.000000 Penalty: 5285.720215 Iteration 11F: 3 clusters Score -5250353 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 32646 members Entering Unmasked Estep Score: -5252114.500000 Penalty: 5285.720215 Iteration 12Q: 3 clusters Score -5252114 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 34079 members Entering Unmasked Estep Score: -5253482.000000 Penalty: 5285.720215 Iteration 13Q: 3 clusters Score -5253482 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 35150 members Entering Unmasked Estep Score: -5254422.500000 Penalty: 5285.720215 Iteration 14Q: 3 clusters Score -5254422 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 35979 members Entering Unmasked Estep Score: -5254978.000000 Penalty: 5285.720215 Iteration 15Q: 3 clusters Score -5254978 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 36655 members Entering Unmasked Estep Score: -5255400.500000 Penalty: 5285.720215 Iteration 16Q: 3 clusters Score -5255400 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 37224 members Entering Unmasked Estep Score: -5255736.500000 Penalty: 5285.720215 Iteration 17Q: 3 clusters Score -5255736 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 37721 members Entering Unmasked Estep Score: -5256069.500000 Penalty: 5285.720215 Iteration 18Q: 3 clusters Score -5256070 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 38126 members Entering Unmasked Estep Score: -5256365.500000 Penalty: 5285.720215 Iteration 19Q: 3 clusters Score -5256366 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 38447 members Entering Unmasked Estep Score: -5256585.500000 Penalty: 5285.720215 Iteration 20F: 3 clusters Score -5256586 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 38709 members Entering Unmasked Estep Score: -5256757.000000 Penalty: 5285.720215 Iteration 21Q: 3 clusters Score -5256757 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 38893 members Entering Unmasked Estep Score: -5256861.000000 Penalty: 5285.720215 Iteration 22Q: 3 clusters Score -5256861 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 39045 members Entering Unmasked Estep Score: -5256909.500000 Penalty: 5285.720215 Iteration 23Q: 3 clusters Score -5256910 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 39142 members Entering Unmasked Estep Score: -5256924.500000 Penalty: 5285.720215 Iteration 24Q: 3 clusters Score -5256924 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 39219 members Entering Unmasked Estep Score: -5256952.000000 Penalty: 5285.720215 Iteration 25Q: 3 clusters Score -5256952 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 39295 members Entering Unmasked Estep Score: -5256951.500000 Penalty: 5285.720215 Iteration 26Q: 3 clusters Score -5256952 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 39363 members Entering Unmasked Estep Score: -5256968.500000 Penalty: 5285.720215 Iteration 27Q: 3 clusters Score -5256968 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 39425 members Entering Unmasked Estep Score: -5256997.000000 Penalty: 5285.720215 Iteration 28Q: 3 clusters Score -5256997 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 39469 members Entering Unmasked Estep Score: -5256998.000000 Penalty: 5285.720215 Iteration 29Q: 3 clusters Score -5256998 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 39508 members Entering Unmasked Estep Score: -5257008.500000 Penalty: 5285.720215 Iteration 30Q: 3 clusters Score -5257008 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 39538 members Entering Unmasked Estep Score: -5257020.500000 Penalty: 5285.720215 Iteration 31Q: 3 clusters Score -5257020 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 39565 members Entering Unmasked Estep Score: -5257031.000000 Penalty: 5285.720215 Iteration 32Q: 3 clusters Score -5257031 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 39581 members Entering Unmasked Estep Score: -5257031.000000 Penalty: 5285.720215 Iteration 33Q: 3 clusters Score -5257031 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 39598 members Entering Unmasked Estep Score: -5257040.500000 Penalty: 5285.720215 Iteration 34Q: 3 clusters Score -5257040 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 39616 members Entering Unmasked Estep Score: -5257049.000000 Penalty: 5285.720215 Iteration 35Q: 3 clusters Score -5257049 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 39633 members Entering Unmasked Estep Score: -5257057.000000 Penalty: 5285.720215 Iteration 36Q: 3 clusters Score -5257057 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 39647 members Entering Unmasked Estep Score: -5257067.000000 Penalty: 5285.720215 Iteration 37Q: 3 clusters Score -5257067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 39654 members Entering Unmasked Estep Score: -5257063.000000 Penalty: 5285.720215 Iteration 38Q: 3 clusters Score -5257063 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 39663 members Entering Unmasked Estep Score: -5257065.000000 Penalty: 5285.720215 Iteration 39Q: 3 clusters Score -5257065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 39669 members Entering Unmasked Estep Score: -5257060.000000 Penalty: 5285.720215 Iteration 40F: 3 clusters Score -5257060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 39672 members Entering Unmasked Estep Score: -5257056.000000 Penalty: 5285.720215 Iteration 41Q: 3 clusters Score -5257056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 39675 members Entering Unmasked Estep Score: -5257055.000000 Penalty: 5285.720215 Iteration 42Q: 3 clusters Score -5257055 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 39676 members Entering Unmasked Estep Score: -5257061.500000 Penalty: 5285.720215 Iteration 43Q: 3 clusters Score -5257062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 39677 members Entering Unmasked Estep Score: -5257060.000000 Penalty: 5285.720215 Iteration 44Q: 3 clusters Score -5257060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 39679 members Entering Unmasked Estep Score: -5257061.000000 Penalty: 5285.720215 Iteration 45Q: 3 clusters Score -5257061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 39680 members Entering Unmasked Estep Score: -5257060.000000 Penalty: 5285.720215 Iteration 46Q: 3 clusters Score -5257060 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 39680 members Entering Unmasked Estep Score: -5257060.000000 Penalty: 5285.720215 Iteration 47F: 3 clusters Score -5257060 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Entering Unmasked Estep Score: -837878.875000 Penalty: 2201.867188 Iteration 0F: 2 clusters Score -837878.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -832088.250000 Penalty: 4403.734375 Iteration 0F: 3 clusters Score -832088.2 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -833848.062500 Penalty: 4403.734375 Iteration 1F: 3 clusters Score -833848.1 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -834348.500000 Penalty: 4403.734375 Iteration 2F: 3 clusters Score -834348.5 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -834790.937500 Penalty: 4403.734375 Iteration 3F: 3 clusters Score -834790.9 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -835227.937500 Penalty: 4403.734375 Iteration 4F: 3 clusters Score -835227.9 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -835651.750000 Penalty: 4403.734375 Iteration 5F: 3 clusters Score -835651.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -835970.125000 Penalty: 4403.734375 Iteration 6F: 3 clusters Score -835970.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -836233.250000 Penalty: 4403.734375 Iteration 7Q: 3 clusters Score -836233.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -836422.375000 Penalty: 4403.734375 Iteration 8Q: 3 clusters Score -836422.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -836546.437500 Penalty: 4403.734375 Iteration 9Q: 3 clusters Score -836546.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -836610.875000 Penalty: 4403.734375 Iteration 10Q: 3 clusters Score -836610.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -836654.375000 Penalty: 4403.734375 Iteration 11Q: 3 clusters Score -836654.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -836682.000000 Penalty: 4403.734375 Iteration 12Q: 3 clusters Score -836682 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -836703.312500 Penalty: 4403.734375 Iteration 13Q: 3 clusters Score -836703.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -836713.500000 Penalty: 4403.734375 Iteration 14Q: 3 clusters Score -836713.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -836727.375000 Penalty: 4403.734375 Iteration 15Q: 3 clusters Score -836727.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -836733.562500 Penalty: 4403.734375 Iteration 16Q: 3 clusters Score -836733.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -836737.187500 Penalty: 4403.734375 Iteration 17Q: 3 clusters Score -836737.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -836736.687500 Penalty: 4403.734375 Iteration 18Q: 3 clusters Score -836736.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -836738.437500 Penalty: 4403.734375 Iteration 19Q: 3 clusters Score -836738.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -836741.062500 Penalty: 4403.734375 Iteration 20F: 3 clusters Score -836741.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -836741.437500 Penalty: 4403.734375 Iteration 21Q: 3 clusters Score -836741.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -836742.500000 Penalty: 4403.734375 Iteration 22Q: 3 clusters Score -836742.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -836741.812500 Penalty: 4403.734375 Iteration 23Q: 3 clusters Score -836741.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -836741.812500 Penalty: 4403.734375 Iteration 24F: 3 clusters Score -836741.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (16531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Entering Unmasked Estep Score: -1888943.750000 Penalty: 2408.822266 Iteration 0F: 2 clusters Score -1888944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -1877116.250000 Penalty: 4817.644531 Iteration 0F: 3 clusters Score -1877116 nChanged 7155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -1881252.875000 Penalty: 4817.644531 Iteration 1F: 3 clusters Score -1881253 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1881841.625000 Penalty: 4817.644531 Iteration 2F: 3 clusters Score -1881842 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -1882345.125000 Penalty: 4817.644531 Iteration 3F: 3 clusters Score -1882345 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -1882876.250000 Penalty: 4817.644531 Iteration 4F: 3 clusters Score -1882876 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1883452.000000 Penalty: 4817.644531 Iteration 5F: 3 clusters Score -1883452 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -1884049.125000 Penalty: 4817.644531 Iteration 6F: 3 clusters Score -1884049 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1884597.125000 Penalty: 4817.644531 Iteration 7F: 3 clusters Score -1884597 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1885049.375000 Penalty: 4817.644531 Iteration 8Q: 3 clusters Score -1885049 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1885429.875000 Penalty: 4817.644531 Iteration 9Q: 3 clusters Score -1885430 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1885732.375000 Penalty: 4817.644531 Iteration 10Q: 3 clusters Score -1885732 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1885991.625000 Penalty: 4817.644531 Iteration 11Q: 3 clusters Score -1885992 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1886191.125000 Penalty: 4817.644531 Iteration 12Q: 3 clusters Score -1886191 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11230 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -1886333.750000 Penalty: 4817.644531 Iteration 13Q: 3 clusters Score -1886334 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1886474.375000 Penalty: 4817.644531 Iteration 14Q: 3 clusters Score -1886474 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -1886568.250000 Penalty: 4817.644531 Iteration 15Q: 3 clusters Score -1886568 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11863 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1886659.750000 Penalty: 4817.644531 Iteration 16Q: 3 clusters Score -1886660 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1886747.500000 Penalty: 4817.644531 Iteration 17Q: 3 clusters Score -1886748 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1886837.125000 Penalty: 4817.644531 Iteration 18Q: 3 clusters Score -1886837 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1886893.750000 Penalty: 4817.644531 Iteration 19Q: 3 clusters Score -1886894 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1886955.000000 Penalty: 4817.644531 Iteration 20F: 3 clusters Score -1886955 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1887003.375000 Penalty: 4817.644531 Iteration 21Q: 3 clusters Score -1887003 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12701 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1887044.625000 Penalty: 4817.644531 Iteration 22Q: 3 clusters Score -1887045 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1887080.500000 Penalty: 4817.644531 Iteration 23Q: 3 clusters Score -1887080 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1887121.625000 Penalty: 4817.644531 Iteration 24Q: 3 clusters Score -1887122 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -1887158.250000 Penalty: 4817.644531 Iteration 25Q: 3 clusters Score -1887158 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13121 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1887186.750000 Penalty: 4817.644531 Iteration 26Q: 3 clusters Score -1887187 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1887208.625000 Penalty: 4817.644531 Iteration 27Q: 3 clusters Score -1887209 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1887236.625000 Penalty: 4817.644531 Iteration 28Q: 3 clusters Score -1887237 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1887257.875000 Penalty: 4817.644531 Iteration 29Q: 3 clusters Score -1887258 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13410 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1887276.625000 Penalty: 4817.644531 Iteration 30Q: 3 clusters Score -1887277 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13468 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1887289.625000 Penalty: 4817.644531 Iteration 31Q: 3 clusters Score -1887290 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1887305.625000 Penalty: 4817.644531 Iteration 32Q: 3 clusters Score -1887306 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1887317.375000 Penalty: 4817.644531 Iteration 33Q: 3 clusters Score -1887317 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1887334.875000 Penalty: 4817.644531 Iteration 34Q: 3 clusters Score -1887335 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1887339.625000 Penalty: 4817.644531 Iteration 35Q: 3 clusters Score -1887340 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1887348.875000 Penalty: 4817.644531 Iteration 36Q: 3 clusters Score -1887349 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13686 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1887353.250000 Penalty: 4817.644531 Iteration 37Q: 3 clusters Score -1887353 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1887355.125000 Penalty: 4817.644531 Iteration 38Q: 3 clusters Score -1887355 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1887357.000000 Penalty: 4817.644531 Iteration 39Q: 3 clusters Score -1887357 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1887365.625000 Penalty: 4817.644531 Iteration 40F: 3 clusters Score -1887366 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13739 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1887368.750000 Penalty: 4817.644531 Iteration 41Q: 3 clusters Score -1887369 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1887369.875000 Penalty: 4817.644531 Iteration 42Q: 3 clusters Score -1887370 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13777 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1887371.625000 Penalty: 4817.644531 Iteration 43Q: 3 clusters Score -1887372 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1887374.500000 Penalty: 4817.644531 Iteration 44Q: 3 clusters Score -1887374 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1887380.750000 Penalty: 4817.644531 Iteration 45Q: 3 clusters Score -1887381 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1887383.625000 Penalty: 4817.644531 Iteration 46Q: 3 clusters Score -1887384 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1887381.500000 Penalty: 4817.644531 Iteration 47Q: 3 clusters Score -1887382 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13875 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1887386.375000 Penalty: 4817.644531 Iteration 48Q: 3 clusters Score -1887386 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13894 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1887395.375000 Penalty: 4817.644531 Iteration 49Q: 3 clusters Score -1887395 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1887398.500000 Penalty: 4817.644531 Iteration 50Q: 3 clusters Score -1887398 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13929 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1887401.750000 Penalty: 4817.644531 Iteration 51Q: 3 clusters Score -1887402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1887412.250000 Penalty: 4817.644531 Iteration 52Q: 3 clusters Score -1887412 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1887413.250000 Penalty: 4817.644531 Iteration 53Q: 3 clusters Score -1887413 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -1887417.375000 Penalty: 4817.644531 Iteration 54Q: 3 clusters Score -1887417 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13988 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1887417.500000 Penalty: 4817.644531 Iteration 55Q: 3 clusters Score -1887418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -1887420.125000 Penalty: 4817.644531 Iteration 56Q: 3 clusters Score -1887420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1887418.750000 Penalty: 4817.644531 Iteration 57Q: 3 clusters Score -1887419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1887416.500000 Penalty: 4817.644531 Iteration 58Q: 3 clusters Score -1887416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14001 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1887416.125000 Penalty: 4817.644531 Iteration 59Q: 3 clusters Score -1887416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14004 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1887414.250000 Penalty: 4817.644531 Iteration 60F: 3 clusters Score -1887414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1887416.625000 Penalty: 4817.644531 Iteration 61Q: 3 clusters Score -1887417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1887415.500000 Penalty: 4817.644531 Iteration 62Q: 3 clusters Score -1887416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1887417.375000 Penalty: 4817.644531 Iteration 63Q: 3 clusters Score -1887417 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1887421.375000 Penalty: 4817.644531 Iteration 64Q: 3 clusters Score -1887421 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14023 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1887423.375000 Penalty: 4817.644531 Iteration 65Q: 3 clusters Score -1887423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1887426.500000 Penalty: 4817.644531 Iteration 66Q: 3 clusters Score -1887426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14037 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -1887426.375000 Penalty: 4817.644531 Iteration 67Q: 3 clusters Score -1887426 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1887424.375000 Penalty: 4817.644531 Iteration 68Q: 3 clusters Score -1887424 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1887426.500000 Penalty: 4817.644531 Iteration 69Q: 3 clusters Score -1887426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14066 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -1887433.000000 Penalty: 4817.644531 Iteration 70Q: 3 clusters Score -1887433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1887436.500000 Penalty: 4817.644531 Iteration 71Q: 3 clusters Score -1887436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14081 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1887433.875000 Penalty: 4817.644531 Iteration 72Q: 3 clusters Score -1887434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1887437.000000 Penalty: 4817.644531 Iteration 73Q: 3 clusters Score -1887437 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1887437.375000 Penalty: 4817.644531 Iteration 74Q: 3 clusters Score -1887437 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1887436.250000 Penalty: 4817.644531 Iteration 75Q: 3 clusters Score -1887436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14120 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1887439.625000 Penalty: 4817.644531 Iteration 76Q: 3 clusters Score -1887440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14125 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1887441.500000 Penalty: 4817.644531 Iteration 77Q: 3 clusters Score -1887442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14128 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1887446.625000 Penalty: 4817.644531 Iteration 78Q: 3 clusters Score -1887447 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1887449.875000 Penalty: 4817.644531 Iteration 79Q: 3 clusters Score -1887450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1887449.250000 Penalty: 4817.644531 Iteration 80F: 3 clusters Score -1887449 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14149 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1887447.125000 Penalty: 4817.644531 Iteration 81Q: 3 clusters Score -1887447 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1887449.375000 Penalty: 4817.644531 Iteration 82Q: 3 clusters Score -1887449 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14156 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1887447.625000 Penalty: 4817.644531 Iteration 83Q: 3 clusters Score -1887448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1887449.000000 Penalty: 4817.644531 Iteration 84Q: 3 clusters Score -1887449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1887448.250000 Penalty: 4817.644531 Iteration 85Q: 3 clusters Score -1887448 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1887448.250000 Penalty: 4817.644531 Iteration 86F: 3 clusters Score -1887448 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (58904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58904 members Entering Unmasked Estep Score: -7123509.500000 Penalty: 2723.948730 Iteration 0F: 2 clusters Score -7123510 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29400 members Mstep: Class 2 contains 29504 members Entering Unmasked Estep Score: -7083917.000000 Penalty: 5447.897461 Iteration 0F: 3 clusters Score -7083917 nChanged 27427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29115 members Mstep: Class 2 contains 29789 members Entering Unmasked Estep Score: -7099658.000000 Penalty: 5447.897461 Iteration 1F: 3 clusters Score -7099658 nChanged 2543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28894 members Mstep: Class 2 contains 30010 members Entering Unmasked Estep Score: -7100668.000000 Penalty: 5447.897461 Iteration 2Q: 3 clusters Score -7100668 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28531 members Mstep: Class 2 contains 30373 members Entering Unmasked Estep Score: -7101969.500000 Penalty: 5447.897461 Iteration 3Q: 3 clusters Score -7101970 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27988 members Mstep: Class 2 contains 30916 members Entering Unmasked Estep Score: -7103657.000000 Penalty: 5447.897461 Iteration 4F: 3 clusters Score -7103657 nChanged 3497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27103 members Mstep: Class 2 contains 31801 members Entering Unmasked Estep Score: -7105751.500000 Penalty: 5447.897461 Iteration 5F: 3 clusters Score -7105752 nChanged 3819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25886 members Mstep: Class 2 contains 33018 members Entering Unmasked Estep Score: -7108196.500000 Penalty: 5447.897461 Iteration 6F: 3 clusters Score -7108196 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24502 members Mstep: Class 2 contains 34402 members Entering Unmasked Estep Score: -7110544.000000 Penalty: 5447.897461 Iteration 7F: 3 clusters Score -7110544 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23128 members Mstep: Class 2 contains 35776 members Entering Unmasked Estep Score: -7112805.000000 Penalty: 5447.897461 Iteration 8F: 3 clusters Score -7112805 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21895 members Mstep: Class 2 contains 37009 members Entering Unmasked Estep Score: -7114580.500000 Penalty: 5447.897461 Iteration 9Q: 3 clusters Score -7114580 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20869 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -7115615.000000 Penalty: 5447.897461 Iteration 10Q: 3 clusters Score -7115615 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19982 members Mstep: Class 2 contains 38922 members Entering Unmasked Estep Score: -7116125.000000 Penalty: 5447.897461 Iteration 11Q: 3 clusters Score -7116125 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19119 members Mstep: Class 2 contains 39785 members Entering Unmasked Estep Score: -7116440.000000 Penalty: 5447.897461 Iteration 12Q: 3 clusters Score -7116440 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18265 members Mstep: Class 2 contains 40639 members Entering Unmasked Estep Score: -7116732.500000 Penalty: 5447.897461 Iteration 13Q: 3 clusters Score -7116732 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17438 members Mstep: Class 2 contains 41466 members Entering Unmasked Estep Score: -7116972.500000 Penalty: 5447.897461 Iteration 14Q: 3 clusters Score -7116972 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16602 members Mstep: Class 2 contains 42302 members Entering Unmasked Estep Score: -7117230.000000 Penalty: 5447.897461 Iteration 15Q: 3 clusters Score -7117230 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15740 members Mstep: Class 2 contains 43164 members Entering Unmasked Estep Score: -7117522.000000 Penalty: 5447.897461 Iteration 16Q: 3 clusters Score -7117522 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 44040 members Entering Unmasked Estep Score: -7117817.000000 Penalty: 5447.897461 Iteration 17Q: 3 clusters Score -7117817 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13930 members Mstep: Class 2 contains 44974 members Entering Unmasked Estep Score: -7118115.000000 Penalty: 5447.897461 Iteration 18Q: 3 clusters Score -7118115 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13001 members Mstep: Class 2 contains 45903 members Entering Unmasked Estep Score: -7118454.000000 Penalty: 5447.897461 Iteration 19Q: 3 clusters Score -7118454 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 46819 members Entering Unmasked Estep Score: -7118818.500000 Penalty: 5447.897461 Iteration 20F: 3 clusters Score -7118818 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 47663 members Entering Unmasked Estep Score: -7119180.500000 Penalty: 5447.897461 Iteration 21Q: 3 clusters Score -7119180 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 48482 members Entering Unmasked Estep Score: -7119453.500000 Penalty: 5447.897461 Iteration 22Q: 3 clusters Score -7119454 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 49223 members Entering Unmasked Estep Score: -7119734.500000 Penalty: 5447.897461 Iteration 23Q: 3 clusters Score -7119734 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 49848 members Entering Unmasked Estep Score: -7119976.500000 Penalty: 5447.897461 Iteration 24Q: 3 clusters Score -7119976 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 50392 members Entering Unmasked Estep Score: -7120190.500000 Penalty: 5447.897461 Iteration 25Q: 3 clusters Score -7120190 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 50881 members Entering Unmasked Estep Score: -7120381.500000 Penalty: 5447.897461 Iteration 26Q: 3 clusters Score -7120382 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 51308 members Entering Unmasked Estep Score: -7120522.500000 Penalty: 5447.897461 Iteration 27Q: 3 clusters Score -7120522 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 51673 members Entering Unmasked Estep Score: -7120627.500000 Penalty: 5447.897461 Iteration 28Q: 3 clusters Score -7120628 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 51972 members Entering Unmasked Estep Score: -7120720.500000 Penalty: 5447.897461 Iteration 29Q: 3 clusters Score -7120720 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 52223 members Entering Unmasked Estep Score: -7120782.500000 Penalty: 5447.897461 Iteration 30Q: 3 clusters Score -7120782 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 52437 members Entering Unmasked Estep Score: -7120815.000000 Penalty: 5447.897461 Iteration 31Q: 3 clusters Score -7120815 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 52639 members Entering Unmasked Estep Score: -7120857.000000 Penalty: 5447.897461 Iteration 32Q: 3 clusters Score -7120857 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 52818 members Entering Unmasked Estep Score: -7120918.500000 Penalty: 5447.897461 Iteration 33Q: 3 clusters Score -7120918 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 52979 members Entering Unmasked Estep Score: -7120945.000000 Penalty: 5447.897461 Iteration 34Q: 3 clusters Score -7120945 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 53140 members Entering Unmasked Estep Score: -7120963.500000 Penalty: 5447.897461 Iteration 35Q: 3 clusters Score -7120964 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 53301 members Entering Unmasked Estep Score: -7121002.000000 Penalty: 5447.897461 Iteration 36Q: 3 clusters Score -7121002 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 53454 members Entering Unmasked Estep Score: -7121047.500000 Penalty: 5447.897461 Iteration 37Q: 3 clusters Score -7121048 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 53574 members Entering Unmasked Estep Score: -7121050.000000 Penalty: 5447.897461 Iteration 38Q: 3 clusters Score -7121050 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 53689 members Entering Unmasked Estep Score: -7121078.500000 Penalty: 5447.897461 Iteration 39Q: 3 clusters Score -7121078 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 53791 members Entering Unmasked Estep Score: -7121119.500000 Penalty: 5447.897461 Iteration 40F: 3 clusters Score -7121120 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 53882 members Entering Unmasked Estep Score: -7121151.500000 Penalty: 5447.897461 Iteration 41Q: 3 clusters Score -7121152 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 53967 members Entering Unmasked Estep Score: -7121183.000000 Penalty: 5447.897461 Iteration 42Q: 3 clusters Score -7121183 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 54057 members Entering Unmasked Estep Score: -7121193.500000 Penalty: 5447.897461 Iteration 43Q: 3 clusters Score -7121194 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 54142 members Entering Unmasked Estep Score: -7121203.500000 Penalty: 5447.897461 Iteration 44Q: 3 clusters Score -7121204 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 54226 members Entering Unmasked Estep Score: -7121244.500000 Penalty: 5447.897461 Iteration 45Q: 3 clusters Score -7121244 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 54313 members Entering Unmasked Estep Score: -7121262.000000 Penalty: 5447.897461 Iteration 46Q: 3 clusters Score -7121262 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 54403 members Entering Unmasked Estep Score: -7121284.000000 Penalty: 5447.897461 Iteration 47Q: 3 clusters Score -7121284 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 54488 members Entering Unmasked Estep Score: -7121289.000000 Penalty: 5447.897461 Iteration 48Q: 3 clusters Score -7121289 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 54576 members Entering Unmasked Estep Score: -7121294.500000 Penalty: 5447.897461 Iteration 49Q: 3 clusters Score -7121294 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 54654 members Entering Unmasked Estep Score: -7121324.000000 Penalty: 5447.897461 Iteration 50Q: 3 clusters Score -7121324 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 54708 members Entering Unmasked Estep Score: -7121326.500000 Penalty: 5447.897461 Iteration 51Q: 3 clusters Score -7121326 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 54762 members Entering Unmasked Estep Score: -7121351.500000 Penalty: 5447.897461 Iteration 52Q: 3 clusters Score -7121352 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 54814 members Entering Unmasked Estep Score: -7121336.500000 Penalty: 5447.897461 Iteration 53Q: 3 clusters Score -7121336 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 54867 members Entering Unmasked Estep Score: -7121352.500000 Penalty: 5447.897461 Iteration 54Q: 3 clusters Score -7121352 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 54934 members Entering Unmasked Estep Score: -7121372.500000 Penalty: 5447.897461 Iteration 55Q: 3 clusters Score -7121372 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 55003 members Entering Unmasked Estep Score: -7121395.000000 Penalty: 5447.897461 Iteration 56Q: 3 clusters Score -7121395 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 55072 members Entering Unmasked Estep Score: -7121429.000000 Penalty: 5447.897461 Iteration 57Q: 3 clusters Score -7121429 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 55131 members Entering Unmasked Estep Score: -7121433.000000 Penalty: 5447.897461 Iteration 58Q: 3 clusters Score -7121433 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 55185 members Entering Unmasked Estep Score: -7121456.000000 Penalty: 5447.897461 Iteration 59Q: 3 clusters Score -7121456 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 55249 members Entering Unmasked Estep Score: -7121490.500000 Penalty: 5447.897461 Iteration 60F: 3 clusters Score -7121490 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 55304 members Entering Unmasked Estep Score: -7121511.500000 Penalty: 5447.897461 Iteration 61Q: 3 clusters Score -7121512 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 55370 members Entering Unmasked Estep Score: -7121511.000000 Penalty: 5447.897461 Iteration 62Q: 3 clusters Score -7121511 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 55432 members Entering Unmasked Estep Score: -7121517.000000 Penalty: 5447.897461 Iteration 63Q: 3 clusters Score -7121517 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 55499 members Entering Unmasked Estep Score: -7121538.000000 Penalty: 5447.897461 Iteration 64Q: 3 clusters Score -7121538 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 55562 members Entering Unmasked Estep Score: -7121550.500000 Penalty: 5447.897461 Iteration 65Q: 3 clusters Score -7121550 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 55600 members Entering Unmasked Estep Score: -7121579.500000 Penalty: 5447.897461 Iteration 66Q: 3 clusters Score -7121580 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 55640 members Entering Unmasked Estep Score: -7121595.500000 Penalty: 5447.897461 Iteration 67Q: 3 clusters Score -7121596 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 55667 members Entering Unmasked Estep Score: -7121611.500000 Penalty: 5447.897461 Iteration 68Q: 3 clusters Score -7121612 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 55702 members Entering Unmasked Estep Score: -7121637.000000 Penalty: 5447.897461 Iteration 69Q: 3 clusters Score -7121637 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 55736 members Entering Unmasked Estep Score: -7121655.000000 Penalty: 5447.897461 Iteration 70Q: 3 clusters Score -7121655 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 55766 members Entering Unmasked Estep Score: -7121664.500000 Penalty: 5447.897461 Iteration 71Q: 3 clusters Score -7121664 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 55800 members Entering Unmasked Estep Score: -7121674.000000 Penalty: 5447.897461 Iteration 72Q: 3 clusters Score -7121674 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 55829 members Entering Unmasked Estep Score: -7121690.000000 Penalty: 5447.897461 Iteration 73Q: 3 clusters Score -7121690 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 55859 members Entering Unmasked Estep Score: -7121693.000000 Penalty: 5447.897461 Iteration 74Q: 3 clusters Score -7121693 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 55890 members Entering Unmasked Estep Score: -7121715.000000 Penalty: 5447.897461 Iteration 75Q: 3 clusters Score -7121715 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 55914 members Entering Unmasked Estep Score: -7121732.500000 Penalty: 5447.897461 Iteration 76Q: 3 clusters Score -7121732 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 55942 members Entering Unmasked Estep Score: -7121734.000000 Penalty: 5447.897461 Iteration 77Q: 3 clusters Score -7121734 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 55954 members Entering Unmasked Estep Score: -7121747.000000 Penalty: 5447.897461 Iteration 78Q: 3 clusters Score -7121747 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 55968 members Entering Unmasked Estep Score: -7121750.000000 Penalty: 5447.897461 Iteration 79Q: 3 clusters Score -7121750 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 55986 members Entering Unmasked Estep Score: -7121770.500000 Penalty: 5447.897461 Iteration 80F: 3 clusters Score -7121770 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 56011 members Entering Unmasked Estep Score: -7121780.000000 Penalty: 5447.897461 Iteration 81Q: 3 clusters Score -7121780 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 56032 members Entering Unmasked Estep Score: -7121793.500000 Penalty: 5447.897461 Iteration 82Q: 3 clusters Score -7121794 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 56052 members Entering Unmasked Estep Score: -7121800.500000 Penalty: 5447.897461 Iteration 83Q: 3 clusters Score -7121800 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 56063 members Entering Unmasked Estep Score: -7121801.500000 Penalty: 5447.897461 Iteration 84Q: 3 clusters Score -7121802 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 56076 members Entering Unmasked Estep Score: -7121802.500000 Penalty: 5447.897461 Iteration 85Q: 3 clusters Score -7121802 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 56085 members Entering Unmasked Estep Score: -7121798.000000 Penalty: 5447.897461 Iteration 86Q: 3 clusters Score -7121798 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 56094 members Entering Unmasked Estep Score: -7121815.000000 Penalty: 5447.897461 Iteration 87Q: 3 clusters Score -7121815 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 56099 members Entering Unmasked Estep Score: -7121812.000000 Penalty: 5447.897461 Iteration 88Q: 3 clusters Score -7121812 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 56108 members Entering Unmasked Estep Score: -7121812.000000 Penalty: 5447.897461 Iteration 89Q: 3 clusters Score -7121812 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 56116 members Entering Unmasked Estep Score: -7121807.000000 Penalty: 5447.897461 Iteration 90Q: 3 clusters Score -7121807 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 56122 members Entering Unmasked Estep Score: -7121810.000000 Penalty: 5447.897461 Iteration 91Q: 3 clusters Score -7121810 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 56127 members Entering Unmasked Estep Score: -7121817.000000 Penalty: 5447.897461 Iteration 92Q: 3 clusters Score -7121817 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -7121819.500000 Penalty: 5447.897461 Iteration 93Q: 3 clusters Score -7121820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 56132 members Entering Unmasked Estep Score: -7121821.500000 Penalty: 5447.897461 Iteration 94Q: 3 clusters Score -7121822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -7121820.500000 Penalty: 5447.897461 Iteration 95Q: 3 clusters Score -7121820 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 56132 members Entering Unmasked Estep Score: -7121819.000000 Penalty: 5447.897461 Iteration 96Q: 3 clusters Score -7121819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 56132 members Entering Unmasked Estep Score: -7121823.000000 Penalty: 5447.897461 Iteration 97Q: 3 clusters Score -7121823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -7121821.000000 Penalty: 5447.897461 Iteration 98Q: 3 clusters Score -7121821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -7121821.000000 Penalty: 5447.897461 Iteration 99F: 3 clusters Score -7121821 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Entering Unmasked Estep Score: -162724.937500 Penalty: 1810.182129 Iteration 0F: 2 clusters Score -162724.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -160454.265625 Penalty: 3620.364258 Iteration 0F: 3 clusters Score -160454.3 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -160794.750000 Penalty: 3620.364258 Iteration 1F: 3 clusters Score -160794.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -160900.625000 Penalty: 3620.364258 Iteration 2F: 3 clusters Score -160900.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -160946.859375 Penalty: 3620.364258 Iteration 3Q: 3 clusters Score -160946.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -160975.343750 Penalty: 3620.364258 Iteration 4Q: 3 clusters Score -160975.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -161002.109375 Penalty: 3620.364258 Iteration 5Q: 3 clusters Score -161002.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -161018.421875 Penalty: 3620.364258 Iteration 6Q: 3 clusters Score -161018.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -161043.140625 Penalty: 3620.364258 Iteration 7Q: 3 clusters Score -161043.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -161062.953125 Penalty: 3620.364258 Iteration 8Q: 3 clusters Score -161063 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -161073.546875 Penalty: 3620.364258 Iteration 9Q: 3 clusters Score -161073.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -161083.156250 Penalty: 3620.364258 Iteration 10Q: 3 clusters Score -161083.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -161090.781250 Penalty: 3620.364258 Iteration 11Q: 3 clusters Score -161090.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -161098.953125 Penalty: 3620.364258 Iteration 12Q: 3 clusters Score -161099 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -161105.828125 Penalty: 3620.364258 Iteration 13Q: 3 clusters Score -161105.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -161109.984375 Penalty: 3620.364258 Iteration 14Q: 3 clusters Score -161110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -161113.093750 Penalty: 3620.364258 Iteration 15Q: 3 clusters Score -161113.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -161120.890625 Penalty: 3620.364258 Iteration 16Q: 3 clusters Score -161120.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -161124.812500 Penalty: 3620.364258 Iteration 17Q: 3 clusters Score -161124.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -161127.515625 Penalty: 3620.364258 Iteration 18Q: 3 clusters Score -161127.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -161131.203125 Penalty: 3620.364258 Iteration 19Q: 3 clusters Score -161131.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -161131.937500 Penalty: 3620.364258 Iteration 20F: 3 clusters Score -161131.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -161133.187500 Penalty: 3620.364258 Iteration 21Q: 3 clusters Score -161133.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -161134.375000 Penalty: 3620.364258 Iteration 22Q: 3 clusters Score -161134.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -161135.609375 Penalty: 3620.364258 Iteration 23Q: 3 clusters Score -161135.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -161135.609375 Penalty: 3620.364258 Iteration 24F: 3 clusters Score -161135.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Entering Unmasked Estep Score: -68934.648438 Penalty: 1613.063477 Iteration 0F: 2 clusters Score -68934.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -67401.734375 Penalty: 3226.126953 Iteration 0F: 3 clusters Score -67401.73 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -67821.617188 Penalty: 3226.126953 Iteration 1F: 3 clusters Score -67821.62 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -68336.195312 Penalty: 3226.126953 Iteration 2F: 3 clusters Score -68336.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -68990.171875 Penalty: 3226.126953 Iteration 3F: 3 clusters Score -68990.17 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -69659.523438 Penalty: 3226.126953 Iteration 4F: 3 clusters Score -69659.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -70512.101562 Penalty: 3226.126953 Iteration 5F: 3 clusters Score -70512.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -70911.507812 Penalty: 3226.126953 Iteration 6Q: 3 clusters Score -70911.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -71043.648438 Penalty: 3226.126953 Iteration 7Q: 3 clusters Score -71043.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -71043.648438 Penalty: 3226.126953 Iteration 8F: 3 clusters Score -71043.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 17134 members Mstep: Class 2 contains 24712 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13075 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42476 members Mstep: Class 7 contains 7176 members Mstep: Class 8 contains 16531 members Mstep: Class 9 contains 58904 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1363 members Mstep: Class 13 contains 6470 members Mstep: Class 14 contains 8646 members Mstep: Class 15 contains 152956 members Mstep: Class 16 contains 5265 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25191 members Mstep: Class 20 contains 41059 members Mstep: Class 21 contains 711 members Mstep: Class 22 contains 269 members Entering Unmasked Estep Score: -52020224.000000 Penalty: 70805.890625 Splitting cluster 11 changes total score from -52019784.000000 to -52020224.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 12 (1363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Entering Unmasked Estep Score: -161741.609375 Penalty: 1789.926025 Iteration 0F: 2 clusters Score -161741.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -159578.296875 Penalty: 3579.852051 Iteration 0F: 3 clusters Score -159578.3 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -160138.218750 Penalty: 3579.852051 Iteration 1F: 3 clusters Score -160138.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -160471.343750 Penalty: 3579.852051 Iteration 2F: 3 clusters Score -160471.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -160692.562500 Penalty: 3579.852051 Iteration 3F: 3 clusters Score -160692.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -160848.093750 Penalty: 3579.852051 Iteration 4F: 3 clusters Score -160848.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -160951.046875 Penalty: 3579.852051 Iteration 5Q: 3 clusters Score -160951 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -161006.984375 Penalty: 3579.852051 Iteration 6Q: 3 clusters Score -161007 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -161046.000000 Penalty: 3579.852051 Iteration 7Q: 3 clusters Score -161046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -161069.796875 Penalty: 3579.852051 Iteration 8Q: 3 clusters Score -161069.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -161091.750000 Penalty: 3579.852051 Iteration 9Q: 3 clusters Score -161091.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -161101.640625 Penalty: 3579.852051 Iteration 10Q: 3 clusters Score -161101.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -161108.500000 Penalty: 3579.852051 Iteration 11Q: 3 clusters Score -161108.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -161115.000000 Penalty: 3579.852051 Iteration 12Q: 3 clusters Score -161115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -161117.593750 Penalty: 3579.852051 Iteration 13Q: 3 clusters Score -161117.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -161118.593750 Penalty: 3579.852051 Iteration 14Q: 3 clusters Score -161118.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -161119.625000 Penalty: 3579.852051 Iteration 15Q: 3 clusters Score -161119.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -161121.953125 Penalty: 3579.852051 Iteration 16Q: 3 clusters Score -161122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -161122.250000 Penalty: 3579.852051 Iteration 17Q: 3 clusters Score -161122.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -161122.250000 Penalty: 3579.852051 Iteration 18F: 3 clusters Score -161122.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Entering Unmasked Estep Score: -790300.562500 Penalty: 2176.182861 Iteration 0F: 2 clusters Score -790300.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -784842.062500 Penalty: 4352.365723 Iteration 0F: 3 clusters Score -784842.1 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -786288.812500 Penalty: 4352.365723 Iteration 1F: 3 clusters Score -786288.8 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -786558.062500 Penalty: 4352.365723 Iteration 2F: 3 clusters Score -786558.1 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -786753.062500 Penalty: 4352.365723 Iteration 3F: 3 clusters Score -786753.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -786932.125000 Penalty: 4352.365723 Iteration 4Q: 3 clusters Score -786932.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -787098.625000 Penalty: 4352.365723 Iteration 5Q: 3 clusters Score -787098.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -787267.750000 Penalty: 4352.365723 Iteration 6Q: 3 clusters Score -787267.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -787482.937500 Penalty: 4352.365723 Iteration 7Q: 3 clusters Score -787482.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -787707.375000 Penalty: 4352.365723 Iteration 8Q: 3 clusters Score -787707.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -787903.500000 Penalty: 4352.365723 Iteration 9Q: 3 clusters Score -787903.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -788097.000000 Penalty: 4352.365723 Iteration 10Q: 3 clusters Score -788097 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -788241.875000 Penalty: 4352.365723 Iteration 11Q: 3 clusters Score -788241.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -788338.062500 Penalty: 4352.365723 Iteration 12Q: 3 clusters Score -788338.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -788398.062500 Penalty: 4352.365723 Iteration 13Q: 3 clusters Score -788398.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -788465.000000 Penalty: 4352.365723 Iteration 14Q: 3 clusters Score -788465 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -788514.125000 Penalty: 4352.365723 Iteration 15Q: 3 clusters Score -788514.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -788552.437500 Penalty: 4352.365723 Iteration 16Q: 3 clusters Score -788552.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -788594.000000 Penalty: 4352.365723 Iteration 17Q: 3 clusters Score -788594 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -788642.000000 Penalty: 4352.365723 Iteration 18Q: 3 clusters Score -788642 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -788684.437500 Penalty: 4352.365723 Iteration 19Q: 3 clusters Score -788684.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -788737.187500 Penalty: 4352.365723 Iteration 20F: 3 clusters Score -788737.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -788797.125000 Penalty: 4352.365723 Iteration 21Q: 3 clusters Score -788797.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -788872.125000 Penalty: 4352.365723 Iteration 22Q: 3 clusters Score -788872.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -788939.000000 Penalty: 4352.365723 Iteration 23Q: 3 clusters Score -788939 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -789015.875000 Penalty: 4352.365723 Iteration 24Q: 3 clusters Score -789015.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -789103.250000 Penalty: 4352.365723 Iteration 25Q: 3 clusters Score -789103.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -789143.687500 Penalty: 4352.365723 Iteration 26Q: 3 clusters Score -789143.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -789171.625000 Penalty: 4352.365723 Iteration 27Q: 3 clusters Score -789171.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -789180.875000 Penalty: 4352.365723 Iteration 28Q: 3 clusters Score -789180.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -789186.750000 Penalty: 4352.365723 Iteration 29Q: 3 clusters Score -789186.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -789188.062500 Penalty: 4352.365723 Iteration 30Q: 3 clusters Score -789188.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -789190.687500 Penalty: 4352.365723 Iteration 31Q: 3 clusters Score -789190.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -789190.687500 Penalty: 4352.365723 Iteration 32F: 3 clusters Score -789190.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Entering Unmasked Estep Score: -1055442.875000 Penalty: 2248.083252 Iteration 0F: 2 clusters Score -1055443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1048641.750000 Penalty: 4496.166504 Iteration 0F: 3 clusters Score -1048642 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1050564.875000 Penalty: 4496.166504 Iteration 1F: 3 clusters Score -1050565 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1050858.875000 Penalty: 4496.166504 Iteration 2F: 3 clusters Score -1050859 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1051106.875000 Penalty: 4496.166504 Iteration 3F: 3 clusters Score -1051107 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1051307.125000 Penalty: 4496.166504 Iteration 4Q: 3 clusters Score -1051307 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1051483.500000 Penalty: 4496.166504 Iteration 5Q: 3 clusters Score -1051484 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1051642.125000 Penalty: 4496.166504 Iteration 6Q: 3 clusters Score -1051642 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1051801.875000 Penalty: 4496.166504 Iteration 7Q: 3 clusters Score -1051802 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1051982.625000 Penalty: 4496.166504 Iteration 8Q: 3 clusters Score -1051983 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1052133.250000 Penalty: 4496.166504 Iteration 9Q: 3 clusters Score -1052133 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1052273.250000 Penalty: 4496.166504 Iteration 10Q: 3 clusters Score -1052273 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1052368.125000 Penalty: 4496.166504 Iteration 11Q: 3 clusters Score -1052368 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1052453.125000 Penalty: 4496.166504 Iteration 12Q: 3 clusters Score -1052453 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1052526.875000 Penalty: 4496.166504 Iteration 13Q: 3 clusters Score -1052527 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1052588.000000 Penalty: 4496.166504 Iteration 14Q: 3 clusters Score -1052588 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1052635.750000 Penalty: 4496.166504 Iteration 15Q: 3 clusters Score -1052636 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1052685.250000 Penalty: 4496.166504 Iteration 16Q: 3 clusters Score -1052685 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1052713.625000 Penalty: 4496.166504 Iteration 17Q: 3 clusters Score -1052714 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1052732.875000 Penalty: 4496.166504 Iteration 18Q: 3 clusters Score -1052733 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1052748.375000 Penalty: 4496.166504 Iteration 19Q: 3 clusters Score -1052748 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1052764.125000 Penalty: 4496.166504 Iteration 20F: 3 clusters Score -1052764 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1052775.000000 Penalty: 4496.166504 Iteration 21Q: 3 clusters Score -1052775 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1052786.625000 Penalty: 4496.166504 Iteration 22Q: 3 clusters Score -1052787 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1052797.750000 Penalty: 4496.166504 Iteration 23Q: 3 clusters Score -1052798 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -1052809.875000 Penalty: 4496.166504 Iteration 24Q: 3 clusters Score -1052810 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1052823.625000 Penalty: 4496.166504 Iteration 25Q: 3 clusters Score -1052824 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1052832.625000 Penalty: 4496.166504 Iteration 26Q: 3 clusters Score -1052833 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1052846.500000 Penalty: 4496.166504 Iteration 27Q: 3 clusters Score -1052846 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1052857.875000 Penalty: 4496.166504 Iteration 28Q: 3 clusters Score -1052858 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1052868.875000 Penalty: 4496.166504 Iteration 29Q: 3 clusters Score -1052869 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1052877.625000 Penalty: 4496.166504 Iteration 30Q: 3 clusters Score -1052878 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1052884.875000 Penalty: 4496.166504 Iteration 31Q: 3 clusters Score -1052885 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -1052898.250000 Penalty: 4496.166504 Iteration 32Q: 3 clusters Score -1052898 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1052905.500000 Penalty: 4496.166504 Iteration 33Q: 3 clusters Score -1052906 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1052918.500000 Penalty: 4496.166504 Iteration 34Q: 3 clusters Score -1052918 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1052930.375000 Penalty: 4496.166504 Iteration 35Q: 3 clusters Score -1052930 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -1052946.625000 Penalty: 4496.166504 Iteration 36Q: 3 clusters Score -1052947 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1052960.875000 Penalty: 4496.166504 Iteration 37Q: 3 clusters Score -1052961 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -1052972.000000 Penalty: 4496.166504 Iteration 38Q: 3 clusters Score -1052972 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1052982.250000 Penalty: 4496.166504 Iteration 39Q: 3 clusters Score -1052982 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -1052993.250000 Penalty: 4496.166504 Iteration 40F: 3 clusters Score -1052993 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1053004.000000 Penalty: 4496.166504 Iteration 41Q: 3 clusters Score -1053004 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1053015.000000 Penalty: 4496.166504 Iteration 42Q: 3 clusters Score -1053015 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1053022.000000 Penalty: 4496.166504 Iteration 43Q: 3 clusters Score -1053022 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1053030.250000 Penalty: 4496.166504 Iteration 44Q: 3 clusters Score -1053030 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -1053035.375000 Penalty: 4496.166504 Iteration 45Q: 3 clusters Score -1053035 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1053037.625000 Penalty: 4496.166504 Iteration 46Q: 3 clusters Score -1053038 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -1053039.500000 Penalty: 4496.166504 Iteration 47Q: 3 clusters Score -1053040 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -1053045.375000 Penalty: 4496.166504 Iteration 48Q: 3 clusters Score -1053045 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1053050.125000 Penalty: 4496.166504 Iteration 49Q: 3 clusters Score -1053050 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1053055.000000 Penalty: 4496.166504 Iteration 50Q: 3 clusters Score -1053055 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -1053060.500000 Penalty: 4496.166504 Iteration 51Q: 3 clusters Score -1053060 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1053062.375000 Penalty: 4496.166504 Iteration 52Q: 3 clusters Score -1053062 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1053067.000000 Penalty: 4496.166504 Iteration 53Q: 3 clusters Score -1053067 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1053071.875000 Penalty: 4496.166504 Iteration 54Q: 3 clusters Score -1053072 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1053073.500000 Penalty: 4496.166504 Iteration 55Q: 3 clusters Score -1053074 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1053077.250000 Penalty: 4496.166504 Iteration 56Q: 3 clusters Score -1053077 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -1053081.750000 Penalty: 4496.166504 Iteration 57Q: 3 clusters Score -1053082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1053082.000000 Penalty: 4496.166504 Iteration 58Q: 3 clusters Score -1053082 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1053088.500000 Penalty: 4496.166504 Iteration 59Q: 3 clusters Score -1053088 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -1053088.250000 Penalty: 4496.166504 Iteration 60F: 3 clusters Score -1053088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1053094.500000 Penalty: 4496.166504 Iteration 61Q: 3 clusters Score -1053094 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1053096.000000 Penalty: 4496.166504 Iteration 62Q: 3 clusters Score -1053096 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1053102.500000 Penalty: 4496.166504 Iteration 63Q: 3 clusters Score -1053102 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1053106.375000 Penalty: 4496.166504 Iteration 64Q: 3 clusters Score -1053106 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -1053108.625000 Penalty: 4496.166504 Iteration 65Q: 3 clusters Score -1053109 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -1053109.875000 Penalty: 4496.166504 Iteration 66Q: 3 clusters Score -1053110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1053114.625000 Penalty: 4496.166504 Iteration 67Q: 3 clusters Score -1053115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1053117.875000 Penalty: 4496.166504 Iteration 68Q: 3 clusters Score -1053118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1053118.000000 Penalty: 4496.166504 Iteration 69Q: 3 clusters Score -1053118 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1053118.500000 Penalty: 4496.166504 Iteration 70Q: 3 clusters Score -1053118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1053122.250000 Penalty: 4496.166504 Iteration 71Q: 3 clusters Score -1053122 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1053122.625000 Penalty: 4496.166504 Iteration 72Q: 3 clusters Score -1053123 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1053124.750000 Penalty: 4496.166504 Iteration 73Q: 3 clusters Score -1053125 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -1053127.375000 Penalty: 4496.166504 Iteration 74Q: 3 clusters Score -1053127 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1053129.250000 Penalty: 4496.166504 Iteration 75Q: 3 clusters Score -1053129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -1053130.250000 Penalty: 4496.166504 Iteration 76Q: 3 clusters Score -1053130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -1053129.000000 Penalty: 4496.166504 Iteration 77Q: 3 clusters Score -1053129 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1053130.250000 Penalty: 4496.166504 Iteration 78Q: 3 clusters Score -1053130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1053132.250000 Penalty: 4496.166504 Iteration 79Q: 3 clusters Score -1053132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -1053133.000000 Penalty: 4496.166504 Iteration 80F: 3 clusters Score -1053133 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1053134.375000 Penalty: 4496.166504 Iteration 81Q: 3 clusters Score -1053134 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -1053138.125000 Penalty: 4496.166504 Iteration 82Q: 3 clusters Score -1053138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -1053139.625000 Penalty: 4496.166504 Iteration 83Q: 3 clusters Score -1053140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -1053139.625000 Penalty: 4496.166504 Iteration 84Q: 3 clusters Score -1053140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1053139.125000 Penalty: 4496.166504 Iteration 85Q: 3 clusters Score -1053139 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1053139.875000 Penalty: 4496.166504 Iteration 86Q: 3 clusters Score -1053140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1053139.750000 Penalty: 4496.166504 Iteration 87Q: 3 clusters Score -1053140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1053140.750000 Penalty: 4496.166504 Iteration 88Q: 3 clusters Score -1053141 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -1053141.750000 Penalty: 4496.166504 Iteration 89Q: 3 clusters Score -1053142 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -1053144.875000 Penalty: 4496.166504 Iteration 90Q: 3 clusters Score -1053145 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -1053148.375000 Penalty: 4496.166504 Iteration 91Q: 3 clusters Score -1053148 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -1053152.125000 Penalty: 4496.166504 Iteration 92Q: 3 clusters Score -1053152 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1053160.875000 Penalty: 4496.166504 Iteration 93Q: 3 clusters Score -1053161 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1053161.625000 Penalty: 4496.166504 Iteration 94Q: 3 clusters Score -1053162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1053162.375000 Penalty: 4496.166504 Iteration 95Q: 3 clusters Score -1053162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1053165.000000 Penalty: 4496.166504 Iteration 96Q: 3 clusters Score -1053165 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1053170.375000 Penalty: 4496.166504 Iteration 97Q: 3 clusters Score -1053170 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -1053170.875000 Penalty: 4496.166504 Iteration 98Q: 3 clusters Score -1053171 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -1053178.625000 Penalty: 4496.166504 Iteration 99Q: 3 clusters Score -1053179 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1053186.500000 Penalty: 4496.166504 Iteration 100F: 3 clusters Score -1053186 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -1053191.625000 Penalty: 4496.166504 Iteration 101Q: 3 clusters Score -1053192 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1053197.625000 Penalty: 4496.166504 Iteration 102Q: 3 clusters Score -1053198 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -1053203.000000 Penalty: 4496.166504 Iteration 103Q: 3 clusters Score -1053203 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1053204.250000 Penalty: 4496.166504 Iteration 104Q: 3 clusters Score -1053204 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1053209.125000 Penalty: 4496.166504 Iteration 105Q: 3 clusters Score -1053209 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1053210.000000 Penalty: 4496.166504 Iteration 106Q: 3 clusters Score -1053210 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1053215.250000 Penalty: 4496.166504 Iteration 107Q: 3 clusters Score -1053215 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -1053220.000000 Penalty: 4496.166504 Iteration 108Q: 3 clusters Score -1053220 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -1053221.875000 Penalty: 4496.166504 Iteration 109Q: 3 clusters Score -1053222 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1053227.125000 Penalty: 4496.166504 Iteration 110Q: 3 clusters Score -1053227 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1053228.750000 Penalty: 4496.166504 Iteration 111Q: 3 clusters Score -1053229 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1053232.500000 Penalty: 4496.166504 Iteration 112Q: 3 clusters Score -1053232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -1053232.500000 Penalty: 4496.166504 Iteration 113Q: 3 clusters Score -1053232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -1053232.875000 Penalty: 4496.166504 Iteration 114Q: 3 clusters Score -1053233 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1053234.375000 Penalty: 4496.166504 Iteration 115Q: 3 clusters Score -1053234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -1053233.250000 Penalty: 4496.166504 Iteration 116Q: 3 clusters Score -1053233 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -1053232.875000 Penalty: 4496.166504 Iteration 117Q: 3 clusters Score -1053233 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -1053235.875000 Penalty: 4496.166504 Iteration 118Q: 3 clusters Score -1053236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1053238.750000 Penalty: 4496.166504 Iteration 119Q: 3 clusters Score -1053239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1053237.750000 Penalty: 4496.166504 Iteration 120F: 3 clusters Score -1053238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1053238.875000 Penalty: 4496.166504 Iteration 121Q: 3 clusters Score -1053239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1053237.375000 Penalty: 4496.166504 Iteration 122Q: 3 clusters Score -1053237 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1053237.375000 Penalty: 4496.166504 Iteration 123F: 3 clusters Score -1053237 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152956 members Entering Unmasked Estep Score: -19118358.000000 Penalty: 2960.600586 Iteration 0F: 2 clusters Score -1.911836e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76333 members Mstep: Class 2 contains 76623 members Entering Unmasked Estep Score: -19017092.000000 Penalty: 5921.201172 Iteration 0F: 3 clusters Score -1.901709e+07 nChanged 73167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75538 members Mstep: Class 2 contains 77418 members Entering Unmasked Estep Score: -19059810.000000 Penalty: 5921.201172 Iteration 1F: 3 clusters Score -1.905981e+07 nChanged 4237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74957 members Mstep: Class 2 contains 77999 members Entering Unmasked Estep Score: -19060740.000000 Penalty: 5921.201172 Iteration 2Q: 3 clusters Score -1.906074e+07 nChanged 4431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74276 members Mstep: Class 2 contains 78680 members Entering Unmasked Estep Score: -19061732.000000 Penalty: 5921.201172 Iteration 3Q: 3 clusters Score -1.906173e+07 nChanged 4860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73366 members Mstep: Class 2 contains 79590 members Entering Unmasked Estep Score: -19063086.000000 Penalty: 5921.201172 Iteration 4Q: 3 clusters Score -1.906309e+07 nChanged 5622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72222 members Mstep: Class 2 contains 80734 members Entering Unmasked Estep Score: -19065078.000000 Penalty: 5921.201172 Iteration 5Q: 3 clusters Score -1.906508e+07 nChanged 6472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70468 members Mstep: Class 2 contains 82488 members Entering Unmasked Estep Score: -19067966.000000 Penalty: 5921.201172 Iteration 6Q: 3 clusters Score -1.906797e+07 nChanged 7373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68043 members Mstep: Class 2 contains 84913 members Entering Unmasked Estep Score: -19071718.000000 Penalty: 5921.201172 Iteration 7Q: 3 clusters Score -1.907172e+07 nChanged 7794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65005 members Mstep: Class 2 contains 87951 members Entering Unmasked Estep Score: -19075592.000000 Penalty: 5921.201172 Iteration 8F: 3 clusters Score -1.907559e+07 nChanged 7971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61046 members Mstep: Class 2 contains 91910 members Entering Unmasked Estep Score: -19079788.000000 Penalty: 5921.201172 Iteration 9F: 3 clusters Score -1.907979e+07 nChanged 7684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56216 members Mstep: Class 2 contains 96740 members Entering Unmasked Estep Score: -19083684.000000 Penalty: 5921.201172 Iteration 10F: 3 clusters Score -1.908368e+07 nChanged 7177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50603 members Mstep: Class 2 contains 102353 members Entering Unmasked Estep Score: -19087364.000000 Penalty: 5921.201172 Iteration 11Q: 3 clusters Score -1.908736e+07 nChanged 6825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44454 members Mstep: Class 2 contains 108502 members Entering Unmasked Estep Score: -19091162.000000 Penalty: 5921.201172 Iteration 12Q: 3 clusters Score -1.909116e+07 nChanged 6756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37930 members Mstep: Class 2 contains 115026 members Entering Unmasked Estep Score: -19094752.000000 Penalty: 5921.201172 Iteration 13Q: 3 clusters Score -1.909475e+07 nChanged 6705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31281 members Mstep: Class 2 contains 121675 members Entering Unmasked Estep Score: -19098862.000000 Penalty: 5921.201172 Iteration 14Q: 3 clusters Score -1.909886e+07 nChanged 6524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24777 members Mstep: Class 2 contains 128179 members Entering Unmasked Estep Score: -19102602.000000 Penalty: 5921.201172 Iteration 15Q: 3 clusters Score -1.91026e+07 nChanged 6005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18776 members Mstep: Class 2 contains 134180 members Entering Unmasked Estep Score: -19106304.000000 Penalty: 5921.201172 Iteration 16Q: 3 clusters Score -1.91063e+07 nChanged 5101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 139281 members Entering Unmasked Estep Score: -19109392.000000 Penalty: 5921.201172 Iteration 17Q: 3 clusters Score -1.910939e+07 nChanged 3961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 143240 members Entering Unmasked Estep Score: -19111626.000000 Penalty: 5921.201172 Iteration 18Q: 3 clusters Score -1.911163e+07 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 146038 members Entering Unmasked Estep Score: -19112968.000000 Penalty: 5921.201172 Iteration 19Q: 3 clusters Score -1.911297e+07 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 148000 members Entering Unmasked Estep Score: -19114000.000000 Penalty: 5921.201172 Iteration 20F: 3 clusters Score -1.9114e+07 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 149298 members Entering Unmasked Estep Score: -19114556.000000 Penalty: 5921.201172 Iteration 21Q: 3 clusters Score -1.911456e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 150146 members Entering Unmasked Estep Score: -19114980.000000 Penalty: 5921.201172 Iteration 22Q: 3 clusters Score -1.911498e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 150723 members Entering Unmasked Estep Score: -19115236.000000 Penalty: 5921.201172 Iteration 23Q: 3 clusters Score -1.911524e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 151107 members Entering Unmasked Estep Score: -19115422.000000 Penalty: 5921.201172 Iteration 24Q: 3 clusters Score -1.911542e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 151370 members Entering Unmasked Estep Score: -19115514.000000 Penalty: 5921.201172 Iteration 25Q: 3 clusters Score -1.911551e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 151545 members Entering Unmasked Estep Score: -19115602.000000 Penalty: 5921.201172 Iteration 26Q: 3 clusters Score -1.91156e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 151667 members Entering Unmasked Estep Score: -19115702.000000 Penalty: 5921.201172 Iteration 27Q: 3 clusters Score -1.91157e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 151759 members Entering Unmasked Estep Score: -19115744.000000 Penalty: 5921.201172 Iteration 28Q: 3 clusters Score -1.911574e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 151826 members Entering Unmasked Estep Score: -19115790.000000 Penalty: 5921.201172 Iteration 29Q: 3 clusters Score -1.911579e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 151886 members Entering Unmasked Estep Score: -19115814.000000 Penalty: 5921.201172 Iteration 30Q: 3 clusters Score -1.911581e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 151939 members Entering Unmasked Estep Score: -19115838.000000 Penalty: 5921.201172 Iteration 31Q: 3 clusters Score -1.911584e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 151986 members Entering Unmasked Estep Score: -19115886.000000 Penalty: 5921.201172 Iteration 32Q: 3 clusters Score -1.911589e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 152014 members Entering Unmasked Estep Score: -19115910.000000 Penalty: 5921.201172 Iteration 33Q: 3 clusters Score -1.911591e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 152035 members Entering Unmasked Estep Score: -19115922.000000 Penalty: 5921.201172 Iteration 34Q: 3 clusters Score -1.911592e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 152053 members Entering Unmasked Estep Score: -19115946.000000 Penalty: 5921.201172 Iteration 35Q: 3 clusters Score -1.911595e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 152074 members Entering Unmasked Estep Score: -19115954.000000 Penalty: 5921.201172 Iteration 36Q: 3 clusters Score -1.911595e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 152083 members Entering Unmasked Estep Score: -19115950.000000 Penalty: 5921.201172 Iteration 37Q: 3 clusters Score -1.911595e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 152094 members Entering Unmasked Estep Score: -19115952.000000 Penalty: 5921.201172 Iteration 38Q: 3 clusters Score -1.911595e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 152099 members Entering Unmasked Estep Score: -19115958.000000 Penalty: 5921.201172 Iteration 39Q: 3 clusters Score -1.911596e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 152099 members Entering Unmasked Estep Score: -19115948.000000 Penalty: 5921.201172 Iteration 40F: 3 clusters Score -1.911595e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 152104 members Entering Unmasked Estep Score: -19115958.000000 Penalty: 5921.201172 Iteration 41Q: 3 clusters Score -1.911596e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 152109 members Entering Unmasked Estep Score: -19115950.000000 Penalty: 5921.201172 Iteration 42Q: 3 clusters Score -1.911595e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 152113 members Entering Unmasked Estep Score: -19115946.000000 Penalty: 5921.201172 Iteration 43Q: 3 clusters Score -1.911595e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 152113 members Entering Unmasked Estep Score: -19115944.000000 Penalty: 5921.201172 Iteration 44Q: 3 clusters Score -1.911594e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 152113 members Entering Unmasked Estep Score: -19115952.000000 Penalty: 5921.201172 Iteration 45Q: 3 clusters Score -1.911595e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 152114 members Entering Unmasked Estep Score: -19115948.000000 Penalty: 5921.201172 Iteration 46Q: 3 clusters Score -1.911595e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 152115 members Entering Unmasked Estep Score: -19115954.000000 Penalty: 5921.201172 Iteration 47Q: 3 clusters Score -1.911595e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 152116 members Entering Unmasked Estep Score: -19115956.000000 Penalty: 5921.201172 Iteration 48Q: 3 clusters Score -1.911596e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 152116 members Entering Unmasked Estep Score: -19115956.000000 Penalty: 5921.201172 Iteration 49F: 3 clusters Score -1.911596e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Entering Unmasked Estep Score: -617432.312500 Penalty: 2125.071289 Iteration 0F: 2 clusters Score -617432.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -612707.250000 Penalty: 4250.142578 Iteration 0F: 3 clusters Score -612707.2 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -613823.062500 Penalty: 4250.142578 Iteration 1F: 3 clusters Score -613823.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -614030.062500 Penalty: 4250.142578 Iteration 2F: 3 clusters Score -614030.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -614184.062500 Penalty: 4250.142578 Iteration 3F: 3 clusters Score -614184.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -614295.000000 Penalty: 4250.142578 Iteration 4Q: 3 clusters Score -614295 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -614383.812500 Penalty: 4250.142578 Iteration 5Q: 3 clusters Score -614383.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -614473.937500 Penalty: 4250.142578 Iteration 6Q: 3 clusters Score -614473.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -614550.687500 Penalty: 4250.142578 Iteration 7Q: 3 clusters Score -614550.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -614615.937500 Penalty: 4250.142578 Iteration 8Q: 3 clusters Score -614615.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -614680.500000 Penalty: 4250.142578 Iteration 9Q: 3 clusters Score -614680.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -614723.312500 Penalty: 4250.142578 Iteration 10Q: 3 clusters Score -614723.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -614759.875000 Penalty: 4250.142578 Iteration 11Q: 3 clusters Score -614759.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -614790.937500 Penalty: 4250.142578 Iteration 12Q: 3 clusters Score -614790.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -614815.312500 Penalty: 4250.142578 Iteration 13Q: 3 clusters Score -614815.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -614844.250000 Penalty: 4250.142578 Iteration 14Q: 3 clusters Score -614844.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -614877.437500 Penalty: 4250.142578 Iteration 15Q: 3 clusters Score -614877.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -614907.437500 Penalty: 4250.142578 Iteration 16Q: 3 clusters Score -614907.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -614934.375000 Penalty: 4250.142578 Iteration 17Q: 3 clusters Score -614934.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -614969.500000 Penalty: 4250.142578 Iteration 18Q: 3 clusters Score -614969.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -615010.500000 Penalty: 4250.142578 Iteration 19Q: 3 clusters Score -615010.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -615063.687500 Penalty: 4250.142578 Iteration 20F: 3 clusters Score -615063.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -615124.312500 Penalty: 4250.142578 Iteration 21Q: 3 clusters Score -615124.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -615175.375000 Penalty: 4250.142578 Iteration 22Q: 3 clusters Score -615175.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -615232.750000 Penalty: 4250.142578 Iteration 23Q: 3 clusters Score -615232.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -615284.500000 Penalty: 4250.142578 Iteration 24Q: 3 clusters Score -615284.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -615327.000000 Penalty: 4250.142578 Iteration 25Q: 3 clusters Score -615327 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -615358.375000 Penalty: 4250.142578 Iteration 26Q: 3 clusters Score -615358.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -615383.562500 Penalty: 4250.142578 Iteration 27Q: 3 clusters Score -615383.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -615409.312500 Penalty: 4250.142578 Iteration 28Q: 3 clusters Score -615409.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -615437.500000 Penalty: 4250.142578 Iteration 29Q: 3 clusters Score -615437.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -615466.625000 Penalty: 4250.142578 Iteration 30Q: 3 clusters Score -615466.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -615495.062500 Penalty: 4250.142578 Iteration 31Q: 3 clusters Score -615495.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -615517.812500 Penalty: 4250.142578 Iteration 32Q: 3 clusters Score -615517.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -615531.375000 Penalty: 4250.142578 Iteration 33Q: 3 clusters Score -615531.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -615540.000000 Penalty: 4250.142578 Iteration 34Q: 3 clusters Score -615540 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -615549.562500 Penalty: 4250.142578 Iteration 35Q: 3 clusters Score -615549.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -615556.000000 Penalty: 4250.142578 Iteration 36Q: 3 clusters Score -615556 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -615563.312500 Penalty: 4250.142578 Iteration 37Q: 3 clusters Score -615563.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -615570.875000 Penalty: 4250.142578 Iteration 38Q: 3 clusters Score -615570.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -615578.312500 Penalty: 4250.142578 Iteration 39Q: 3 clusters Score -615578.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -615585.062500 Penalty: 4250.142578 Iteration 40F: 3 clusters Score -615585.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -615590.125000 Penalty: 4250.142578 Iteration 41Q: 3 clusters Score -615590.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -615595.062500 Penalty: 4250.142578 Iteration 42Q: 3 clusters Score -615595.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -615598.875000 Penalty: 4250.142578 Iteration 43Q: 3 clusters Score -615598.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -615605.250000 Penalty: 4250.142578 Iteration 44Q: 3 clusters Score -615605.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -615613.062500 Penalty: 4250.142578 Iteration 45Q: 3 clusters Score -615613.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -615616.875000 Penalty: 4250.142578 Iteration 46Q: 3 clusters Score -615616.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -615623.562500 Penalty: 4250.142578 Iteration 47Q: 3 clusters Score -615623.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -615627.750000 Penalty: 4250.142578 Iteration 48Q: 3 clusters Score -615627.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -615632.000000 Penalty: 4250.142578 Iteration 49Q: 3 clusters Score -615632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -615633.625000 Penalty: 4250.142578 Iteration 50Q: 3 clusters Score -615633.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -615636.437500 Penalty: 4250.142578 Iteration 51Q: 3 clusters Score -615636.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -615638.125000 Penalty: 4250.142578 Iteration 52Q: 3 clusters Score -615638.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -615639.000000 Penalty: 4250.142578 Iteration 53Q: 3 clusters Score -615639 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -615639.000000 Penalty: 4250.142578 Iteration 54F: 3 clusters Score -615639 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Entering Unmasked Estep Score: -675793.687500 Penalty: 2146.622803 Iteration 0F: 2 clusters Score -675793.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -670861.812500 Penalty: 4293.245605 Iteration 0F: 3 clusters Score -670861.8 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -672083.875000 Penalty: 4293.245605 Iteration 1F: 3 clusters Score -672083.9 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -672300.375000 Penalty: 4293.245605 Iteration 2F: 3 clusters Score -672300.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -672455.937500 Penalty: 4293.245605 Iteration 3Q: 3 clusters Score -672455.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -672560.937500 Penalty: 4293.245605 Iteration 4Q: 3 clusters Score -672560.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -672624.000000 Penalty: 4293.245605 Iteration 5Q: 3 clusters Score -672624 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -672664.500000 Penalty: 4293.245605 Iteration 6Q: 3 clusters Score -672664.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -672698.187500 Penalty: 4293.245605 Iteration 7Q: 3 clusters Score -672698.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -672729.187500 Penalty: 4293.245605 Iteration 8Q: 3 clusters Score -672729.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -672753.250000 Penalty: 4293.245605 Iteration 9Q: 3 clusters Score -672753.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -672772.125000 Penalty: 4293.245605 Iteration 10Q: 3 clusters Score -672772.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -672790.875000 Penalty: 4293.245605 Iteration 11Q: 3 clusters Score -672790.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -672807.687500 Penalty: 4293.245605 Iteration 12Q: 3 clusters Score -672807.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -672825.750000 Penalty: 4293.245605 Iteration 13Q: 3 clusters Score -672825.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -672841.562500 Penalty: 4293.245605 Iteration 14Q: 3 clusters Score -672841.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -672858.312500 Penalty: 4293.245605 Iteration 15Q: 3 clusters Score -672858.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -672869.625000 Penalty: 4293.245605 Iteration 16Q: 3 clusters Score -672869.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -672882.312500 Penalty: 4293.245605 Iteration 17Q: 3 clusters Score -672882.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -672893.062500 Penalty: 4293.245605 Iteration 18Q: 3 clusters Score -672893.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -672901.500000 Penalty: 4293.245605 Iteration 19Q: 3 clusters Score -672901.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -672909.375000 Penalty: 4293.245605 Iteration 20F: 3 clusters Score -672909.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -672916.250000 Penalty: 4293.245605 Iteration 21Q: 3 clusters Score -672916.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -672922.125000 Penalty: 4293.245605 Iteration 22Q: 3 clusters Score -672922.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -672933.937500 Penalty: 4293.245605 Iteration 23Q: 3 clusters Score -672933.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -672940.937500 Penalty: 4293.245605 Iteration 24Q: 3 clusters Score -672940.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -672944.875000 Penalty: 4293.245605 Iteration 25Q: 3 clusters Score -672944.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -672955.437500 Penalty: 4293.245605 Iteration 26Q: 3 clusters Score -672955.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -672959.437500 Penalty: 4293.245605 Iteration 27Q: 3 clusters Score -672959.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -672963.812500 Penalty: 4293.245605 Iteration 28Q: 3 clusters Score -672963.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -672967.250000 Penalty: 4293.245605 Iteration 29Q: 3 clusters Score -672967.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -672973.312500 Penalty: 4293.245605 Iteration 30Q: 3 clusters Score -672973.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -672980.000000 Penalty: 4293.245605 Iteration 31Q: 3 clusters Score -672980 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -672987.687500 Penalty: 4293.245605 Iteration 32Q: 3 clusters Score -672987.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -673000.937500 Penalty: 4293.245605 Iteration 33Q: 3 clusters Score -673000.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -673014.062500 Penalty: 4293.245605 Iteration 34Q: 3 clusters Score -673014.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -673027.750000 Penalty: 4293.245605 Iteration 35Q: 3 clusters Score -673027.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -673038.125000 Penalty: 4293.245605 Iteration 36Q: 3 clusters Score -673038.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -673051.750000 Penalty: 4293.245605 Iteration 37Q: 3 clusters Score -673051.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -673060.937500 Penalty: 4293.245605 Iteration 38Q: 3 clusters Score -673060.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -673070.250000 Penalty: 4293.245605 Iteration 39Q: 3 clusters Score -673070.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -673076.500000 Penalty: 4293.245605 Iteration 40F: 3 clusters Score -673076.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -673085.937500 Penalty: 4293.245605 Iteration 41Q: 3 clusters Score -673085.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -673093.562500 Penalty: 4293.245605 Iteration 42Q: 3 clusters Score -673093.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -673106.875000 Penalty: 4293.245605 Iteration 43Q: 3 clusters Score -673106.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -673115.375000 Penalty: 4293.245605 Iteration 44Q: 3 clusters Score -673115.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -673124.625000 Penalty: 4293.245605 Iteration 45Q: 3 clusters Score -673124.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -673135.250000 Penalty: 4293.245605 Iteration 46Q: 3 clusters Score -673135.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -673149.687500 Penalty: 4293.245605 Iteration 47Q: 3 clusters Score -673149.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -673165.937500 Penalty: 4293.245605 Iteration 48Q: 3 clusters Score -673165.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -673177.500000 Penalty: 4293.245605 Iteration 49Q: 3 clusters Score -673177.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -673189.875000 Penalty: 4293.245605 Iteration 50Q: 3 clusters Score -673189.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -673199.375000 Penalty: 4293.245605 Iteration 51Q: 3 clusters Score -673199.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -673208.000000 Penalty: 4293.245605 Iteration 52Q: 3 clusters Score -673208 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -673215.062500 Penalty: 4293.245605 Iteration 53Q: 3 clusters Score -673215.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -673220.187500 Penalty: 4293.245605 Iteration 54Q: 3 clusters Score -673220.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -673226.437500 Penalty: 4293.245605 Iteration 55Q: 3 clusters Score -673226.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -673228.500000 Penalty: 4293.245605 Iteration 56Q: 3 clusters Score -673228.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -673231.125000 Penalty: 4293.245605 Iteration 57Q: 3 clusters Score -673231.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -673234.812500 Penalty: 4293.245605 Iteration 58Q: 3 clusters Score -673234.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -673239.625000 Penalty: 4293.245605 Iteration 59Q: 3 clusters Score -673239.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -673244.500000 Penalty: 4293.245605 Iteration 60F: 3 clusters Score -673244.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -673253.750000 Penalty: 4293.245605 Iteration 61Q: 3 clusters Score -673253.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -673265.187500 Penalty: 4293.245605 Iteration 62Q: 3 clusters Score -673265.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -673276.562500 Penalty: 4293.245605 Iteration 63Q: 3 clusters Score -673276.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -673289.375000 Penalty: 4293.245605 Iteration 64Q: 3 clusters Score -673289.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -673308.500000 Penalty: 4293.245605 Iteration 65Q: 3 clusters Score -673308.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -673330.875000 Penalty: 4293.245605 Iteration 66Q: 3 clusters Score -673330.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -673361.625000 Penalty: 4293.245605 Iteration 67Q: 3 clusters Score -673361.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -673405.750000 Penalty: 4293.245605 Iteration 68Q: 3 clusters Score -673405.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -673455.062500 Penalty: 4293.245605 Iteration 69Q: 3 clusters Score -673455.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -673504.750000 Penalty: 4293.245605 Iteration 70Q: 3 clusters Score -673504.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -673555.000000 Penalty: 4293.245605 Iteration 71Q: 3 clusters Score -673555 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -673598.937500 Penalty: 4293.245605 Iteration 72Q: 3 clusters Score -673598.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -673653.625000 Penalty: 4293.245605 Iteration 73Q: 3 clusters Score -673653.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -673710.687500 Penalty: 4293.245605 Iteration 74Q: 3 clusters Score -673710.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -673782.062500 Penalty: 4293.245605 Iteration 75Q: 3 clusters Score -673782.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -673859.000000 Penalty: 4293.245605 Iteration 76Q: 3 clusters Score -673859 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -673940.312500 Penalty: 4293.245605 Iteration 77Q: 3 clusters Score -673940.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -674026.375000 Penalty: 4293.245605 Iteration 78Q: 3 clusters Score -674026.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -674124.125000 Penalty: 4293.245605 Iteration 79Q: 3 clusters Score -674124.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -674241.250000 Penalty: 4293.245605 Iteration 80F: 3 clusters Score -674241.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -674331.375000 Penalty: 4293.245605 Iteration 81Q: 3 clusters Score -674331.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -674373.625000 Penalty: 4293.245605 Iteration 82Q: 3 clusters Score -674373.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -674402.875000 Penalty: 4293.245605 Iteration 83Q: 3 clusters Score -674402.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -674432.812500 Penalty: 4293.245605 Iteration 84Q: 3 clusters Score -674432.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -674445.375000 Penalty: 4293.245605 Iteration 85Q: 3 clusters Score -674445.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -674456.250000 Penalty: 4293.245605 Iteration 86Q: 3 clusters Score -674456.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -674464.687500 Penalty: 4293.245605 Iteration 87Q: 3 clusters Score -674464.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -674471.250000 Penalty: 4293.245605 Iteration 88Q: 3 clusters Score -674471.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -674479.125000 Penalty: 4293.245605 Iteration 89Q: 3 clusters Score -674479.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -674484.125000 Penalty: 4293.245605 Iteration 90Q: 3 clusters Score -674484.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -674486.937500 Penalty: 4293.245605 Iteration 91Q: 3 clusters Score -674486.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -674491.625000 Penalty: 4293.245605 Iteration 92Q: 3 clusters Score -674491.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -674498.687500 Penalty: 4293.245605 Iteration 93Q: 3 clusters Score -674498.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -674507.875000 Penalty: 4293.245605 Iteration 94Q: 3 clusters Score -674507.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -674519.187500 Penalty: 4293.245605 Iteration 95Q: 3 clusters Score -674519.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -674528.625000 Penalty: 4293.245605 Iteration 96Q: 3 clusters Score -674528.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -674541.812500 Penalty: 4293.245605 Iteration 97Q: 3 clusters Score -674541.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -674551.625000 Penalty: 4293.245605 Iteration 98Q: 3 clusters Score -674551.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -674565.750000 Penalty: 4293.245605 Iteration 99Q: 3 clusters Score -674565.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -674578.812500 Penalty: 4293.245605 Iteration 100F: 3 clusters Score -674578.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -674593.687500 Penalty: 4293.245605 Iteration 101Q: 3 clusters Score -674593.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -674610.562500 Penalty: 4293.245605 Iteration 102Q: 3 clusters Score -674610.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -674622.125000 Penalty: 4293.245605 Iteration 103Q: 3 clusters Score -674622.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -674635.125000 Penalty: 4293.245605 Iteration 104Q: 3 clusters Score -674635.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -674639.125000 Penalty: 4293.245605 Iteration 105Q: 3 clusters Score -674639.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -674646.437500 Penalty: 4293.245605 Iteration 106Q: 3 clusters Score -674646.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -674650.687500 Penalty: 4293.245605 Iteration 107Q: 3 clusters Score -674650.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -674657.000000 Penalty: 4293.245605 Iteration 108Q: 3 clusters Score -674657 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -674663.750000 Penalty: 4293.245605 Iteration 109Q: 3 clusters Score -674663.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -674673.125000 Penalty: 4293.245605 Iteration 110Q: 3 clusters Score -674673.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -674679.500000 Penalty: 4293.245605 Iteration 111Q: 3 clusters Score -674679.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -674685.750000 Penalty: 4293.245605 Iteration 112Q: 3 clusters Score -674685.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -674694.750000 Penalty: 4293.245605 Iteration 113Q: 3 clusters Score -674694.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -674700.125000 Penalty: 4293.245605 Iteration 114Q: 3 clusters Score -674700.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -674709.687500 Penalty: 4293.245605 Iteration 115Q: 3 clusters Score -674709.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -674718.312500 Penalty: 4293.245605 Iteration 116Q: 3 clusters Score -674718.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -674722.375000 Penalty: 4293.245605 Iteration 117Q: 3 clusters Score -674722.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -674726.187500 Penalty: 4293.245605 Iteration 118Q: 3 clusters Score -674726.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -674733.000000 Penalty: 4293.245605 Iteration 119Q: 3 clusters Score -674733 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -674736.500000 Penalty: 4293.245605 Iteration 120F: 3 clusters Score -674736.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -674738.687500 Penalty: 4293.245605 Iteration 121Q: 3 clusters Score -674738.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -674743.125000 Penalty: 4293.245605 Iteration 122Q: 3 clusters Score -674743.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -674743.937500 Penalty: 4293.245605 Iteration 123Q: 3 clusters Score -674743.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -674746.562500 Penalty: 4293.245605 Iteration 124Q: 3 clusters Score -674746.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -674749.125000 Penalty: 4293.245605 Iteration 125Q: 3 clusters Score -674749.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -674752.875000 Penalty: 4293.245605 Iteration 126Q: 3 clusters Score -674752.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -674756.875000 Penalty: 4293.245605 Iteration 127Q: 3 clusters Score -674756.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -674758.812500 Penalty: 4293.245605 Iteration 128Q: 3 clusters Score -674758.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -674762.687500 Penalty: 4293.245605 Iteration 129Q: 3 clusters Score -674762.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -674764.375000 Penalty: 4293.245605 Iteration 130Q: 3 clusters Score -674764.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -674766.375000 Penalty: 4293.245605 Iteration 131Q: 3 clusters Score -674766.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -674767.437500 Penalty: 4293.245605 Iteration 132Q: 3 clusters Score -674767.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -674767.562500 Penalty: 4293.245605 Iteration 133Q: 3 clusters Score -674767.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -674769.687500 Penalty: 4293.245605 Iteration 134Q: 3 clusters Score -674769.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -674770.125000 Penalty: 4293.245605 Iteration 135Q: 3 clusters Score -674770.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -674771.000000 Penalty: 4293.245605 Iteration 136Q: 3 clusters Score -674771 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -674771.000000 Penalty: 4293.245605 Iteration 137F: 3 clusters Score -674771 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69585.093750 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69585.09 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69811.398438 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69811.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69885.390625 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -69885.39 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -69928.437500 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -69928.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69958.312500 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -69958.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69976.640625 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -69976.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -69983.679688 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -69983.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69987.445312 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -69987.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -69989.320312 Penalty: 3217.891357 Iteration 8Q: 3 clusters Score -69989.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -69990.437500 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -69990.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -69990.437500 Penalty: 3217.891357 Iteration 10F: 3 clusters Score -69990.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (25191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25191 members Entering Unmasked Estep Score: -3040150.500000 Penalty: 2513.291992 Iteration 0F: 2 clusters Score -3040150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -3022801.000000 Penalty: 5026.583984 Iteration 0F: 3 clusters Score -3022801 nChanged 11308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -3028745.500000 Penalty: 5026.583984 Iteration 1F: 3 clusters Score -3028746 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -3029169.250000 Penalty: 5026.583984 Iteration 2Q: 3 clusters Score -3029169 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -3029544.750000 Penalty: 5026.583984 Iteration 3Q: 3 clusters Score -3029545 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 12584 members Entering Unmasked Estep Score: -3029919.000000 Penalty: 5026.583984 Iteration 4Q: 3 clusters Score -3029919 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -3030404.750000 Penalty: 5026.583984 Iteration 5Q: 3 clusters Score -3030405 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -3031002.250000 Penalty: 5026.583984 Iteration 6Q: 3 clusters Score -3031002 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -3031871.000000 Penalty: 5026.583984 Iteration 7F: 3 clusters Score -3031871 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11800 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -3033058.000000 Penalty: 5026.583984 Iteration 8F: 3 clusters Score -3033058 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -3034144.250000 Penalty: 5026.583984 Iteration 9F: 3 clusters Score -3034144 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -3035091.500000 Penalty: 5026.583984 Iteration 10F: 3 clusters Score -3035092 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -3035859.500000 Penalty: 5026.583984 Iteration 11Q: 3 clusters Score -3035860 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -3036368.250000 Penalty: 5026.583984 Iteration 12Q: 3 clusters Score -3036368 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 15504 members Entering Unmasked Estep Score: -3036720.750000 Penalty: 5026.583984 Iteration 13Q: 3 clusters Score -3036721 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 15845 members Entering Unmasked Estep Score: -3036955.500000 Penalty: 5026.583984 Iteration 14Q: 3 clusters Score -3036956 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 16131 members Entering Unmasked Estep Score: -3037092.250000 Penalty: 5026.583984 Iteration 15Q: 3 clusters Score -3037092 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 16397 members Entering Unmasked Estep Score: -3037189.000000 Penalty: 5026.583984 Iteration 16Q: 3 clusters Score -3037189 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 16633 members Entering Unmasked Estep Score: -3037283.250000 Penalty: 5026.583984 Iteration 17Q: 3 clusters Score -3037283 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -3037361.500000 Penalty: 5026.583984 Iteration 18Q: 3 clusters Score -3037362 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -3037444.000000 Penalty: 5026.583984 Iteration 19Q: 3 clusters Score -3037444 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 17285 members Entering Unmasked Estep Score: -3037489.250000 Penalty: 5026.583984 Iteration 20F: 3 clusters Score -3037489 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 17463 members Entering Unmasked Estep Score: -3037532.250000 Penalty: 5026.583984 Iteration 21Q: 3 clusters Score -3037532 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 17631 members Entering Unmasked Estep Score: -3037572.750000 Penalty: 5026.583984 Iteration 22Q: 3 clusters Score -3037573 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 17803 members Entering Unmasked Estep Score: -3037623.250000 Penalty: 5026.583984 Iteration 23Q: 3 clusters Score -3037623 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 17990 members Entering Unmasked Estep Score: -3037682.250000 Penalty: 5026.583984 Iteration 24Q: 3 clusters Score -3037682 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 18170 members Entering Unmasked Estep Score: -3037749.000000 Penalty: 5026.583984 Iteration 25Q: 3 clusters Score -3037749 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 18339 members Entering Unmasked Estep Score: -3037802.500000 Penalty: 5026.583984 Iteration 26Q: 3 clusters Score -3037802 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 18500 members Entering Unmasked Estep Score: -3037847.000000 Penalty: 5026.583984 Iteration 27Q: 3 clusters Score -3037847 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 18648 members Entering Unmasked Estep Score: -3037896.750000 Penalty: 5026.583984 Iteration 28Q: 3 clusters Score -3037897 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 18791 members Entering Unmasked Estep Score: -3037944.500000 Penalty: 5026.583984 Iteration 29Q: 3 clusters Score -3037944 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 18936 members Entering Unmasked Estep Score: -3037985.750000 Penalty: 5026.583984 Iteration 30Q: 3 clusters Score -3037986 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 19086 members Entering Unmasked Estep Score: -3038025.250000 Penalty: 5026.583984 Iteration 31Q: 3 clusters Score -3038025 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 19224 members Entering Unmasked Estep Score: -3038071.250000 Penalty: 5026.583984 Iteration 32Q: 3 clusters Score -3038071 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -3038129.500000 Penalty: 5026.583984 Iteration 33Q: 3 clusters Score -3038130 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 19508 members Entering Unmasked Estep Score: -3038180.500000 Penalty: 5026.583984 Iteration 34Q: 3 clusters Score -3038180 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 19638 members Entering Unmasked Estep Score: -3038222.250000 Penalty: 5026.583984 Iteration 35Q: 3 clusters Score -3038222 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -3038250.750000 Penalty: 5026.583984 Iteration 36Q: 3 clusters Score -3038251 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 19867 members Entering Unmasked Estep Score: -3038272.250000 Penalty: 5026.583984 Iteration 37Q: 3 clusters Score -3038272 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -3038305.750000 Penalty: 5026.583984 Iteration 38Q: 3 clusters Score -3038306 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 20092 members Entering Unmasked Estep Score: -3038321.500000 Penalty: 5026.583984 Iteration 39Q: 3 clusters Score -3038322 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 20184 members Entering Unmasked Estep Score: -3038340.250000 Penalty: 5026.583984 Iteration 40F: 3 clusters Score -3038340 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 20279 members Entering Unmasked Estep Score: -3038356.000000 Penalty: 5026.583984 Iteration 41Q: 3 clusters Score -3038356 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 20374 members Entering Unmasked Estep Score: -3038373.000000 Penalty: 5026.583984 Iteration 42Q: 3 clusters Score -3038373 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 20456 members Entering Unmasked Estep Score: -3038400.250000 Penalty: 5026.583984 Iteration 43Q: 3 clusters Score -3038400 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 20546 members Entering Unmasked Estep Score: -3038419.750000 Penalty: 5026.583984 Iteration 44Q: 3 clusters Score -3038420 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 20628 members Entering Unmasked Estep Score: -3038442.250000 Penalty: 5026.583984 Iteration 45Q: 3 clusters Score -3038442 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 20696 members Entering Unmasked Estep Score: -3038450.000000 Penalty: 5026.583984 Iteration 46Q: 3 clusters Score -3038450 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -3038466.500000 Penalty: 5026.583984 Iteration 47Q: 3 clusters Score -3038466 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -3038486.000000 Penalty: 5026.583984 Iteration 48Q: 3 clusters Score -3038486 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -3038494.000000 Penalty: 5026.583984 Iteration 49Q: 3 clusters Score -3038494 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 20995 members Entering Unmasked Estep Score: -3038511.750000 Penalty: 5026.583984 Iteration 50Q: 3 clusters Score -3038512 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 21059 members Entering Unmasked Estep Score: -3038529.250000 Penalty: 5026.583984 Iteration 51Q: 3 clusters Score -3038529 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 21103 members Entering Unmasked Estep Score: -3038527.000000 Penalty: 5026.583984 Iteration 52Q: 3 clusters Score -3038527 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 21151 members Entering Unmasked Estep Score: -3038538.250000 Penalty: 5026.583984 Iteration 53Q: 3 clusters Score -3038538 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 21195 members Entering Unmasked Estep Score: -3038547.250000 Penalty: 5026.583984 Iteration 54Q: 3 clusters Score -3038547 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 21229 members Entering Unmasked Estep Score: -3038556.250000 Penalty: 5026.583984 Iteration 55Q: 3 clusters Score -3038556 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -3038561.500000 Penalty: 5026.583984 Iteration 56Q: 3 clusters Score -3038562 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -3038575.000000 Penalty: 5026.583984 Iteration 57Q: 3 clusters Score -3038575 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 21322 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3038581.750000 Penalty: 5026.583984 Iteration 62Q: 3 clusters Score -3038582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 21430 members Entering Unmasked Estep Score: -3038582.000000 Penalty: 5026.583984 Iteration 63Q: 3 clusters Score -3038582 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 21445 members Entering Unmasked Estep Score: -3038591.250000 Penalty: 5026.583984 Iteration 64Q: 3 clusters Score -3038591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 21457 members Entering Unmasked Estep Score: -3038590.250000 Penalty: 5026.583984 Iteration 65Q: 3 clusters Score -3038590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 21467 members Entering Unmasked Estep Score: -3038589.500000 Penalty: 5026.583984 Iteration 66Q: 3 clusters Score -3038590 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 21475 members Entering Unmasked Estep Score: -3038589.000000 Penalty: 5026.583984 Iteration 67Q: 3 clusters Score -3038589 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 21484 members Entering Unmasked Estep Score: -3038590.750000 Penalty: 5026.583984 Iteration 68Q: 3 clusters Score -3038591 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -3038585.500000 Penalty: 5026.583984 Iteration 69Q: 3 clusters Score -3038586 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 21498 members Entering Unmasked Estep Score: -3038588.750000 Penalty: 5026.583984 Iteration 70Q: 3 clusters Score -3038589 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 21504 members Entering Unmasked Estep Score: -3038596.500000 Penalty: 5026.583984 Iteration 71Q: 3 clusters Score -3038596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 21511 members Entering Unmasked Estep Score: -3038594.750000 Penalty: 5026.583984 Iteration 72Q: 3 clusters Score -3038595 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 21521 members Entering Unmasked Estep Score: -3038597.500000 Penalty: 5026.583984 Iteration 73Q: 3 clusters Score -3038598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 21528 members Entering Unmasked Estep Score: -3038596.000000 Penalty: 5026.583984 Iteration 74Q: 3 clusters Score -3038596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 21534 members Entering Unmasked Estep Score: -3038596.500000 Penalty: 5026.583984 Iteration 75Q: 3 clusters Score -3038596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 21541 members Entering Unmasked Estep Score: -3038590.750000 Penalty: 5026.583984 Iteration 76Q: 3 clusters Score -3038591 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 21550 members Entering Unmasked Estep Score: -3038592.250000 Penalty: 5026.583984 Iteration 77Q: 3 clusters Score -3038592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 21557 members Entering Unmasked Estep Score: -3038592.500000 Penalty: 5026.583984 Iteration 78Q: 3 clusters Score -3038592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 21560 members Entering Unmasked Estep Score: -3038593.750000 Penalty: 5026.583984 Iteration 79Q: 3 clusters Score -3038594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 21567 members Entering Unmasked Estep Score: -3038595.000000 Penalty: 5026.583984 Iteration 80F: 3 clusters Score -3038595 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 21575 members Entering Unmasked Estep Score: -3038592.500000 Penalty: 5026.583984 Iteration 81Q: 3 clusters Score -3038592 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 21589 members Entering Unmasked Estep Score: -3038599.250000 Penalty: 5026.583984 Iteration 82Q: 3 clusters Score -3038599 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 21596 members Entering Unmasked Estep Score: -3038595.750000 Penalty: 5026.583984 Iteration 83Q: 3 clusters Score -3038596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 21599 members Entering Unmasked Estep Score: -3038599.750000 Penalty: 5026.583984 Iteration 84Q: 3 clusters Score -3038600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 21607 members Entering Unmasked Estep Score: -3038600.250000 Penalty: 5026.583984 Iteration 85Q: 3 clusters Score -3038600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 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0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 21651 members Entering Unmasked Estep Score: -3038605.000000 Penalty: 5026.583984 Iteration 90Q: 3 clusters Score -3038605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 21657 members Entering Unmasked Estep Score: -3038600.500000 Penalty: 5026.583984 Iteration 91Q: 3 clusters Score -3038600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 21666 members Entering Unmasked Estep Score: -3038603.000000 Penalty: 5026.583984 Iteration 92Q: 3 clusters Score -3038603 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 21677 members Entering Unmasked Estep Score: -3038604.750000 Penalty: 5026.583984 Iteration 93Q: 3 clusters Score -3038605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 21684 members Entering Unmasked Estep Score: -3038600.750000 Penalty: 5026.583984 Iteration 94Q: 3 clusters Score -3038601 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 21698 members Entering Unmasked Estep Score: -3038604.750000 Penalty: 5026.583984 Iteration 95Q: 3 clusters Score -3038605 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 21709 members Entering Unmasked Estep Score: -3038611.000000 Penalty: 5026.583984 Iteration 96Q: 3 clusters Score -3038611 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -3038613.000000 Penalty: 5026.583984 Iteration 97Q: 3 clusters Score -3038613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 21724 members Entering Unmasked Estep Score: -3038604.500000 Penalty: 5026.583984 Iteration 98Q: 3 clusters Score -3038604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 21727 members Entering Unmasked Estep Score: -3038606.500000 Penalty: 5026.583984 Iteration 99Q: 3 clusters Score -3038606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 21728 members Entering Unmasked Estep Score: -3038606.000000 Penalty: 5026.583984 Iteration 100F: 3 clusters Score -3038606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 21729 members Entering Unmasked Estep Score: -3038606.750000 Penalty: 5026.583984 Iteration 101Q: 3 clusters Score -3038607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 21733 members Entering Unmasked Estep Score: -3038606.500000 Penalty: 5026.583984 Iteration 102Q: 3 clusters Score -3038606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -3038610.250000 Penalty: 5026.583984 Iteration 103Q: 3 clusters Score -3038610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 21741 members Entering Unmasked Estep Score: -3038613.250000 Penalty: 5026.583984 Iteration 104Q: 3 clusters Score -3038613 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 21745 members Entering Unmasked Estep Score: -3038608.500000 Penalty: 5026.583984 Iteration 105Q: 3 clusters Score -3038608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 21750 members Entering Unmasked Estep Score: -3038611.500000 Penalty: 5026.583984 Iteration 106Q: 3 clusters Score -3038612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 21752 members Entering Unmasked Estep Score: -3038603.500000 Penalty: 5026.583984 Iteration 107Q: 3 clusters Score -3038604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -3038605.500000 Penalty: 5026.583984 Iteration 108Q: 3 clusters Score -3038606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 21756 members Entering Unmasked Estep Score: -3038607.500000 Penalty: 5026.583984 Iteration 109Q: 3 clusters Score -3038608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -3038609.500000 Penalty: 5026.583984 Iteration 110Q: 3 clusters Score -3038610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -3038609.500000 Penalty: 5026.583984 Iteration 111F: 3 clusters Score -3038610 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (41059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41059 members Entering Unmasked Estep Score: -5070462.500000 Penalty: 2634.445801 Iteration 0F: 2 clusters Score -5070462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 20569 members Entering Unmasked Estep Score: -5042648.500000 Penalty: 5268.891602 Iteration 0F: 3 clusters Score -5042648 nChanged 18764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20002 members Mstep: Class 2 contains 21057 members Entering Unmasked Estep Score: -5052778.000000 Penalty: 5268.891602 Iteration 1F: 3 clusters Score -5052778 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19600 members Mstep: Class 2 contains 21459 members Entering Unmasked Estep Score: -5053324.500000 Penalty: 5268.891602 Iteration 2Q: 3 clusters Score -5053324 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19047 members Mstep: Class 2 contains 22012 members Entering Unmasked Estep Score: -5053965.000000 Penalty: 5268.891602 Iteration 3Q: 3 clusters Score -5053965 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18298 members Mstep: Class 2 contains 22761 members Entering Unmasked Estep Score: -5054730.500000 Penalty: 5268.891602 Iteration 4Q: 3 clusters Score -5054730 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17253 members Mstep: Class 2 contains 23806 members Entering Unmasked Estep Score: -5055625.000000 Penalty: 5268.891602 Iteration 5Q: 3 clusters Score -5055625 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15916 members Mstep: Class 2 contains 25143 members Entering Unmasked Estep Score: -5056732.500000 Penalty: 5268.891602 Iteration 6F: 3 clusters Score -5056732 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 26641 members Entering Unmasked Estep Score: -5057859.500000 Penalty: 5268.891602 Iteration 7F: 3 clusters Score -5057860 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 28302 members Entering Unmasked Estep Score: -5059056.000000 Penalty: 5268.891602 Iteration 8F: 3 clusters Score -5059056 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 30093 members Entering Unmasked Estep Score: -5060196.000000 Penalty: 5268.891602 Iteration 9F: 3 clusters Score -5060196 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 31893 members Entering Unmasked Estep Score: -5061404.500000 Penalty: 5268.891602 Iteration 10Q: 3 clusters Score -5061404 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 33720 members Entering Unmasked Estep Score: -5062664.000000 Penalty: 5268.891602 Iteration 11Q: 3 clusters Score -5062664 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 35452 members Entering Unmasked Estep Score: -5063991.000000 Penalty: 5268.891602 Iteration 12Q: 3 clusters Score -5063991 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 36953 members Entering Unmasked Estep Score: -5065208.500000 Penalty: 5268.891602 Iteration 13Q: 3 clusters Score -5065208 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 38184 members Entering Unmasked Estep Score: -5066328.500000 Penalty: 5268.891602 Iteration 14Q: 3 clusters Score -5066328 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 38993 members Entering Unmasked Estep Score: -5067053.500000 Penalty: 5268.891602 Iteration 15Q: 3 clusters Score -5067054 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 39488 members Entering Unmasked Estep Score: -5067465.500000 Penalty: 5268.891602 Iteration 16Q: 3 clusters Score -5067466 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 39759 members Entering Unmasked Estep Score: -5067714.000000 Penalty: 5268.891602 Iteration 17Q: 3 clusters Score -5067714 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 39951 members Entering Unmasked Estep Score: -5067863.500000 Penalty: 5268.891602 Iteration 18Q: 3 clusters Score -5067864 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 40071 members Entering Unmasked Estep Score: -5067968.000000 Penalty: 5268.891602 Iteration 19Q: 3 clusters Score -5067968 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 40157 members Entering Unmasked Estep Score: -5068039.500000 Penalty: 5268.891602 Iteration 20F: 3 clusters Score -5068040 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 40223 members Entering Unmasked Estep Score: -5068086.500000 Penalty: 5268.891602 Iteration 21Q: 3 clusters Score -5068086 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 40272 members Entering Unmasked Estep Score: -5068117.000000 Penalty: 5268.891602 Iteration 22Q: 3 clusters Score -5068117 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 40298 members Entering Unmasked Estep Score: -5068150.500000 Penalty: 5268.891602 Iteration 23Q: 3 clusters Score -5068150 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 40316 members Entering Unmasked Estep Score: -5068177.000000 Penalty: 5268.891602 Iteration 24Q: 3 clusters Score -5068177 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 40336 members Entering Unmasked Estep Score: -5068192.500000 Penalty: 5268.891602 Iteration 25Q: 3 clusters Score -5068192 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 40352 members Entering Unmasked Estep Score: -5068207.000000 Penalty: 5268.891602 Iteration 26Q: 3 clusters Score -5068207 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 40362 members Entering Unmasked Estep Score: -5068218.500000 Penalty: 5268.891602 Iteration 27Q: 3 clusters Score -5068218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 40375 members Entering Unmasked Estep Score: -5068230.500000 Penalty: 5268.891602 Iteration 28Q: 3 clusters Score -5068230 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 40383 members Entering Unmasked Estep Score: -5068245.000000 Penalty: 5268.891602 Iteration 29Q: 3 clusters Score -5068245 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 40393 members Entering Unmasked Estep Score: -5068246.500000 Penalty: 5268.891602 Iteration 30Q: 3 clusters Score -5068246 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 40400 members Entering Unmasked Estep Score: -5068248.500000 Penalty: 5268.891602 Iteration 31Q: 3 clusters Score -5068248 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 40408 members Entering Unmasked Estep Score: -5068252.500000 Penalty: 5268.891602 Iteration 32Q: 3 clusters Score -5068252 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 40414 members Entering Unmasked Estep Score: -5068260.000000 Penalty: 5268.891602 Iteration 33Q: 3 clusters Score -5068260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 40421 members Entering Unmasked Estep Score: -5068259.000000 Penalty: 5268.891602 Iteration 34Q: 3 clusters Score -5068259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 40422 members Entering Unmasked Estep Score: -5068260.500000 Penalty: 5268.891602 Iteration 35Q: 3 clusters Score -5068260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 40425 members Entering Unmasked Estep Score: -5068259.500000 Penalty: 5268.891602 Iteration 36Q: 3 clusters Score -5068260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 40428 members Entering Unmasked Estep Score: -5068262.000000 Penalty: 5268.891602 Iteration 37Q: 3 clusters Score -5068262 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 40429 members Entering Unmasked Estep Score: -5068261.500000 Penalty: 5268.891602 Iteration 38Q: 3 clusters Score -5068262 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 40430 members Entering Unmasked Estep Score: -5068263.500000 Penalty: 5268.891602 Iteration 39Q: 3 clusters Score -5068264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 40431 members Entering Unmasked Estep Score: -5068269.000000 Penalty: 5268.891602 Iteration 40F: 3 clusters Score -5068269 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Entering Unmasked Estep Score: -73040.000000 Penalty: 1628.534790 Iteration 0F: 2 clusters Score -73040 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -71830.257812 Penalty: 3257.069580 Iteration 0F: 3 clusters Score -71830.26 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -72234.375000 Penalty: 3257.069580 Iteration 1F: 3 clusters Score -72234.38 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -72443.125000 Penalty: 3257.069580 Iteration 2F: 3 clusters Score -72443.12 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -72588.437500 Penalty: 3257.069580 Iteration 3F: 3 clusters Score -72588.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -72689.164062 Penalty: 3257.069580 Iteration 4Q: 3 clusters Score -72689.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -72853.351562 Penalty: 3257.069580 Iteration 5Q: 3 clusters Score -72853.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -72936.976562 Penalty: 3257.069580 Iteration 6Q: 3 clusters Score -72936.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -72972.937500 Penalty: 3257.069580 Iteration 7Q: 3 clusters Score -72972.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -73011.664062 Penalty: 3257.069580 Iteration 8Q: 3 clusters Score -73011.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -73021.328125 Penalty: 3257.069580 Iteration 9Q: 3 clusters Score -73021.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -73023.734375 Penalty: 3257.069580 Iteration 10Q: 3 clusters Score -73023.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -73026.820312 Penalty: 3257.069580 Iteration 11Q: 3 clusters Score -73026.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -73026.820312 Penalty: 3257.069580 Iteration 12F: 3 clusters Score -73026.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 17134 members Mstep: Class 2 contains 24712 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13075 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42476 members Mstep: Class 7 contains 7176 members Mstep: Class 8 contains 16531 members Mstep: Class 9 contains 58904 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1363 members Mstep: Class 13 contains 6470 members Mstep: Class 14 contains 8646 members Mstep: Class 15 contains 152956 members Mstep: Class 16 contains 5265 members Mstep: Class 17 contains 5743 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25191 members Mstep: Class 20 contains 41059 members Mstep: Class 21 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -52020228.000000 Penalty: 70805.890625 Iteration 79Q: 23 clusters Score -5.202023e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 17247 members Mstep: Class 2 contains 24713 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13077 members Mstep: Class 5 contains 1408 members Mstep: Class 6 contains 42474 members Mstep: Class 7 contains 7179 members Mstep: Class 8 contains 16498 members Mstep: Class 9 contains 58812 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1363 members Mstep: Class 13 contains 6470 members Mstep: Class 14 contains 8649 members Mstep: Class 15 contains 152947 members Mstep: Class 16 contains 5265 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25206 members Mstep: Class 20 contains 41060 members Mstep: Class 21 contains 711 members Mstep: Class 22 contains 267 members Entering Unmasked Estep ConsiderDeletion Score: -52020432.000000 Penalty: 70805.890625 Iteration 80F: 23 clusters Score -5.202043e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 17378 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13078 members Mstep: Class 5 contains 1356 members Mstep: Class 6 contains 42473 members Mstep: Class 7 contains 7179 members Mstep: Class 8 contains 16457 members Mstep: Class 9 contains 58702 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 6469 members Mstep: Class 14 contains 8651 members Mstep: Class 15 contains 152954 members Mstep: Class 16 contains 5265 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25219 members Mstep: Class 20 contains 41059 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -52020668.000000 Penalty: 70805.890625 Iteration 81Q: 23 clusters Score -5.202067e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 17535 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13080 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42464 members Mstep: Class 7 contains 7180 members Mstep: Class 8 contains 16415 members Mstep: Class 9 contains 58567 members Mstep: Class 10 contains 1471 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1361 members Mstep: Class 13 contains 6471 members Mstep: Class 14 contains 8653 members Mstep: Class 15 contains 152949 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 5750 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25241 members Mstep: Class 20 contains 41059 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 354 members Entering Unmasked Estep ConsiderDeletion Score: -52020660.000000 Penalty: 70805.890625 Iteration 82Q: 23 clusters Score -5.202066e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 17704 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13084 members Mstep: Class 5 contains 1323 members Mstep: Class 6 contains 42456 members Mstep: Class 7 contains 7184 members Mstep: Class 8 contains 16376 members Mstep: Class 9 contains 58420 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1359 members Mstep: Class 13 contains 6473 members Mstep: Class 14 contains 8656 members Mstep: Class 15 contains 152948 members Mstep: Class 16 contains 5263 members Mstep: Class 17 contains 5750 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25251 members Mstep: Class 20 contains 41057 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 379 members Entering Unmasked Estep ConsiderDeletion Score: -52021032.000000 Penalty: 70805.890625 Iteration 83Q: 23 clusters Score -5.202103e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 17886 members Mstep: Class 2 contains 24700 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13082 members Mstep: Class 5 contains 1331 members Mstep: Class 6 contains 42444 members Mstep: Class 7 contains 7183 members Mstep: Class 8 contains 16338 members Mstep: Class 9 contains 58257 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 6474 members Mstep: Class 14 contains 8659 members Mstep: Class 15 contains 152952 members Mstep: Class 16 contains 5266 members Mstep: Class 17 contains 5749 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25259 members Mstep: Class 20 contains 41054 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 396 members Entering Unmasked Estep ConsiderDeletion Score: -52021240.000000 Penalty: 70805.890625 Iteration 84Q: 23 clusters Score -5.202124e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18081 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13082 members Mstep: Class 5 contains 1324 members Mstep: Class 6 contains 42438 members Mstep: Class 7 contains 7182 members Mstep: Class 8 contains 16300 members Mstep: Class 9 contains 58084 members Mstep: Class 10 contains 1470 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1359 members Mstep: Class 13 contains 6475 members Mstep: Class 14 contains 8662 members Mstep: Class 15 contains 152948 members Mstep: Class 16 contains 5268 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25272 members Mstep: Class 20 contains 41050 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 408 members Entering Unmasked Estep ConsiderDeletion Score: -52021260.000000 Penalty: 70805.890625 Iteration 85Q: 23 clusters Score -5.202126e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18262 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13086 members Mstep: Class 5 contains 1324 members Mstep: Class 6 contains 42432 members Mstep: Class 7 contains 7180 members Mstep: Class 8 contains 16263 members Mstep: Class 9 contains 57926 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1365 members Mstep: Class 13 contains 6475 members Mstep: Class 14 contains 8664 members Mstep: Class 15 contains 152945 members Mstep: Class 16 contains 5271 members Mstep: Class 17 contains 5744 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25283 members Mstep: Class 20 contains 41049 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -52021180.000000 Penalty: 70805.890625 Iteration 86Q: 23 clusters Score -5.202118e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18468 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13094 members Mstep: Class 5 contains 1328 members Mstep: Class 6 contains 42423 members Mstep: Class 7 contains 7179 members Mstep: Class 8 contains 16213 members Mstep: Class 9 contains 57748 members Mstep: Class 10 contains 1468 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6474 members Mstep: Class 14 contains 8667 members Mstep: Class 15 contains 152937 members Mstep: Class 16 contains 5274 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25301 members Mstep: Class 20 contains 41050 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -52021244.000000 Penalty: 70805.890625 Iteration 87Q: 23 clusters Score -5.202124e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18660 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13096 members Mstep: Class 5 contains 1330 members Mstep: Class 6 contains 42421 members Mstep: Class 7 contains 7179 members Mstep: Class 8 contains 16155 members Mstep: Class 9 contains 57587 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6477 members Mstep: Class 14 contains 8670 members Mstep: Class 15 contains 152934 members Mstep: Class 16 contains 5276 members Mstep: Class 17 contains 5748 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25319 members Mstep: Class 20 contains 41051 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -52021296.000000 Penalty: 70805.890625 Iteration 88Q: 23 clusters Score -5.20213e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18844 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13098 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42418 members Mstep: Class 7 contains 7179 members Mstep: Class 8 contains 16090 members Mstep: Class 9 contains 57440 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6482 members Mstep: Class 14 contains 8673 members Mstep: Class 15 contains 152932 members Mstep: Class 16 contains 5277 members Mstep: Class 17 contains 5745 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25337 members Mstep: Class 20 contains 41053 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021248.000000 Penalty: 70805.890625 Iteration 89Q: 23 clusters Score -5.202125e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19027 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13100 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42416 members Mstep: Class 7 contains 7178 members Mstep: Class 8 contains 16031 members Mstep: Class 9 contains 57308 members Mstep: Class 10 contains 1466 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6485 members Mstep: Class 14 contains 8674 members Mstep: Class 15 contains 152934 members Mstep: Class 16 contains 5275 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25346 members Mstep: Class 20 contains 41052 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021300.000000 Penalty: 70805.890625 Iteration 90Q: 23 clusters Score -5.20213e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19212 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13102 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42415 members Mstep: Class 7 contains 7180 members Mstep: Class 8 contains 15966 members Mstep: Class 9 contains 57166 members Mstep: Class 10 contains 1465 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6487 members Mstep: Class 14 contains 8675 members Mstep: Class 15 contains 152942 members Mstep: Class 16 contains 5274 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25356 members Mstep: Class 20 contains 41053 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021412.000000 Penalty: 70805.890625 Iteration 91Q: 23 clusters Score -5.202141e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19431 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13104 members Mstep: Class 5 contains 1333 members Mstep: Class 6 contains 42414 members Mstep: Class 7 contains 7183 members Mstep: Class 8 contains 15906 members Mstep: Class 9 contains 56987 members Mstep: Class 10 contains 1464 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6489 members Mstep: Class 14 contains 8675 members Mstep: Class 15 contains 152948 members Mstep: Class 16 contains 5274 members Mstep: Class 17 contains 5735 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25373 members Mstep: Class 20 contains 41052 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021424.000000 Penalty: 70805.890625 Iteration 92Q: 23 clusters Score -5.202142e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19662 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13105 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42413 members Mstep: Class 7 contains 7184 members Mstep: Class 8 contains 15843 members Mstep: Class 9 contains 56802 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6489 members Mstep: Class 14 contains 8675 members Mstep: Class 15 contains 152953 members Mstep: Class 16 contains 5274 members Mstep: Class 17 contains 5733 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25386 members Mstep: Class 20 contains 41053 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021532.000000 Penalty: 70805.890625 Iteration 93Q: 23 clusters Score -5.202153e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19887 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13106 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42413 members Mstep: Class 7 contains 7188 members Mstep: Class 8 contains 15785 members Mstep: Class 9 contains 56616 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6489 members Mstep: Class 14 contains 8676 members Mstep: Class 15 contains 152957 members Mstep: Class 16 contains 5274 members Mstep: Class 17 contains 5732 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25393 members Mstep: Class 20 contains 41055 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021608.000000 Penalty: 70805.890625 Iteration 94Q: 23 clusters Score -5.202161e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13109 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42412 members Mstep: Class 7 contains 7188 members Mstep: Class 8 contains 15712 members Mstep: Class 9 contains 56449 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6489 members Mstep: Class 14 contains 8678 members Mstep: Class 15 contains 152960 members Mstep: Class 16 contains 5269 members Mstep: Class 17 contains 5731 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25411 members Mstep: Class 20 contains 41054 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021576.000000 Penalty: 70805.890625 Iteration 95Q: 23 clusters Score -5.202158e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20330 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13112 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42410 members Mstep: Class 7 contains 7188 members Mstep: Class 8 contains 15639 members Mstep: Class 9 contains 56281 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6491 members Mstep: Class 14 contains 8678 members Mstep: Class 15 contains 152964 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 5732 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25431 members Mstep: Class 20 contains 41050 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021580.000000 Penalty: 70805.890625 Iteration 96Q: 23 clusters Score -5.202158e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20555 members Mstep: Class 2 contains 24712 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13115 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42407 members Mstep: Class 7 contains 7190 members Mstep: Class 8 contains 15555 members Mstep: Class 9 contains 56110 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6497 members Mstep: Class 14 contains 8679 members Mstep: Class 15 contains 152964 members Mstep: Class 16 contains 5263 members Mstep: Class 17 contains 5731 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25459 members Mstep: Class 20 contains 41045 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021600.000000 Penalty: 70805.890625 Iteration 97Q: 23 clusters Score -5.20216e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20802 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13119 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42404 members Mstep: Class 7 contains 7193 members Mstep: Class 8 contains 15474 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 1456 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6500 members Mstep: Class 14 contains 8679 members Mstep: Class 15 contains 152965 members Mstep: Class 16 contains 5263 members Mstep: Class 17 contains 5728 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25480 members Mstep: Class 20 contains 41041 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021720.000000 Penalty: 70805.890625 Iteration 98Q: 23 clusters Score -5.202172e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 21108 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13120 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42402 members Mstep: Class 7 contains 7196 members Mstep: Class 8 contains 15382 members Mstep: Class 9 contains 55676 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6504 members Mstep: Class 14 contains 8681 members Mstep: Class 15 contains 152974 members Mstep: Class 16 contains 5260 members Mstep: Class 17 contains 5728 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25509 members Mstep: Class 20 contains 41041 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021640.000000 Penalty: 70805.890625 Iteration 99Q: 23 clusters Score -5.202164e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 21451 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13122 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42400 members Mstep: Class 7 contains 7200 members Mstep: Class 8 contains 15287 members Mstep: Class 9 contains 55389 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6507 members Mstep: Class 14 contains 8684 members Mstep: Class 15 contains 152974 members Mstep: Class 16 contains 5258 members Mstep: Class 17 contains 5729 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25543 members Mstep: Class 20 contains 41036 members Mstep: Class 21 contains 713 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021624.000000 Penalty: 70805.890625 Iteration 100F: 23 clusters Score -5.202162e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13123 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42398 members Mstep: Class 7 contains 7206 members Mstep: Class 8 contains 15204 members Mstep: Class 9 contains 55079 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6509 members Mstep: Class 14 contains 8687 members Mstep: Class 15 contains 152973 members Mstep: Class 16 contains 5259 members Mstep: Class 17 contains 5727 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25577 members Mstep: Class 20 contains 41034 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021612.000000 Penalty: 70805.890625 Iteration 101Q: 23 clusters Score -5.202161e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 22173 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13123 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42397 members Mstep: Class 7 contains 7212 members Mstep: Class 8 contains 15111 members Mstep: Class 9 contains 54749 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6511 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152980 members Mstep: Class 16 contains 5258 members Mstep: Class 17 contains 5731 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25605 members Mstep: Class 20 contains 41033 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021600.000000 Penalty: 70805.890625 Iteration 102Q: 23 clusters Score -5.20216e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13123 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42397 members Mstep: Class 7 contains 7215 members Mstep: Class 8 contains 15017 members Mstep: Class 9 contains 54440 members Mstep: Class 10 contains 1456 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6515 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152985 members Mstep: Class 16 contains 5257 members Mstep: Class 17 contains 5733 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25629 members Mstep: Class 20 contains 41035 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021660.000000 Penalty: 70805.890625 Iteration 103Q: 23 clusters Score -5.202166e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 22930 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13124 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42396 members Mstep: Class 7 contains 7222 members Mstep: Class 8 contains 14918 members Mstep: Class 9 contains 54110 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6519 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152992 members Mstep: Class 16 contains 5255 members Mstep: Class 17 contains 5729 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25652 members Mstep: Class 20 contains 41035 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021772.000000 Penalty: 70805.890625 Iteration 104Q: 23 clusters Score -5.202177e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13129 members Mstep: Class 5 contains 1332 members Mstep: Class 6 contains 42396 members Mstep: Class 7 contains 7230 members Mstep: Class 8 contains 14814 members Mstep: Class 9 contains 53759 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6526 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152989 members Mstep: Class 16 contains 5256 members Mstep: Class 17 contains 5727 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25676 members Mstep: Class 20 contains 41033 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021988.000000 Penalty: 70805.890625 Iteration 105Q: 23 clusters Score -5.202199e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 24701 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13129 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42396 members Mstep: Class 7 contains 7241 members Mstep: Class 8 contains 14700 members Mstep: Class 9 contains 53389 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6536 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152979 members Mstep: Class 16 contains 5253 members Mstep: Class 17 contains 5730 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25699 members Mstep: Class 20 contains 41033 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52021900.000000 Penalty: 70805.890625 Iteration 106Q: 23 clusters Score -5.20219e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 24291 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13128 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42396 members Mstep: Class 7 contains 7244 members Mstep: Class 8 contains 14602 members Mstep: Class 9 contains 52953 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6546 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152981 members Mstep: Class 16 contains 5252 members Mstep: Class 17 contains 5733 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25731 members Mstep: Class 20 contains 41027 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022040.000000 Penalty: 70805.890625 Iteration 107Q: 23 clusters Score -5.202204e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 24773 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13129 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7245 members Mstep: Class 8 contains 14515 members Mstep: Class 9 contains 52525 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6553 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152983 members Mstep: Class 16 contains 5248 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25746 members Mstep: Class 20 contains 41026 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022172.000000 Penalty: 70805.890625 Iteration 108Q: 23 clusters Score -5.202217e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 25284 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13129 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7255 members Mstep: Class 8 contains 14400 members Mstep: Class 9 contains 52103 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6563 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152973 members Mstep: Class 16 contains 5245 members Mstep: Class 17 contains 5741 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25764 members Mstep: Class 20 contains 41023 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022272.000000 Penalty: 70805.890625 Iteration 109Q: 23 clusters Score -5.202227e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 25835 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13131 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7267 members Mstep: Class 8 contains 14295 members Mstep: Class 9 contains 51621 members Mstep: Class 10 contains 1450 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6570 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152974 members Mstep: Class 16 contains 5242 members Mstep: Class 17 contains 5739 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25786 members Mstep: Class 20 contains 41025 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022404.000000 Penalty: 70805.890625 Iteration 110Q: 23 clusters Score -5.20224e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 26452 members Mstep: Class 2 contains 24710 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13132 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7273 members Mstep: Class 8 contains 14176 members Mstep: Class 9 contains 51077 members Mstep: Class 10 contains 1449 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6580 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152974 members Mstep: Class 16 contains 5242 members Mstep: Class 17 contains 5738 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25812 members Mstep: Class 20 contains 41028 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022464.000000 Penalty: 70805.890625 Iteration 111Q: 23 clusters Score -5.202246e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 27139 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13132 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7282 members Mstep: Class 8 contains 14055 members Mstep: Class 9 contains 50476 members Mstep: Class 10 contains 1448 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6592 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152982 members Mstep: Class 16 contains 5246 members Mstep: Class 17 contains 5736 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25818 members Mstep: Class 20 contains 41028 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022544.000000 Penalty: 70805.890625 Iteration 112Q: 23 clusters Score -5.202254e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 27839 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13133 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7290 members Mstep: Class 8 contains 13923 members Mstep: Class 9 contains 49867 members Mstep: Class 10 contains 1445 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6597 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152994 members Mstep: Class 16 contains 5246 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25831 members Mstep: Class 20 contains 41028 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022712.000000 Penalty: 70805.890625 Iteration 113Q: 23 clusters Score -5.202271e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 28559 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13135 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42395 members Mstep: Class 7 contains 7301 members Mstep: Class 8 contains 13769 members Mstep: Class 9 contains 49224 members Mstep: Class 10 contains 1445 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6603 members Mstep: Class 14 contains 8709 members Mstep: Class 15 contains 153010 members Mstep: Class 16 contains 5250 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25870 members Mstep: Class 20 contains 41023 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022840.000000 Penalty: 70805.890625 Iteration 114Q: 23 clusters Score -5.202284e+07 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 29286 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13138 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42394 members Mstep: Class 7 contains 7303 members Mstep: Class 8 contains 13617 members Mstep: Class 9 contains 48582 members Mstep: Class 10 contains 1442 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6612 members Mstep: Class 14 contains 8713 members Mstep: Class 15 contains 153021 members Mstep: Class 16 contains 5250 members Mstep: Class 17 contains 5747 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25905 members Mstep: Class 20 contains 41023 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023060.000000 Penalty: 70805.890625 Iteration 115Q: 23 clusters Score -5.202306e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13140 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42394 members Mstep: Class 7 contains 7313 members Mstep: Class 8 contains 13467 members Mstep: Class 9 contains 47918 members Mstep: Class 10 contains 1439 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6615 members Mstep: Class 14 contains 8718 members Mstep: Class 15 contains 153045 members Mstep: Class 16 contains 5254 members Mstep: Class 17 contains 5751 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25928 members Mstep: Class 20 contains 41018 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52022944.000000 Penalty: 70805.890625 Iteration 116Q: 23 clusters Score -5.202294e+07 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 30821 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13141 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42393 members Mstep: Class 7 contains 7320 members Mstep: Class 8 contains 13294 members Mstep: Class 9 contains 47235 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6625 members Mstep: Class 14 contains 8722 members Mstep: Class 15 contains 153055 members Mstep: Class 16 contains 5258 members Mstep: Class 17 contains 5752 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 25962 members Mstep: Class 20 contains 41021 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023020.000000 Penalty: 70805.890625 Iteration 117Q: 23 clusters Score -5.202302e+07 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 31655 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13144 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42390 members Mstep: Class 7 contains 7329 members Mstep: Class 8 contains 13126 members Mstep: Class 9 contains 46487 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6634 members Mstep: Class 14 contains 8724 members Mstep: Class 15 contains 153067 members Mstep: Class 16 contains 5267 members Mstep: Class 17 contains 5751 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26003 members Mstep: Class 20 contains 41023 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023080.000000 Penalty: 70805.890625 Iteration 118Q: 23 clusters Score -5.202308e+07 nChanged 1136 Entering ConstructFrom: Score: -52023080.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (32492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32492 members Entering Unmasked Estep Score: -4096438.000000 Penalty: 2576.409668 Iteration 0F: 2 clusters Score -4096438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16351 members Mstep: Class 2 contains 16141 members Entering Unmasked Estep Score: -4074086.250000 Penalty: 5152.819336 Iteration 0F: 3 clusters Score -4074086 nChanged 14824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 15519 members Entering Unmasked Estep Score: -4082130.750000 Penalty: 5152.819336 Iteration 1F: 3 clusters Score -4082131 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17344 members Mstep: Class 2 contains 15148 members Entering Unmasked Estep Score: -4082508.000000 Penalty: 5152.819336 Iteration 2Q: 3 clusters Score -4082508 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 14653 members Entering Unmasked Estep Score: -4082890.000000 Penalty: 5152.819336 Iteration 3Q: 3 clusters Score -4082890 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18494 members Mstep: Class 2 contains 13998 members Entering Unmasked Estep Score: -4083225.500000 Penalty: 5152.819336 Iteration 4Q: 3 clusters Score -4083226 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19413 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -4083665.000000 Penalty: 5152.819336 Iteration 5Q: 3 clusters Score -4083665 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20606 members Mstep: Class 2 contains 11886 members Entering Unmasked Estep Score: -4084249.750000 Penalty: 5152.819336 Iteration 6Q: 3 clusters Score -4084250 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -4085152.500000 Penalty: 5152.819336 Iteration 7F: 3 clusters Score -4085152 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24238 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -4086587.000000 Penalty: 5152.819336 Iteration 8F: 3 clusters Score -4086587 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26654 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -4088608.500000 Penalty: 5152.819336 Iteration 9F: 3 clusters Score -4088608 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28985 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -4090807.250000 Penalty: 5152.819336 Iteration 10F: 3 clusters Score -4090807 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30728 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -4092533.500000 Penalty: 5152.819336 Iteration 11F: 3 clusters Score -4092534 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31659 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -4093438.000000 Penalty: 5152.819336 Iteration 12Q: 3 clusters Score -4093438 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32050 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -4093825.250000 Penalty: 5152.819336 Iteration 13Q: 3 clusters Score -4093825 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32174 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -4093999.250000 Penalty: 5152.819336 Iteration 14Q: 3 clusters Score -4093999 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32220 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -4094063.750000 Penalty: 5152.819336 Iteration 15Q: 3 clusters Score -4094064 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32240 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -4094106.000000 Penalty: 5152.819336 Iteration 16Q: 3 clusters Score -4094106 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32247 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4094121.250000 Penalty: 5152.819336 Iteration 17Q: 3 clusters Score -4094121 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32255 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -4094132.750000 Penalty: 5152.819336 Iteration 18Q: 3 clusters Score -4094133 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32260 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -4094143.250000 Penalty: 5152.819336 Iteration 19Q: 3 clusters Score -4094143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32265 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -4094142.250000 Penalty: 5152.819336 Iteration 20F: 3 clusters Score -4094142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -4094146.500000 Penalty: 5152.819336 Iteration 21Q: 3 clusters Score -4094146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32270 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -4094153.000000 Penalty: 5152.819336 Iteration 22Q: 3 clusters Score -4094153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32273 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4094156.250000 Penalty: 5152.819336 Iteration 23Q: 3 clusters Score -4094156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32271 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -4094164.250000 Penalty: 5152.819336 Iteration 24Q: 3 clusters Score -4094164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32272 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -4094167.250000 Penalty: 5152.819336 Iteration 25Q: 3 clusters Score -4094167 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32273 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4094170.750000 Penalty: 5152.819336 Iteration 26Q: 3 clusters Score -4094171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32273 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4094170.750000 Penalty: 5152.819336 Iteration 27F: 3 clusters Score -4094171 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24706 members Entering Unmasked Estep Score: -2993327.500000 Penalty: 2508.470703 Iteration 0F: 2 clusters Score -2993328 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12427 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -2976191.500000 Penalty: 5016.941406 Iteration 0F: 3 clusters Score -2976192 nChanged 10963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -2982218.250000 Penalty: 5016.941406 Iteration 1F: 3 clusters Score -2982218 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -2983005.250000 Penalty: 5016.941406 Iteration 2F: 3 clusters Score -2983005 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -2983999.000000 Penalty: 5016.941406 Iteration 3F: 3 clusters Score -2983999 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -2985055.750000 Penalty: 5016.941406 Iteration 4F: 3 clusters Score -2985056 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -2986099.500000 Penalty: 5016.941406 Iteration 5F: 3 clusters Score -2986100 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -2987096.250000 Penalty: 5016.941406 Iteration 6F: 3 clusters Score -2987096 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 15638 members Entering Unmasked Estep Score: -2988056.500000 Penalty: 5016.941406 Iteration 7F: 3 clusters Score -2988056 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 16863 members Entering Unmasked Estep Score: -2989080.000000 Penalty: 5016.941406 Iteration 8F: 3 clusters Score -2989080 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -2990112.250000 Penalty: 5016.941406 Iteration 9F: 3 clusters Score -2990112 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 19265 members Entering Unmasked Estep Score: -2991013.750000 Penalty: 5016.941406 Iteration 10Q: 3 clusters Score -2991014 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 20191 members Entering Unmasked Estep Score: -2991705.250000 Penalty: 5016.941406 Iteration 11Q: 3 clusters Score -2991705 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 20875 members Entering Unmasked Estep Score: -2992147.250000 Penalty: 5016.941406 Iteration 12Q: 3 clusters Score -2992147 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -2992426.250000 Penalty: 5016.941406 Iteration 13Q: 3 clusters Score -2992426 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 21736 members Entering Unmasked Estep Score: -2992591.500000 Penalty: 5016.941406 Iteration 14Q: 3 clusters Score -2992592 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 22029 members Entering Unmasked Estep Score: -2992717.000000 Penalty: 5016.941406 Iteration 15Q: 3 clusters Score -2992717 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 22269 members Entering Unmasked Estep Score: -2992818.500000 Penalty: 5016.941406 Iteration 16Q: 3 clusters Score -2992818 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 22459 members Entering Unmasked Estep Score: -2992887.000000 Penalty: 5016.941406 Iteration 17Q: 3 clusters Score -2992887 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 22599 members Entering Unmasked Estep Score: -2992925.750000 Penalty: 5016.941406 Iteration 18Q: 3 clusters Score -2992926 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 22714 members Entering Unmasked Estep Score: -2992981.250000 Penalty: 5016.941406 Iteration 19Q: 3 clusters Score -2992981 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 22812 members Entering Unmasked Estep Score: -2993011.250000 Penalty: 5016.941406 Iteration 20F: 3 clusters Score -2993011 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 22882 members Entering Unmasked Estep Score: -2993038.250000 Penalty: 5016.941406 Iteration 21Q: 3 clusters Score -2993038 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 22939 members Entering Unmasked Estep Score: -2993052.500000 Penalty: 5016.941406 Iteration 22Q: 3 clusters Score -2993052 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 22984 members Entering Unmasked Estep Score: -2993065.750000 Penalty: 5016.941406 Iteration 23Q: 3 clusters Score -2993066 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 23014 members Entering Unmasked Estep Score: -2993071.500000 Penalty: 5016.941406 Iteration 24Q: 3 clusters Score -2993072 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 23037 members Entering Unmasked Estep Score: -2993067.500000 Penalty: 5016.941406 Iteration 25Q: 3 clusters Score -2993068 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 23055 members Entering Unmasked Estep Score: -2993083.500000 Penalty: 5016.941406 Iteration 26Q: 3 clusters Score -2993084 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 23069 members Entering Unmasked Estep Score: -2993089.500000 Penalty: 5016.941406 Iteration 27Q: 3 clusters Score -2993090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 23081 members Entering Unmasked Estep Score: -2993093.500000 Penalty: 5016.941406 Iteration 28Q: 3 clusters Score -2993094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -2993093.750000 Penalty: 5016.941406 Iteration 29Q: 3 clusters Score -2993094 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -2993093.000000 Penalty: 5016.941406 Iteration 30Q: 3 clusters Score -2993093 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -2993092.750000 Penalty: 5016.941406 Iteration 31Q: 3 clusters Score -2993093 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 23112 members Entering Unmasked Estep Score: -2993095.750000 Penalty: 5016.941406 Iteration 32Q: 3 clusters Score -2993096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -2993100.250000 Penalty: 5016.941406 Iteration 33Q: 3 clusters Score -2993100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -2993096.250000 Penalty: 5016.941406 Iteration 34Q: 3 clusters Score -2993096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -2993096.250000 Penalty: 5016.941406 Iteration 35F: 3 clusters Score -2993096 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -98330.507812 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98330.51 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -98747.929688 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98747.93 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -98989.218750 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -98989.22 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -99356.101562 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99356.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -99769.750000 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -99769.75 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -100124.070312 Penalty: 3415.212646 Iteration 5F: 3 clusters Score -100124.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -100401.007812 Penalty: 3415.212646 Iteration 6F: 3 clusters Score -100401 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -100560.375000 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -100560.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -100667.039062 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -100667 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -100714.687500 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -100714.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -100754.632812 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100754.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -100766.062500 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100766.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -100790.296875 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100790.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -100799.593750 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -100799.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -100806.882812 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -100806.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -100813.679688 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -100813.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -100825.195312 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -100825.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -100843.546875 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -100843.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -100868.359375 Penalty: 3415.212646 Iteration 18Q: 3 clusters Score -100868.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -100897.421875 Penalty: 3415.212646 Iteration 19Q: 3 clusters Score -100897.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -100931.164062 Penalty: 3415.212646 Iteration 20F: 3 clusters Score -100931.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -100973.773438 Penalty: 3415.212646 Iteration 21Q: 3 clusters Score -100973.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -100993.421875 Penalty: 3415.212646 Iteration 22Q: 3 clusters Score -100993.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -100995.906250 Penalty: 3415.212646 Iteration 23Q: 3 clusters Score -100995.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -100995.906250 Penalty: 3415.212646 Iteration 24F: 3 clusters Score -100995.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 32492 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 13147 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42388 members Mstep: Class 7 contains 7346 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 45743 members Mstep: Class 10 contains 1433 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6646 members Mstep: Class 14 contains 8723 members Mstep: Class 15 contains 153070 members Mstep: Class 16 contains 5266 members Mstep: Class 17 contains 5753 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26053 members Mstep: Class 20 contains 41022 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Mstep: Class 23 contains 627 members Entering Unmasked Estep Score: -52022520.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52023080.000000 to -52022520.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Entering Unmasked Estep Score: -1541841.500000 Penalty: 2352.019287 Iteration 0F: 2 clusters Score -1541842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -1532243.750000 Penalty: 4704.038574 Iteration 0F: 3 clusters Score -1532244 nChanged 5596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -1535399.875000 Penalty: 4704.038574 Iteration 1F: 3 clusters Score -1535400 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1535914.250000 Penalty: 4704.038574 Iteration 2F: 3 clusters Score -1535914 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -1536388.750000 Penalty: 4704.038574 Iteration 3F: 3 clusters Score -1536389 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1536871.875000 Penalty: 4704.038574 Iteration 4F: 3 clusters Score -1536872 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -1537316.250000 Penalty: 4704.038574 Iteration 5F: 3 clusters Score -1537316 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1537712.000000 Penalty: 4704.038574 Iteration 6F: 3 clusters Score -1537712 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -1538049.000000 Penalty: 4704.038574 Iteration 7Q: 3 clusters Score -1538049 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1538370.375000 Penalty: 4704.038574 Iteration 8Q: 3 clusters Score -1538370 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -1538697.500000 Penalty: 4704.038574 Iteration 9Q: 3 clusters Score -1538698 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1539036.750000 Penalty: 4704.038574 Iteration 10Q: 3 clusters Score -1539037 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -1539339.875000 Penalty: 4704.038574 Iteration 11Q: 3 clusters Score -1539340 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1539616.625000 Penalty: 4704.038574 Iteration 12Q: 3 clusters Score -1539617 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -1539843.000000 Penalty: 4704.038574 Iteration 13Q: 3 clusters Score -1539843 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -1540028.125000 Penalty: 4704.038574 Iteration 14Q: 3 clusters Score -1540028 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -1540191.750000 Penalty: 4704.038574 Iteration 15Q: 3 clusters Score -1540192 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -1540321.500000 Penalty: 4704.038574 Iteration 16Q: 3 clusters Score -1540322 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -1540421.750000 Penalty: 4704.038574 Iteration 17Q: 3 clusters Score -1540422 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -1540495.125000 Penalty: 4704.038574 Iteration 18Q: 3 clusters Score -1540495 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -1540546.875000 Penalty: 4704.038574 Iteration 19Q: 3 clusters Score -1540547 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -1540596.125000 Penalty: 4704.038574 Iteration 20F: 3 clusters Score -1540596 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -1540613.500000 Penalty: 4704.038574 Iteration 21Q: 3 clusters Score -1540614 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1540643.625000 Penalty: 4704.038574 Iteration 22Q: 3 clusters Score -1540644 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1540662.875000 Penalty: 4704.038574 Iteration 23Q: 3 clusters Score -1540663 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -1540677.125000 Penalty: 4704.038574 Iteration 24Q: 3 clusters Score -1540677 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -1540685.125000 Penalty: 4704.038574 Iteration 25Q: 3 clusters Score -1540685 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -1540692.500000 Penalty: 4704.038574 Iteration 26Q: 3 clusters Score -1540692 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -1540702.000000 Penalty: 4704.038574 Iteration 27Q: 3 clusters Score -1540702 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -1540709.750000 Penalty: 4704.038574 Iteration 28Q: 3 clusters Score -1540710 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -1540720.875000 Penalty: 4704.038574 Iteration 29Q: 3 clusters Score -1540721 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -1540731.250000 Penalty: 4704.038574 Iteration 30Q: 3 clusters Score -1540731 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -1540739.375000 Penalty: 4704.038574 Iteration 31Q: 3 clusters Score -1540739 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -1540746.125000 Penalty: 4704.038574 Iteration 32Q: 3 clusters Score -1540746 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -1540744.500000 Penalty: 4704.038574 Iteration 33Q: 3 clusters Score -1540744 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -1540750.375000 Penalty: 4704.038574 Iteration 34Q: 3 clusters Score -1540750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -1540751.250000 Penalty: 4704.038574 Iteration 35Q: 3 clusters Score -1540751 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -1540754.250000 Penalty: 4704.038574 Iteration 36Q: 3 clusters Score -1540754 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -1540756.000000 Penalty: 4704.038574 Iteration 37Q: 3 clusters Score -1540756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -1540762.750000 Penalty: 4704.038574 Iteration 38Q: 3 clusters Score -1540763 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1540764.625000 Penalty: 4704.038574 Iteration 39Q: 3 clusters Score -1540765 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -1540768.000000 Penalty: 4704.038574 Iteration 40F: 3 clusters Score -1540768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1540768.375000 Penalty: 4704.038574 Iteration 41Q: 3 clusters Score -1540768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -1540766.875000 Penalty: 4704.038574 Iteration 42Q: 3 clusters Score -1540767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -1540767.875000 Penalty: 4704.038574 Iteration 43Q: 3 clusters Score -1540768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -1540769.500000 Penalty: 4704.038574 Iteration 44Q: 3 clusters Score -1540770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -1540771.000000 Penalty: 4704.038574 Iteration 45Q: 3 clusters Score -1540771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1540770.750000 Penalty: 4704.038574 Iteration 46Q: 3 clusters Score -1540771 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -1540773.875000 Penalty: 4704.038574 Iteration 47Q: 3 clusters Score -1540774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -1540773.250000 Penalty: 4704.038574 Iteration 48Q: 3 clusters Score -1540773 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -1540776.250000 Penalty: 4704.038574 Iteration 49Q: 3 clusters Score -1540776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1540778.125000 Penalty: 4704.038574 Iteration 50Q: 3 clusters Score -1540778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 9955 members Entering Unmasked Estep Score: -1540779.500000 Penalty: 4704.038574 Iteration 51Q: 3 clusters Score -1540780 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -1540786.250000 Penalty: 4704.038574 Iteration 52Q: 3 clusters Score -1540786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -1540782.875000 Penalty: 4704.038574 Iteration 53Q: 3 clusters Score -1540783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1540782.000000 Penalty: 4704.038574 Iteration 54Q: 3 clusters Score -1540782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -1540783.625000 Penalty: 4704.038574 Iteration 55Q: 3 clusters Score -1540784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -1540785.500000 Penalty: 4704.038574 Iteration 56Q: 3 clusters Score -1540786 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -1540788.000000 Penalty: 4704.038574 Iteration 57Q: 3 clusters Score -1540788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -1540783.750000 Penalty: 4704.038574 Iteration 58Q: 3 clusters Score -1540784 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -1540783.750000 Penalty: 4704.038574 Iteration 59F: 3 clusters Score -1540784 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Entering Unmasked Estep Score: -151322.218750 Penalty: 1784.778320 Iteration 0F: 2 clusters Score -151322.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -149223.453125 Penalty: 3569.556641 Iteration 0F: 3 clusters Score -149223.5 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -149719.562500 Penalty: 3569.556641 Iteration 1F: 3 clusters Score -149719.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -149896.843750 Penalty: 3569.556641 Iteration 2F: 3 clusters Score -149896.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -150030.921875 Penalty: 3569.556641 Iteration 3F: 3 clusters Score -150030.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -150145.046875 Penalty: 3569.556641 Iteration 4Q: 3 clusters Score -150145 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -150233.031250 Penalty: 3569.556641 Iteration 5Q: 3 clusters Score -150233 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -150286.937500 Penalty: 3569.556641 Iteration 6Q: 3 clusters Score -150286.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -150351.640625 Penalty: 3569.556641 Iteration 7Q: 3 clusters Score -150351.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -150433.421875 Penalty: 3569.556641 Iteration 8Q: 3 clusters Score -150433.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -150456.812500 Penalty: 3569.556641 Iteration 9Q: 3 clusters Score -150456.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -150470.609375 Penalty: 3569.556641 Iteration 10Q: 3 clusters Score -150470.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -150496.484375 Penalty: 3569.556641 Iteration 11Q: 3 clusters Score -150496.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -150517.093750 Penalty: 3569.556641 Iteration 12Q: 3 clusters Score -150517.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -150527.156250 Penalty: 3569.556641 Iteration 13Q: 3 clusters Score -150527.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -150533.703125 Penalty: 3569.556641 Iteration 14Q: 3 clusters Score -150533.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -150535.812500 Penalty: 3569.556641 Iteration 15Q: 3 clusters Score -150535.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -150535.812500 Penalty: 3569.556641 Iteration 16F: 3 clusters Score -150535.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42388 members Entering Unmasked Estep Score: -5248054.000000 Penalty: 2642.345703 Iteration 0F: 2 clusters Score -5248054 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21109 members Mstep: Class 2 contains 21279 members Entering Unmasked Estep Score: -5219292.500000 Penalty: 5284.691406 Iteration 0F: 3 clusters Score -5219292 nChanged 19463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 21632 members Entering Unmasked Estep Score: -5230084.500000 Penalty: 5284.691406 Iteration 1F: 3 clusters Score -5230084 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20410 members Mstep: Class 2 contains 21978 members Entering Unmasked Estep Score: -5230779.000000 Penalty: 5284.691406 Iteration 2Q: 3 clusters Score -5230779 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19978 members Mstep: Class 2 contains 22410 members Entering Unmasked Estep Score: -5231433.500000 Penalty: 5284.691406 Iteration 3Q: 3 clusters Score -5231434 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 23044 members Entering Unmasked Estep Score: -5232214.500000 Penalty: 5284.691406 Iteration 4Q: 3 clusters Score -5232214 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -5233198.000000 Penalty: 5284.691406 Iteration 5Q: 3 clusters Score -5233198 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 25173 members Entering Unmasked Estep Score: -5234360.500000 Penalty: 5284.691406 Iteration 6F: 3 clusters Score -5234360 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -5235851.000000 Penalty: 5284.691406 Iteration 7F: 3 clusters Score -5235851 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 28300 members Entering Unmasked Estep Score: -5237471.500000 Penalty: 5284.691406 Iteration 8F: 3 clusters Score -5237472 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 29877 members Entering Unmasked Estep Score: -5239183.000000 Penalty: 5284.691406 Iteration 9F: 3 clusters Score -5239183 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 31318 members Entering Unmasked Estep Score: -5240670.500000 Penalty: 5284.691406 Iteration 10Q: 3 clusters Score -5240670 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 32499 members Entering Unmasked Estep Score: -5241671.500000 Penalty: 5284.691406 Iteration 11Q: 3 clusters Score -5241672 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8849 members Mstep: Class 2 contains 33539 members Entering Unmasked Estep Score: -5242455.500000 Penalty: 5284.691406 Iteration 12Q: 3 clusters Score -5242456 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 34433 members Entering Unmasked Estep Score: -5243066.000000 Penalty: 5284.691406 Iteration 13Q: 3 clusters Score -5243066 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 35281 members Entering Unmasked Estep Score: -5243621.500000 Penalty: 5284.691406 Iteration 14Q: 3 clusters Score -5243622 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 36052 members Entering Unmasked Estep Score: -5244150.000000 Penalty: 5284.691406 Iteration 15Q: 3 clusters Score -5244150 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 36747 members Entering Unmasked Estep Score: -5244635.000000 Penalty: 5284.691406 Iteration 16Q: 3 clusters Score -5244635 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 37358 members Entering Unmasked Estep Score: -5245120.500000 Penalty: 5284.691406 Iteration 17Q: 3 clusters Score -5245120 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 37884 members Entering Unmasked Estep Score: -5245574.000000 Penalty: 5284.691406 Iteration 18Q: 3 clusters Score -5245574 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 38321 members Entering Unmasked Estep Score: -5245992.000000 Penalty: 5284.691406 Iteration 19Q: 3 clusters Score -5245992 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 38647 members Entering Unmasked Estep Score: -5246272.500000 Penalty: 5284.691406 Iteration 20F: 3 clusters Score -5246272 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 38885 members Entering Unmasked Estep Score: -5246478.000000 Penalty: 5284.691406 Iteration 21Q: 3 clusters Score -5246478 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 39044 members Entering Unmasked Estep Score: -5246599.500000 Penalty: 5284.691406 Iteration 22Q: 3 clusters Score -5246600 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 39159 members Entering Unmasked Estep Score: -5246652.000000 Penalty: 5284.691406 Iteration 23Q: 3 clusters Score -5246652 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 39245 members Entering Unmasked Estep Score: -5246686.000000 Penalty: 5284.691406 Iteration 24Q: 3 clusters Score -5246686 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 39315 members Entering Unmasked Estep Score: -5246719.000000 Penalty: 5284.691406 Iteration 25Q: 3 clusters Score -5246719 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 39378 members Entering Unmasked Estep Score: -5246752.000000 Penalty: 5284.691406 Iteration 26Q: 3 clusters Score -5246752 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 39422 members Entering Unmasked Estep Score: -5246773.500000 Penalty: 5284.691406 Iteration 27Q: 3 clusters Score -5246774 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 39470 members Entering Unmasked Estep Score: -5246767.500000 Penalty: 5284.691406 Iteration 28Q: 3 clusters Score -5246768 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 39509 members Entering Unmasked Estep Score: -5246780.000000 Penalty: 5284.691406 Iteration 29Q: 3 clusters Score -5246780 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 39543 members Entering Unmasked Estep Score: -5246787.000000 Penalty: 5284.691406 Iteration 30Q: 3 clusters Score -5246787 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 39565 members Entering Unmasked Estep Score: -5246795.500000 Penalty: 5284.691406 Iteration 31Q: 3 clusters Score -5246796 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 39584 members Entering Unmasked Estep Score: -5246792.000000 Penalty: 5284.691406 Iteration 32Q: 3 clusters Score -5246792 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 39595 members Entering Unmasked Estep Score: -5246790.500000 Penalty: 5284.691406 Iteration 33Q: 3 clusters Score -5246790 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 39606 members Entering Unmasked Estep Score: -5246802.000000 Penalty: 5284.691406 Iteration 34Q: 3 clusters Score -5246802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 39615 members Entering Unmasked Estep Score: -5246800.500000 Penalty: 5284.691406 Iteration 35Q: 3 clusters Score -5246800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 39618 members Entering Unmasked Estep Score: -5246802.500000 Penalty: 5284.691406 Iteration 36Q: 3 clusters Score -5246802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 39620 members Entering Unmasked Estep Score: -5246807.000000 Penalty: 5284.691406 Iteration 37Q: 3 clusters Score -5246807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 39622 members Entering Unmasked Estep Score: -5246802.500000 Penalty: 5284.691406 Iteration 38Q: 3 clusters Score -5246802 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 39622 members Entering Unmasked Estep Score: -5246802.500000 Penalty: 5284.691406 Iteration 39F: 3 clusters Score -5246802 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Entering Unmasked Estep Score: -858449.312500 Penalty: 2207.673828 Iteration 0F: 2 clusters Score -858449.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -852531.500000 Penalty: 4415.347656 Iteration 0F: 3 clusters Score -852531.5 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -854269.000000 Penalty: 4415.347656 Iteration 1F: 3 clusters Score -854269 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -854634.062500 Penalty: 4415.347656 Iteration 2F: 3 clusters Score -854634.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -854921.125000 Penalty: 4415.347656 Iteration 3F: 3 clusters Score -854921.1 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -855192.937500 Penalty: 4415.347656 Iteration 4F: 3 clusters Score -855192.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -855480.062500 Penalty: 4415.347656 Iteration 5F: 3 clusters Score -855480.1 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -855765.500000 Penalty: 4415.347656 Iteration 6F: 3 clusters Score -855765.5 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -856051.000000 Penalty: 4415.347656 Iteration 7F: 3 clusters Score -856051 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -856306.750000 Penalty: 4415.347656 Iteration 8Q: 3 clusters Score -856306.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -856528.812500 Penalty: 4415.347656 Iteration 9Q: 3 clusters Score -856528.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -856712.625000 Penalty: 4415.347656 Iteration 10Q: 3 clusters Score -856712.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -856859.000000 Penalty: 4415.347656 Iteration 11Q: 3 clusters Score -856859 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -856956.687500 Penalty: 4415.347656 Iteration 12Q: 3 clusters Score -856956.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -857038.250000 Penalty: 4415.347656 Iteration 13Q: 3 clusters Score -857038.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -857099.187500 Penalty: 4415.347656 Iteration 14Q: 3 clusters Score -857099.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -857144.375000 Penalty: 4415.347656 Iteration 15Q: 3 clusters Score -857144.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -857175.312500 Penalty: 4415.347656 Iteration 16Q: 3 clusters Score -857175.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -857199.125000 Penalty: 4415.347656 Iteration 17Q: 3 clusters Score -857199.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -857224.500000 Penalty: 4415.347656 Iteration 18Q: 3 clusters Score -857224.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -857243.687500 Penalty: 4415.347656 Iteration 19Q: 3 clusters Score -857243.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -857260.000000 Penalty: 4415.347656 Iteration 20F: 3 clusters Score -857260 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -857274.312500 Penalty: 4415.347656 Iteration 21Q: 3 clusters Score -857274.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -857285.000000 Penalty: 4415.347656 Iteration 22Q: 3 clusters Score -857285 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -857293.687500 Penalty: 4415.347656 Iteration 23Q: 3 clusters Score -857293.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -857305.000000 Penalty: 4415.347656 Iteration 24Q: 3 clusters Score -857305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -857314.500000 Penalty: 4415.347656 Iteration 25Q: 3 clusters Score -857314.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -857317.000000 Penalty: 4415.347656 Iteration 26Q: 3 clusters Score -857317 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -857319.312500 Penalty: 4415.347656 Iteration 27Q: 3 clusters Score -857319.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -857322.562500 Penalty: 4415.347656 Iteration 28Q: 3 clusters Score -857322.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -857323.812500 Penalty: 4415.347656 Iteration 29Q: 3 clusters Score -857323.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -857324.187500 Penalty: 4415.347656 Iteration 30Q: 3 clusters Score -857324.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -857326.625000 Penalty: 4415.347656 Iteration 31Q: 3 clusters Score -857326.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -857327.437500 Penalty: 4415.347656 Iteration 32Q: 3 clusters Score -857327.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -857327.437500 Penalty: 4415.347656 Iteration 33Q: 3 clusters Score -857327.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -857329.812500 Penalty: 4415.347656 Iteration 34Q: 3 clusters Score -857329.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -857331.187500 Penalty: 4415.347656 Iteration 35Q: 3 clusters Score -857331.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -857331.062500 Penalty: 4415.347656 Iteration 36Q: 3 clusters Score -857331.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -857331.062500 Penalty: 4415.347656 Iteration 37F: 3 clusters Score -857331.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (12955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12955 members Entering Unmasked Estep Score: -1475870.875000 Penalty: 2348.370850 Iteration 0F: 2 clusters Score -1475871 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1466363.250000 Penalty: 4696.741699 Iteration 0F: 3 clusters Score -1466363 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -1469329.000000 Penalty: 4696.741699 Iteration 1F: 3 clusters Score -1469329 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -1469834.375000 Penalty: 4696.741699 Iteration 2F: 3 clusters Score -1469834 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -1470317.500000 Penalty: 4696.741699 Iteration 3F: 3 clusters Score -1470318 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1470838.250000 Penalty: 4696.741699 Iteration 4F: 3 clusters Score -1470838 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1471406.000000 Penalty: 4696.741699 Iteration 5F: 3 clusters Score -1471406 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -1472039.375000 Penalty: 4696.741699 Iteration 6F: 3 clusters Score -1472039 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1472710.125000 Penalty: 4696.741699 Iteration 7F: 3 clusters Score -1472710 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1473315.000000 Penalty: 4696.741699 Iteration 8F: 3 clusters Score -1473315 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -1473767.375000 Penalty: 4696.741699 Iteration 9Q: 3 clusters Score -1473767 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1474059.750000 Penalty: 4696.741699 Iteration 10Q: 3 clusters Score -1474060 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1474238.625000 Penalty: 4696.741699 Iteration 11Q: 3 clusters Score -1474239 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1474343.375000 Penalty: 4696.741699 Iteration 12Q: 3 clusters Score -1474343 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1474385.750000 Penalty: 4696.741699 Iteration 13Q: 3 clusters Score -1474386 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -1474406.625000 Penalty: 4696.741699 Iteration 14Q: 3 clusters Score -1474407 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1474421.875000 Penalty: 4696.741699 Iteration 15Q: 3 clusters Score -1474422 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -1474422.875000 Penalty: 4696.741699 Iteration 16Q: 3 clusters Score -1474423 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -1474432.500000 Penalty: 4696.741699 Iteration 17Q: 3 clusters Score -1474432 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -1474438.000000 Penalty: 4696.741699 Iteration 18Q: 3 clusters Score -1474438 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1474438.375000 Penalty: 4696.741699 Iteration 19Q: 3 clusters Score -1474438 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -1474439.750000 Penalty: 4696.741699 Iteration 20F: 3 clusters Score -1474440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1474438.875000 Penalty: 4696.741699 Iteration 21Q: 3 clusters Score -1474439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1474436.000000 Penalty: 4696.741699 Iteration 22Q: 3 clusters Score -1474436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1474437.875000 Penalty: 4696.741699 Iteration 23Q: 3 clusters Score -1474438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1474436.375000 Penalty: 4696.741699 Iteration 24Q: 3 clusters Score -1474436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1474434.875000 Penalty: 4696.741699 Iteration 25Q: 3 clusters Score -1474435 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1474434.000000 Penalty: 4696.741699 Iteration 26Q: 3 clusters Score -1474434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1474435.375000 Penalty: 4696.741699 Iteration 27Q: 3 clusters Score -1474435 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1474434.500000 Penalty: 4696.741699 Iteration 28Q: 3 clusters Score -1474434 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1474434.500000 Penalty: 4696.741699 Iteration 29F: 3 clusters Score -1474434 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45743 members Entering Unmasked Estep Score: -5481040.000000 Penalty: 2661.236816 Iteration 0F: 2 clusters Score -5481040 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22804 members Mstep: Class 2 contains 22939 members Entering Unmasked Estep Score: -5450088.000000 Penalty: 5322.473633 Iteration 0F: 3 clusters Score -5450088 nChanged 21097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22013 members Mstep: Class 2 contains 23730 members Entering Unmasked Estep Score: -5461826.500000 Penalty: 5322.473633 Iteration 1F: 3 clusters Score -5461826 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21474 members Mstep: Class 2 contains 24269 members Entering Unmasked Estep Score: -5462632.000000 Penalty: 5322.473633 Iteration 2Q: 3 clusters Score -5462632 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20763 members Mstep: Class 2 contains 24980 members Entering Unmasked Estep Score: -5463620.500000 Penalty: 5322.473633 Iteration 3Q: 3 clusters Score -5463620 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 25961 members Entering Unmasked Estep Score: -5464846.000000 Penalty: 5322.473633 Iteration 4F: 3 clusters Score -5464846 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18601 members Mstep: Class 2 contains 27142 members Entering Unmasked Estep Score: -5466349.500000 Penalty: 5322.473633 Iteration 5F: 3 clusters Score -5466350 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17207 members Mstep: Class 2 contains 28536 members Entering Unmasked Estep Score: -5468060.000000 Penalty: 5322.473633 Iteration 6F: 3 clusters Score -5468060 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 29939 members Entering Unmasked Estep Score: -5469778.500000 Penalty: 5322.473633 Iteration 7F: 3 clusters Score -5469778 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14475 members Mstep: Class 2 contains 31268 members Entering Unmasked Estep Score: -5471356.000000 Penalty: 5322.473633 Iteration 8F: 3 clusters Score -5471356 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 32431 members Entering Unmasked Estep Score: -5472740.000000 Penalty: 5322.473633 Iteration 9Q: 3 clusters Score -5472740 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12346 members Mstep: Class 2 contains 33397 members Entering Unmasked Estep Score: -5473726.000000 Penalty: 5322.473633 Iteration 10Q: 3 clusters Score -5473726 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 34284 members Entering Unmasked Estep Score: -5474481.500000 Penalty: 5322.473633 Iteration 11Q: 3 clusters Score -5474482 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 35090 members Entering Unmasked Estep Score: -5474970.500000 Penalty: 5322.473633 Iteration 12Q: 3 clusters Score -5474970 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 35847 members Entering Unmasked Estep Score: -5475399.000000 Penalty: 5322.473633 Iteration 13Q: 3 clusters Score -5475399 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 36539 members Entering Unmasked Estep Score: -5475709.000000 Penalty: 5322.473633 Iteration 14Q: 3 clusters Score -5475709 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 37215 members Entering Unmasked Estep Score: -5476077.500000 Penalty: 5322.473633 Iteration 15Q: 3 clusters Score -5476078 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 37859 members Entering Unmasked Estep Score: -5476384.500000 Penalty: 5322.473633 Iteration 16Q: 3 clusters Score -5476384 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 38519 members Entering Unmasked Estep Score: -5476798.000000 Penalty: 5322.473633 Iteration 17Q: 3 clusters Score -5476798 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 39104 members Entering Unmasked Estep Score: -5477130.000000 Penalty: 5322.473633 Iteration 18Q: 3 clusters Score -5477130 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 39628 members Entering Unmasked Estep Score: -5477419.500000 Penalty: 5322.473633 Iteration 19Q: 3 clusters Score -5477420 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 40068 members Entering Unmasked Estep Score: -5477653.000000 Penalty: 5322.473633 Iteration 20F: 3 clusters Score -5477653 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 40458 members Entering Unmasked Estep Score: -5477832.500000 Penalty: 5322.473633 Iteration 21Q: 3 clusters Score -5477832 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 40789 members Entering Unmasked Estep Score: -5477982.000000 Penalty: 5322.473633 Iteration 22Q: 3 clusters Score -5477982 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 41072 members Entering Unmasked Estep Score: -5478046.000000 Penalty: 5322.473633 Iteration 23Q: 3 clusters Score -5478046 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 41298 members Entering Unmasked Estep Score: -5478117.000000 Penalty: 5322.473633 Iteration 24Q: 3 clusters Score -5478117 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 41491 members Entering Unmasked Estep Score: -5478178.000000 Penalty: 5322.473633 Iteration 25Q: 3 clusters Score -5478178 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 41658 members Entering Unmasked Estep Score: -5478204.000000 Penalty: 5322.473633 Iteration 26Q: 3 clusters Score -5478204 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 41814 members Entering Unmasked Estep Score: -5478258.000000 Penalty: 5322.473633 Iteration 27Q: 3 clusters Score -5478258 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 41964 members Entering Unmasked Estep Score: -5478284.000000 Penalty: 5322.473633 Iteration 28Q: 3 clusters Score -5478284 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 42128 members Entering Unmasked Estep Score: -5478328.500000 Penalty: 5322.473633 Iteration 29Q: 3 clusters Score -5478328 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 42273 members Entering Unmasked Estep Score: -5478386.500000 Penalty: 5322.473633 Iteration 30Q: 3 clusters Score -5478386 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 42400 members Entering Unmasked Estep Score: -5478429.500000 Penalty: 5322.473633 Iteration 31Q: 3 clusters Score -5478430 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 42526 members Entering Unmasked Estep Score: -5478448.500000 Penalty: 5322.473633 Iteration 32Q: 3 clusters Score -5478448 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 42643 members Entering Unmasked Estep Score: -5478458.500000 Penalty: 5322.473633 Iteration 33Q: 3 clusters Score -5478458 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 42745 members Entering Unmasked Estep Score: -5478498.000000 Penalty: 5322.473633 Iteration 34Q: 3 clusters Score -5478498 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 42836 members Entering Unmasked Estep Score: -5478513.500000 Penalty: 5322.473633 Iteration 35Q: 3 clusters Score -5478514 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 42913 members Entering Unmasked Estep Score: -5478537.500000 Penalty: 5322.473633 Iteration 36Q: 3 clusters Score -5478538 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 42993 members Entering Unmasked Estep Score: -5478551.000000 Penalty: 5322.473633 Iteration 37Q: 3 clusters Score -5478551 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 43067 members Entering Unmasked Estep Score: -5478572.000000 Penalty: 5322.473633 Iteration 38Q: 3 clusters Score -5478572 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 43143 members Entering Unmasked Estep Score: -5478605.500000 Penalty: 5322.473633 Iteration 39Q: 3 clusters Score -5478606 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 43212 members Entering Unmasked Estep Score: -5478612.500000 Penalty: 5322.473633 Iteration 40F: 3 clusters Score -5478612 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 43289 members Entering Unmasked Estep Score: -5478631.000000 Penalty: 5322.473633 Iteration 41Q: 3 clusters Score -5478631 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 43352 members Entering Unmasked Estep Score: -5478657.000000 Penalty: 5322.473633 Iteration 42Q: 3 clusters Score -5478657 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 43402 members Entering Unmasked Estep Score: -5478674.500000 Penalty: 5322.473633 Iteration 43Q: 3 clusters Score -5478674 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 43449 members Entering Unmasked Estep Score: -5478685.500000 Penalty: 5322.473633 Iteration 44Q: 3 clusters Score -5478686 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 43488 members Entering Unmasked Estep Score: -5478699.000000 Penalty: 5322.473633 Iteration 45Q: 3 clusters Score -5478699 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 43520 members Entering Unmasked Estep Score: -5478685.500000 Penalty: 5322.473633 Iteration 46Q: 3 clusters Score -5478686 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 43547 members Entering Unmasked Estep Score: -5478694.000000 Penalty: 5322.473633 Iteration 47Q: 3 clusters Score -5478694 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 43571 members Entering Unmasked Estep Score: -5478688.000000 Penalty: 5322.473633 Iteration 48Q: 3 clusters Score -5478688 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 43596 members Entering Unmasked Estep Score: -5478698.500000 Penalty: 5322.473633 Iteration 49Q: 3 clusters Score -5478698 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 43624 members Entering Unmasked Estep Score: -5478705.000000 Penalty: 5322.473633 Iteration 50Q: 3 clusters Score -5478705 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 43649 members Entering Unmasked Estep Score: -5478717.000000 Penalty: 5322.473633 Iteration 51Q: 3 clusters Score -5478717 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 43689 members Entering Unmasked Estep Score: -5478721.000000 Penalty: 5322.473633 Iteration 52Q: 3 clusters Score -5478721 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 43722 members Entering Unmasked Estep Score: -5478722.500000 Penalty: 5322.473633 Iteration 53Q: 3 clusters Score -5478722 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 43752 members Entering Unmasked Estep Score: -5478735.000000 Penalty: 5322.473633 Iteration 54Q: 3 clusters Score -5478735 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 43790 members Entering Unmasked Estep Score: -5478742.500000 Penalty: 5322.473633 Iteration 55Q: 3 clusters Score -5478742 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 43825 members Entering Unmasked Estep Score: -5478753.000000 Penalty: 5322.473633 Iteration 56Q: 3 clusters Score -5478753 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 43858 members Entering Unmasked Estep Score: -5478769.000000 Penalty: 5322.473633 Iteration 57Q: 3 clusters Score -5478769 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 43884 members Entering Unmasked Estep Score: -5478770.000000 Penalty: 5322.473633 Iteration 58Q: 3 clusters Score -5478770 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 43902 members Entering Unmasked Estep Score: -5478779.000000 Penalty: 5322.473633 Iteration 59Q: 3 clusters Score -5478779 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 43915 members Entering Unmasked Estep Score: -5478780.500000 Penalty: 5322.473633 Iteration 60F: 3 clusters Score -5478780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 43921 members Entering Unmasked Estep Score: -5478776.000000 Penalty: 5322.473633 Iteration 61Q: 3 clusters Score -5478776 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 43926 members Entering Unmasked Estep Score: -5478778.500000 Penalty: 5322.473633 Iteration 62Q: 3 clusters Score -5478778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 43930 members Entering Unmasked Estep Score: -5478784.500000 Penalty: 5322.473633 Iteration 63Q: 3 clusters Score -5478784 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 43938 members Entering Unmasked Estep Score: -5478779.500000 Penalty: 5322.473633 Iteration 64Q: 3 clusters Score -5478780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 43941 members Entering Unmasked Estep Score: -5478788.000000 Penalty: 5322.473633 Iteration 65Q: 3 clusters Score -5478788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 43945 members Entering Unmasked Estep Score: -5478785.500000 Penalty: 5322.473633 Iteration 66Q: 3 clusters Score -5478786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 43948 members Entering Unmasked Estep Score: -5478781.500000 Penalty: 5322.473633 Iteration 67Q: 3 clusters Score -5478782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 43952 members Entering Unmasked Estep Score: -5478781.000000 Penalty: 5322.473633 Iteration 68Q: 3 clusters Score -5478781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 43955 members Entering Unmasked Estep Score: -5478781.500000 Penalty: 5322.473633 Iteration 69Q: 3 clusters Score -5478782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 43960 members Entering Unmasked Estep Score: -5478787.500000 Penalty: 5322.473633 Iteration 70Q: 3 clusters Score -5478788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 43967 members Entering Unmasked Estep Score: -5478787.000000 Penalty: 5322.473633 Iteration 71Q: 3 clusters Score -5478787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 43972 members Entering Unmasked Estep Score: -5478795.000000 Penalty: 5322.473633 Iteration 72Q: 3 clusters Score -5478795 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 43975 members Entering Unmasked Estep Score: -5478790.500000 Penalty: 5322.473633 Iteration 73Q: 3 clusters Score -5478790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 43978 members Entering Unmasked Estep Score: -5478793.500000 Penalty: 5322.473633 Iteration 74Q: 3 clusters Score -5478794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 43982 members Entering Unmasked Estep Score: -5478793.500000 Penalty: 5322.473633 Iteration 75Q: 3 clusters Score -5478794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 43984 members Entering Unmasked Estep Score: -5478793.000000 Penalty: 5322.473633 Iteration 76Q: 3 clusters Score -5478793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 43986 members Entering Unmasked Estep Score: -5478794.500000 Penalty: 5322.473633 Iteration 77Q: 3 clusters Score -5478794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 43988 members Entering Unmasked Estep Score: -5478798.000000 Penalty: 5322.473633 Iteration 78Q: 3 clusters Score -5478798 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 43990 members Entering Unmasked Estep Score: -5478795.000000 Penalty: 5322.473633 Iteration 79Q: 3 clusters Score -5478795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 43990 members Entering Unmasked Estep Score: -5478795.000000 Penalty: 5322.473633 Iteration 80F: 3 clusters Score -5478795 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Entering Unmasked Estep Score: -157739.125000 Penalty: 1802.346313 Iteration 0F: 2 clusters Score -157739.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -155501.796875 Penalty: 3604.692627 Iteration 0F: 3 clusters Score -155501.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -155873.703125 Penalty: 3604.692627 Iteration 1F: 3 clusters Score -155873.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -155992.140625 Penalty: 3604.692627 Iteration 2F: 3 clusters Score -155992.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -156062.984375 Penalty: 3604.692627 Iteration 3Q: 3 clusters Score -156063 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -156104.437500 Penalty: 3604.692627 Iteration 4Q: 3 clusters Score -156104.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -156126.250000 Penalty: 3604.692627 Iteration 5Q: 3 clusters Score -156126.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -156145.656250 Penalty: 3604.692627 Iteration 6Q: 3 clusters Score -156145.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -156158.390625 Penalty: 3604.692627 Iteration 7Q: 3 clusters Score -156158.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -156160.015625 Penalty: 3604.692627 Iteration 8Q: 3 clusters Score -156160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -156163.062500 Penalty: 3604.692627 Iteration 9Q: 3 clusters Score -156163.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -156163.703125 Penalty: 3604.692627 Iteration 10Q: 3 clusters Score -156163.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -156163.703125 Penalty: 3604.692627 Iteration 11F: 3 clusters Score -156163.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -42960.671875 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42960.67 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -43141.015625 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43141.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -43234.843750 Penalty: 2970.524658 Iteration 2F: 3 clusters Score -43234.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -43278.480469 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43278.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -43292.160156 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43292.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -43292.160156 Penalty: 2970.524658 Iteration 5F: 3 clusters Score -43292.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Entering Unmasked Estep Score: -162187.984375 Penalty: 1790.471313 Iteration 0F: 2 clusters Score -162188 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -160012.156250 Penalty: 3580.942627 Iteration 0F: 3 clusters Score -160012.2 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -160362.187500 Penalty: 3580.942627 Iteration 1F: 3 clusters Score -160362.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -160460.609375 Penalty: 3580.942627 Iteration 2F: 3 clusters Score -160460.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -160515.609375 Penalty: 3580.942627 Iteration 3Q: 3 clusters Score -160515.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -160560.375000 Penalty: 3580.942627 Iteration 4Q: 3 clusters Score -160560.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -160608.093750 Penalty: 3580.942627 Iteration 5Q: 3 clusters Score -160608.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -160652.296875 Penalty: 3580.942627 Iteration 6Q: 3 clusters Score -160652.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -160680.406250 Penalty: 3580.942627 Iteration 7Q: 3 clusters Score -160680.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -160712.250000 Penalty: 3580.942627 Iteration 8Q: 3 clusters Score -160712.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -160739.031250 Penalty: 3580.942627 Iteration 9Q: 3 clusters Score -160739 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -160761.625000 Penalty: 3580.942627 Iteration 10Q: 3 clusters Score -160761.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -160781.078125 Penalty: 3580.942627 Iteration 11Q: 3 clusters Score -160781.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -160795.093750 Penalty: 3580.942627 Iteration 12Q: 3 clusters Score -160795.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -160804.062500 Penalty: 3580.942627 Iteration 13Q: 3 clusters Score -160804.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -160815.375000 Penalty: 3580.942627 Iteration 14Q: 3 clusters Score -160815.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -160827.468750 Penalty: 3580.942627 Iteration 15Q: 3 clusters Score -160827.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -160836.421875 Penalty: 3580.942627 Iteration 16Q: 3 clusters Score -160836.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -160848.343750 Penalty: 3580.942627 Iteration 17Q: 3 clusters Score -160848.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -160852.343750 Penalty: 3580.942627 Iteration 18Q: 3 clusters Score -160852.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -160853.500000 Penalty: 3580.942627 Iteration 19Q: 3 clusters Score -160853.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -160856.031250 Penalty: 3580.942627 Iteration 20F: 3 clusters Score -160856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -160857.203125 Penalty: 3580.942627 Iteration 21Q: 3 clusters Score -160857.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -160858.468750 Penalty: 3580.942627 Iteration 22Q: 3 clusters Score -160858.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -160866.093750 Penalty: 3580.942627 Iteration 23Q: 3 clusters Score -160866.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -160874.437500 Penalty: 3580.942627 Iteration 24Q: 3 clusters Score -160874.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -160882.296875 Penalty: 3580.942627 Iteration 25Q: 3 clusters Score -160882.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -160889.703125 Penalty: 3580.942627 Iteration 26Q: 3 clusters Score -160889.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -160900.656250 Penalty: 3580.942627 Iteration 27Q: 3 clusters Score -160900.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -160909.890625 Penalty: 3580.942627 Iteration 28Q: 3 clusters Score -160909.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -160913.500000 Penalty: 3580.942627 Iteration 29Q: 3 clusters Score -160913.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -160914.281250 Penalty: 3580.942627 Iteration 30Q: 3 clusters Score -160914.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -160914.281250 Penalty: 3580.942627 Iteration 31F: 3 clusters Score -160914.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Entering Unmasked Estep Score: -811640.312500 Penalty: 2182.839111 Iteration 0F: 2 clusters Score -811640.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -806176.437500 Penalty: 4365.678223 Iteration 0F: 3 clusters Score -806176.4 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -807730.250000 Penalty: 4365.678223 Iteration 1F: 3 clusters Score -807730.2 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -808137.125000 Penalty: 4365.678223 Iteration 2F: 3 clusters Score -808137.1 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -808497.437500 Penalty: 4365.678223 Iteration 3F: 3 clusters Score -808497.4 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -808789.187500 Penalty: 4365.678223 Iteration 4F: 3 clusters Score -808789.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -808985.062500 Penalty: 4365.678223 Iteration 5F: 3 clusters Score -808985.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -809140.937500 Penalty: 4365.678223 Iteration 6Q: 3 clusters Score -809140.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -809287.500000 Penalty: 4365.678223 Iteration 7Q: 3 clusters Score -809287.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -809417.437500 Penalty: 4365.678223 Iteration 8Q: 3 clusters Score -809417.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -809511.812500 Penalty: 4365.678223 Iteration 9Q: 3 clusters Score -809511.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -809596.375000 Penalty: 4365.678223 Iteration 10Q: 3 clusters Score -809596.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -809700.250000 Penalty: 4365.678223 Iteration 11Q: 3 clusters Score -809700.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -809813.750000 Penalty: 4365.678223 Iteration 12Q: 3 clusters Score -809813.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -809947.312500 Penalty: 4365.678223 Iteration 13Q: 3 clusters Score -809947.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -810102.875000 Penalty: 4365.678223 Iteration 14Q: 3 clusters Score -810102.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -810266.312500 Penalty: 4365.678223 Iteration 15Q: 3 clusters Score -810266.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -810356.437500 Penalty: 4365.678223 Iteration 16Q: 3 clusters Score -810356.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -810385.625000 Penalty: 4365.678223 Iteration 17Q: 3 clusters Score -810385.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -810402.000000 Penalty: 4365.678223 Iteration 18Q: 3 clusters Score -810402 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -810411.937500 Penalty: 4365.678223 Iteration 19Q: 3 clusters Score -810411.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -810417.625000 Penalty: 4365.678223 Iteration 20F: 3 clusters Score -810417.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -810420.500000 Penalty: 4365.678223 Iteration 21Q: 3 clusters Score -810420.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -810424.250000 Penalty: 4365.678223 Iteration 22Q: 3 clusters Score -810424.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -810425.187500 Penalty: 4365.678223 Iteration 23Q: 3 clusters Score -810425.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -810427.000000 Penalty: 4365.678223 Iteration 24Q: 3 clusters Score -810427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -810426.312500 Penalty: 4365.678223 Iteration 25Q: 3 clusters Score -810426.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -810427.187500 Penalty: 4365.678223 Iteration 26Q: 3 clusters Score -810427.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -810427.312500 Penalty: 4365.678223 Iteration 27Q: 3 clusters Score -810427.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -810427.312500 Penalty: 4365.678223 Iteration 28F: 3 clusters Score -810427.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Entering Unmasked Estep Score: -1064555.875000 Penalty: 2250.281982 Iteration 0F: 2 clusters Score -1064556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1057696.500000 Penalty: 4500.563965 Iteration 0F: 3 clusters Score -1057696 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1059571.250000 Penalty: 4500.563965 Iteration 1F: 3 clusters Score -1059571 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -1059826.375000 Penalty: 4500.563965 Iteration 2F: 3 clusters Score -1059826 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1060051.750000 Penalty: 4500.563965 Iteration 3F: 3 clusters Score -1060052 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1060259.875000 Penalty: 4500.563965 Iteration 4Q: 3 clusters Score -1060260 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1060455.375000 Penalty: 4500.563965 Iteration 5Q: 3 clusters Score -1060455 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1060686.125000 Penalty: 4500.563965 Iteration 6Q: 3 clusters Score -1060686 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1060937.000000 Penalty: 4500.563965 Iteration 7Q: 3 clusters Score -1060937 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1061174.500000 Penalty: 4500.563965 Iteration 8Q: 3 clusters Score -1061174 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1061373.375000 Penalty: 4500.563965 Iteration 9Q: 3 clusters Score -1061373 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1061532.375000 Penalty: 4500.563965 Iteration 10Q: 3 clusters Score -1061532 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1061642.750000 Penalty: 4500.563965 Iteration 11Q: 3 clusters Score -1061643 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1061712.625000 Penalty: 4500.563965 Iteration 12Q: 3 clusters Score -1061713 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1061765.500000 Penalty: 4500.563965 Iteration 13Q: 3 clusters Score -1061766 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -1061805.625000 Penalty: 4500.563965 Iteration 14Q: 3 clusters Score -1061806 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1061841.000000 Penalty: 4500.563965 Iteration 15Q: 3 clusters Score -1061841 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1061866.375000 Penalty: 4500.563965 Iteration 16Q: 3 clusters Score -1061866 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -1061879.875000 Penalty: 4500.563965 Iteration 17Q: 3 clusters Score -1061880 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1061895.125000 Penalty: 4500.563965 Iteration 18Q: 3 clusters Score -1061895 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1061904.500000 Penalty: 4500.563965 Iteration 19Q: 3 clusters Score -1061904 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1061912.875000 Penalty: 4500.563965 Iteration 20F: 3 clusters Score -1061913 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1061917.750000 Penalty: 4500.563965 Iteration 21Q: 3 clusters Score -1061918 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1061925.375000 Penalty: 4500.563965 Iteration 22Q: 3 clusters Score -1061925 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1061936.125000 Penalty: 4500.563965 Iteration 23Q: 3 clusters Score -1061936 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1061941.000000 Penalty: 4500.563965 Iteration 24Q: 3 clusters Score -1061941 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -1061950.375000 Penalty: 4500.563965 Iteration 25Q: 3 clusters Score -1061950 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1061953.375000 Penalty: 4500.563965 Iteration 26Q: 3 clusters Score -1061953 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -1061960.000000 Penalty: 4500.563965 Iteration 27Q: 3 clusters Score -1061960 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1061965.000000 Penalty: 4500.563965 Iteration 28Q: 3 clusters Score -1061965 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1061969.250000 Penalty: 4500.563965 Iteration 29Q: 3 clusters Score -1061969 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1061974.500000 Penalty: 4500.563965 Iteration 30Q: 3 clusters Score -1061974 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1061976.625000 Penalty: 4500.563965 Iteration 31Q: 3 clusters Score -1061977 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1061979.375000 Penalty: 4500.563965 Iteration 32Q: 3 clusters Score -1061979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1061983.000000 Penalty: 4500.563965 Iteration 33Q: 3 clusters Score -1061983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -1061980.375000 Penalty: 4500.563965 Iteration 34Q: 3 clusters Score -1061980 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1061981.125000 Penalty: 4500.563965 Iteration 35Q: 3 clusters Score -1061981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -1061982.250000 Penalty: 4500.563965 Iteration 36Q: 3 clusters Score -1061982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1061985.125000 Penalty: 4500.563965 Iteration 37Q: 3 clusters Score -1061985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -1061985.875000 Penalty: 4500.563965 Iteration 38Q: 3 clusters Score -1061986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1061985.500000 Penalty: 4500.563965 Iteration 39Q: 3 clusters Score -1061986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1061987.000000 Penalty: 4500.563965 Iteration 40F: 3 clusters Score -1061987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1061986.500000 Penalty: 4500.563965 Iteration 41Q: 3 clusters Score -1061986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1061987.875000 Penalty: 4500.563965 Iteration 42Q: 3 clusters Score -1061988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1061987.875000 Penalty: 4500.563965 Iteration 43F: 3 clusters Score -1061988 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (153070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153070 members Entering Unmasked Estep Score: -19132104.000000 Penalty: 2960.785156 Iteration 0F: 2 clusters Score -1.91321e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76666 members Mstep: Class 2 contains 76404 members Entering Unmasked Estep Score: -19031038.000000 Penalty: 5921.570312 Iteration 0F: 3 clusters Score -1.903104e+07 nChanged 73305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78355 members Mstep: Class 2 contains 74715 members Entering Unmasked Estep Score: -19073510.000000 Penalty: 5921.570312 Iteration 1F: 3 clusters Score -1.907351e+07 nChanged 4362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79119 members Mstep: Class 2 contains 73951 members Entering Unmasked Estep Score: -19074418.000000 Penalty: 5921.570312 Iteration 2Q: 3 clusters Score -1.907442e+07 nChanged 4598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80185 members Mstep: Class 2 contains 72885 members Entering Unmasked Estep Score: -19075556.000000 Penalty: 5921.570312 Iteration 3Q: 3 clusters Score -1.907556e+07 nChanged 4939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81808 members Mstep: Class 2 contains 71262 members Entering Unmasked Estep Score: -19076866.000000 Penalty: 5921.570312 Iteration 4Q: 3 clusters Score -1.907687e+07 nChanged 5394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84078 members Mstep: Class 2 contains 68992 members Entering Unmasked Estep Score: -19078342.000000 Penalty: 5921.570312 Iteration 5Q: 3 clusters Score -1.907834e+07 nChanged 5864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87152 members Mstep: Class 2 contains 65918 members Entering Unmasked Estep Score: -19080658.000000 Penalty: 5921.570312 Iteration 6Q: 3 clusters Score -1.908066e+07 nChanged 6555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91409 members Mstep: Class 2 contains 61661 members Entering Unmasked Estep Score: -19083834.000000 Penalty: 5921.570312 Iteration 7Q: 3 clusters Score -1.908383e+07 nChanged 7581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97138 members Mstep: Class 2 contains 55932 members Entering Unmasked Estep Score: -19088222.000000 Penalty: 5921.570312 Iteration 8Q: 3 clusters Score -1.908822e+07 nChanged 8652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104478 members Mstep: Class 2 contains 48592 members Entering Unmasked Estep Score: -19093928.000000 Penalty: 5921.570312 Iteration 9F: 3 clusters Score -1.909393e+07 nChanged 9203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112815 members Mstep: Class 2 contains 40255 members Entering Unmasked Estep Score: -19100496.000000 Penalty: 5921.570312 Iteration 10F: 3 clusters Score -1.91005e+07 nChanged 9123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121448 members Mstep: Class 2 contains 31622 members Entering Unmasked Estep Score: -19107198.000000 Penalty: 5921.570312 Iteration 11F: 3 clusters Score -1.91072e+07 nChanged 8162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129440 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -19113206.000000 Penalty: 5921.570312 Iteration 12F: 3 clusters Score -1.911321e+07 nChanged 6822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136226 members Mstep: Class 2 contains 16844 members Entering Unmasked Estep Score: -19118256.000000 Penalty: 5921.570312 Iteration 13Q: 3 clusters Score -1.911826e+07 nChanged 5513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141731 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -19122144.000000 Penalty: 5921.570312 Iteration 14Q: 3 clusters Score -1.912214e+07 nChanged 4064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145793 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -19124928.000000 Penalty: 5921.570312 Iteration 15Q: 3 clusters Score -1.912493e+07 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148516 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -19126868.000000 Penalty: 5921.570312 Iteration 16Q: 3 clusters Score -1.912687e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150140 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -19128048.000000 Penalty: 5921.570312 Iteration 17Q: 3 clusters Score -1.912805e+07 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151080 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -19128670.000000 Penalty: 5921.570312 Iteration 18Q: 3 clusters Score -1.912867e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151592 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -19128938.000000 Penalty: 5921.570312 Iteration 19Q: 3 clusters Score -1.912894e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151885 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -19129122.000000 Penalty: 5921.570312 Iteration 20F: 3 clusters Score -1.912912e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152064 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -19129282.000000 Penalty: 5921.570312 Iteration 21Q: 3 clusters Score -1.912928e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152161 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -19129368.000000 Penalty: 5921.570312 Iteration 22Q: 3 clusters Score -1.912937e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152241 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -19129428.000000 Penalty: 5921.570312 Iteration 23Q: 3 clusters Score -1.912943e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152302 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -19129484.000000 Penalty: 5921.570312 Iteration 24Q: 3 clusters Score -1.912948e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152345 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -19129528.000000 Penalty: 5921.570312 Iteration 25Q: 3 clusters Score -1.912953e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152381 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -19129564.000000 Penalty: 5921.570312 Iteration 26Q: 3 clusters Score -1.912956e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152399 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -19129584.000000 Penalty: 5921.570312 Iteration 27Q: 3 clusters Score -1.912958e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152413 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -19129598.000000 Penalty: 5921.570312 Iteration 28Q: 3 clusters Score -1.91296e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152428 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -19129610.000000 Penalty: 5921.570312 Iteration 29Q: 3 clusters Score -1.912961e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152439 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -19129626.000000 Penalty: 5921.570312 Iteration 30Q: 3 clusters Score -1.912963e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152444 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -19129616.000000 Penalty: 5921.570312 Iteration 31Q: 3 clusters Score -1.912962e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152454 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -19129636.000000 Penalty: 5921.570312 Iteration 32Q: 3 clusters Score -1.912964e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152462 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -19129650.000000 Penalty: 5921.570312 Iteration 33Q: 3 clusters Score -1.912965e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152462 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -19129644.000000 Penalty: 5921.570312 Iteration 34Q: 3 clusters Score -1.912964e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152461 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -19129638.000000 Penalty: 5921.570312 Iteration 35Q: 3 clusters Score -1.912964e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152464 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -19129638.000000 Penalty: 5921.570312 Iteration 36Q: 3 clusters Score -1.912964e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152466 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -19129640.000000 Penalty: 5921.570312 Iteration 37Q: 3 clusters Score -1.912964e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152468 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -19129652.000000 Penalty: 5921.570312 Iteration 38Q: 3 clusters Score -1.912965e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152470 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -19129660.000000 Penalty: 5921.570312 Iteration 39Q: 3 clusters Score -1.912966e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152471 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -19129666.000000 Penalty: 5921.570312 Iteration 40F: 3 clusters Score -1.912967e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152471 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -19129656.000000 Penalty: 5921.570312 Iteration 41Q: 3 clusters Score -1.912966e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152473 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -19129656.000000 Penalty: 5921.570312 Iteration 42Q: 3 clusters Score -1.912966e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152477 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -19129648.000000 Penalty: 5921.570312 Iteration 43Q: 3 clusters Score -1.912965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152478 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -19129648.000000 Penalty: 5921.570312 Iteration 44Q: 3 clusters Score -1.912965e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152478 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -19129648.000000 Penalty: 5921.570312 Iteration 45F: 3 clusters Score -1.912965e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Entering Unmasked Estep Score: -617997.375000 Penalty: 2125.118408 Iteration 0F: 2 clusters Score -617997.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -613307.250000 Penalty: 4250.236816 Iteration 0F: 3 clusters Score -613307.2 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -614417.250000 Penalty: 4250.236816 Iteration 1F: 3 clusters Score -614417.2 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -614656.062500 Penalty: 4250.236816 Iteration 2F: 3 clusters Score -614656.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -614806.500000 Penalty: 4250.236816 Iteration 3F: 3 clusters Score -614806.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -614934.062500 Penalty: 4250.236816 Iteration 4Q: 3 clusters Score -614934.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -615059.187500 Penalty: 4250.236816 Iteration 5Q: 3 clusters Score -615059.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -615184.812500 Penalty: 4250.236816 Iteration 6Q: 3 clusters Score -615184.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -615282.625000 Penalty: 4250.236816 Iteration 7Q: 3 clusters Score -615282.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -615364.937500 Penalty: 4250.236816 Iteration 8Q: 3 clusters Score -615364.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -615450.125000 Penalty: 4250.236816 Iteration 9Q: 3 clusters Score -615450.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -615519.750000 Penalty: 4250.236816 Iteration 10Q: 3 clusters Score -615519.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -615585.250000 Penalty: 4250.236816 Iteration 11Q: 3 clusters Score -615585.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -615640.562500 Penalty: 4250.236816 Iteration 12Q: 3 clusters Score -615640.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -615695.437500 Penalty: 4250.236816 Iteration 13Q: 3 clusters Score -615695.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -615749.687500 Penalty: 4250.236816 Iteration 14Q: 3 clusters Score -615749.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -615795.375000 Penalty: 4250.236816 Iteration 15Q: 3 clusters Score -615795.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -615827.812500 Penalty: 4250.236816 Iteration 16Q: 3 clusters Score -615827.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -615852.437500 Penalty: 4250.236816 Iteration 17Q: 3 clusters Score -615852.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -615879.125000 Penalty: 4250.236816 Iteration 18Q: 3 clusters Score -615879.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -615898.562500 Penalty: 4250.236816 Iteration 19Q: 3 clusters Score -615898.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -615920.000000 Penalty: 4250.236816 Iteration 20F: 3 clusters Score -615920 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -615937.250000 Penalty: 4250.236816 Iteration 21Q: 3 clusters Score -615937.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -615958.375000 Penalty: 4250.236816 Iteration 22Q: 3 clusters Score -615958.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -615973.500000 Penalty: 4250.236816 Iteration 23Q: 3 clusters Score -615973.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -615983.687500 Penalty: 4250.236816 Iteration 24Q: 3 clusters Score -615983.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -615995.250000 Penalty: 4250.236816 Iteration 25Q: 3 clusters Score -615995.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -616001.437500 Penalty: 4250.236816 Iteration 26Q: 3 clusters Score -616001.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -616009.062500 Penalty: 4250.236816 Iteration 27Q: 3 clusters Score -616009.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -616018.687500 Penalty: 4250.236816 Iteration 28Q: 3 clusters Score -616018.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -616028.312500 Penalty: 4250.236816 Iteration 29Q: 3 clusters Score -616028.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -616033.437500 Penalty: 4250.236816 Iteration 30Q: 3 clusters Score -616033.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -616036.000000 Penalty: 4250.236816 Iteration 31Q: 3 clusters Score -616036 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -616037.625000 Penalty: 4250.236816 Iteration 32Q: 3 clusters Score -616037.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -616039.437500 Penalty: 4250.236816 Iteration 33Q: 3 clusters Score -616039.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -616041.750000 Penalty: 4250.236816 Iteration 34Q: 3 clusters Score -616041.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -616042.750000 Penalty: 4250.236816 Iteration 35Q: 3 clusters Score -616042.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -616044.500000 Penalty: 4250.236816 Iteration 36Q: 3 clusters Score -616044.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -616046.687500 Penalty: 4250.236816 Iteration 37Q: 3 clusters Score -616046.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -616049.000000 Penalty: 4250.236816 Iteration 38Q: 3 clusters Score -616049 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -616051.937500 Penalty: 4250.236816 Iteration 39Q: 3 clusters Score -616051.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -616052.687500 Penalty: 4250.236816 Iteration 40F: 3 clusters Score -616052.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -616056.062500 Penalty: 4250.236816 Iteration 41Q: 3 clusters Score -616056.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -616057.437500 Penalty: 4250.236816 Iteration 42Q: 3 clusters Score -616057.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -616056.062500 Penalty: 4250.236816 Iteration 43Q: 3 clusters Score -616056.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -616056.375000 Penalty: 4250.236816 Iteration 44Q: 3 clusters Score -616056.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -616057.687500 Penalty: 4250.236816 Iteration 45Q: 3 clusters Score -616057.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -616058.312500 Penalty: 4250.236816 Iteration 46Q: 3 clusters Score -616058.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -616060.312500 Penalty: 4250.236816 Iteration 47Q: 3 clusters Score -616060.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -616062.125000 Penalty: 4250.236816 Iteration 48Q: 3 clusters Score -616062.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -616063.250000 Penalty: 4250.236816 Iteration 49Q: 3 clusters Score -616063.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -616068.187500 Penalty: 4250.236816 Iteration 50Q: 3 clusters Score -616068.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -616071.437500 Penalty: 4250.236816 Iteration 51Q: 3 clusters Score -616071.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -616075.687500 Penalty: 4250.236816 Iteration 52Q: 3 clusters Score -616075.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -616080.187500 Penalty: 4250.236816 Iteration 53Q: 3 clusters Score -616080.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -616083.187500 Penalty: 4250.236816 Iteration 54Q: 3 clusters Score -616083.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -616086.312500 Penalty: 4250.236816 Iteration 55Q: 3 clusters Score -616086.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -616088.875000 Penalty: 4250.236816 Iteration 56Q: 3 clusters Score -616088.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -616090.750000 Penalty: 4250.236816 Iteration 57Q: 3 clusters Score -616090.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -616093.125000 Penalty: 4250.236816 Iteration 58Q: 3 clusters Score -616093.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -616095.187500 Penalty: 4250.236816 Iteration 59Q: 3 clusters Score -616095.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -616096.812500 Penalty: 4250.236816 Iteration 60F: 3 clusters Score -616096.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -616098.500000 Penalty: 4250.236816 Iteration 61Q: 3 clusters Score -616098.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -616098.812500 Penalty: 4250.236816 Iteration 62Q: 3 clusters Score -616098.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -616099.687500 Penalty: 4250.236816 Iteration 63Q: 3 clusters Score -616099.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -616102.687500 Penalty: 4250.236816 Iteration 64Q: 3 clusters Score -616102.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -616103.562500 Penalty: 4250.236816 Iteration 65Q: 3 clusters Score -616103.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -616105.250000 Penalty: 4250.236816 Iteration 66Q: 3 clusters Score -616105.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -616106.687500 Penalty: 4250.236816 Iteration 67Q: 3 clusters Score -616106.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -616107.937500 Penalty: 4250.236816 Iteration 68Q: 3 clusters Score -616107.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -616107.937500 Penalty: 4250.236816 Iteration 69Q: 3 clusters Score -616107.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -616110.000000 Penalty: 4250.236816 Iteration 70Q: 3 clusters Score -616110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -616109.687500 Penalty: 4250.236816 Iteration 71Q: 3 clusters Score -616109.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -616111.687500 Penalty: 4250.236816 Iteration 72Q: 3 clusters Score -616111.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -616113.625000 Penalty: 4250.236816 Iteration 73Q: 3 clusters Score -616113.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -616114.375000 Penalty: 4250.236816 Iteration 74Q: 3 clusters Score -616114.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -616117.500000 Penalty: 4250.236816 Iteration 75Q: 3 clusters Score -616117.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -616120.625000 Penalty: 4250.236816 Iteration 76Q: 3 clusters Score -616120.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -616123.250000 Penalty: 4250.236816 Iteration 77Q: 3 clusters Score -616123.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -616127.437500 Penalty: 4250.236816 Iteration 78Q: 3 clusters Score -616127.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -616129.875000 Penalty: 4250.236816 Iteration 79Q: 3 clusters Score -616129.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -616131.375000 Penalty: 4250.236816 Iteration 80F: 3 clusters Score -616131.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -616134.625000 Penalty: 4250.236816 Iteration 81Q: 3 clusters Score -616134.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -616134.437500 Penalty: 4250.236816 Iteration 82Q: 3 clusters Score -616134.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -616134.437500 Penalty: 4250.236816 Iteration 83F: 3 clusters Score -616134.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Entering Unmasked Estep Score: -677372.187500 Penalty: 2147.054199 Iteration 0F: 2 clusters Score -677372.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -672343.812500 Penalty: 4294.108398 Iteration 0F: 3 clusters Score -672343.8 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -673561.250000 Penalty: 4294.108398 Iteration 1F: 3 clusters Score -673561.2 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -673789.000000 Penalty: 4294.108398 Iteration 2F: 3 clusters Score -673789 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -673908.562500 Penalty: 4294.108398 Iteration 3Q: 3 clusters Score -673908.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -673986.625000 Penalty: 4294.108398 Iteration 4Q: 3 clusters Score -673986.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -674046.875000 Penalty: 4294.108398 Iteration 5Q: 3 clusters Score -674046.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -674084.437500 Penalty: 4294.108398 Iteration 6Q: 3 clusters Score -674084.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -674122.312500 Penalty: 4294.108398 Iteration 7Q: 3 clusters Score -674122.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -674159.812500 Penalty: 4294.108398 Iteration 8Q: 3 clusters Score -674159.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -674190.375000 Penalty: 4294.108398 Iteration 9Q: 3 clusters Score -674190.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -674227.125000 Penalty: 4294.108398 Iteration 10Q: 3 clusters Score -674227.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -674264.687500 Penalty: 4294.108398 Iteration 11Q: 3 clusters Score -674264.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -674310.062500 Penalty: 4294.108398 Iteration 12Q: 3 clusters Score -674310.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -674346.187500 Penalty: 4294.108398 Iteration 13Q: 3 clusters Score -674346.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -674380.562500 Penalty: 4294.108398 Iteration 14Q: 3 clusters Score -674380.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -674411.937500 Penalty: 4294.108398 Iteration 15Q: 3 clusters Score -674411.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -674439.125000 Penalty: 4294.108398 Iteration 16Q: 3 clusters Score -674439.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -674476.187500 Penalty: 4294.108398 Iteration 17Q: 3 clusters Score -674476.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -674507.625000 Penalty: 4294.108398 Iteration 18Q: 3 clusters Score -674507.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -674538.562500 Penalty: 4294.108398 Iteration 19Q: 3 clusters Score -674538.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -674564.125000 Penalty: 4294.108398 Iteration 20F: 3 clusters Score -674564.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -674589.187500 Penalty: 4294.108398 Iteration 21Q: 3 clusters Score -674589.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -674618.750000 Penalty: 4294.108398 Iteration 22Q: 3 clusters Score -674618.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -674648.625000 Penalty: 4294.108398 Iteration 23Q: 3 clusters Score -674648.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -674688.937500 Penalty: 4294.108398 Iteration 24Q: 3 clusters Score -674688.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -674719.187500 Penalty: 4294.108398 Iteration 25Q: 3 clusters Score -674719.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -674747.375000 Penalty: 4294.108398 Iteration 26Q: 3 clusters Score -674747.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -674778.937500 Penalty: 4294.108398 Iteration 27Q: 3 clusters Score -674778.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -674806.875000 Penalty: 4294.108398 Iteration 28Q: 3 clusters Score -674806.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -674840.125000 Penalty: 4294.108398 Iteration 29Q: 3 clusters Score -674840.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -674865.250000 Penalty: 4294.108398 Iteration 30Q: 3 clusters Score -674865.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -674891.062500 Penalty: 4294.108398 Iteration 31Q: 3 clusters Score -674891.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -674913.500000 Penalty: 4294.108398 Iteration 32Q: 3 clusters Score -674913.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -674942.375000 Penalty: 4294.108398 Iteration 33Q: 3 clusters Score -674942.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -674971.875000 Penalty: 4294.108398 Iteration 34Q: 3 clusters Score -674971.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -675007.125000 Penalty: 4294.108398 Iteration 35Q: 3 clusters Score -675007.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -675059.812500 Penalty: 4294.108398 Iteration 36Q: 3 clusters Score -675059.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -675103.125000 Penalty: 4294.108398 Iteration 37Q: 3 clusters Score -675103.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -675146.937500 Penalty: 4294.108398 Iteration 38Q: 3 clusters Score -675146.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -675178.437500 Penalty: 4294.108398 Iteration 39Q: 3 clusters Score -675178.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -675206.062500 Penalty: 4294.108398 Iteration 40F: 3 clusters Score -675206.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -675226.437500 Penalty: 4294.108398 Iteration 41Q: 3 clusters Score -675226.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -675241.875000 Penalty: 4294.108398 Iteration 42Q: 3 clusters Score -675241.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -675257.500000 Penalty: 4294.108398 Iteration 43Q: 3 clusters Score -675257.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -675271.187500 Penalty: 4294.108398 Iteration 44Q: 3 clusters Score -675271.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -675285.750000 Penalty: 4294.108398 Iteration 45Q: 3 clusters Score -675285.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -675298.312500 Penalty: 4294.108398 Iteration 46Q: 3 clusters Score -675298.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -675308.562500 Penalty: 4294.108398 Iteration 47Q: 3 clusters Score -675308.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -675315.937500 Penalty: 4294.108398 Iteration 48Q: 3 clusters Score -675315.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -675324.250000 Penalty: 4294.108398 Iteration 49Q: 3 clusters Score -675324.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -675336.625000 Penalty: 4294.108398 Iteration 50Q: 3 clusters Score -675336.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -675349.125000 Penalty: 4294.108398 Iteration 51Q: 3 clusters Score -675349.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -675357.187500 Penalty: 4294.108398 Iteration 52Q: 3 clusters Score -675357.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -675362.312500 Penalty: 4294.108398 Iteration 53Q: 3 clusters Score -675362.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -675368.562500 Penalty: 4294.108398 Iteration 54Q: 3 clusters Score -675368.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -675371.562500 Penalty: 4294.108398 Iteration 55Q: 3 clusters Score -675371.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -675377.187500 Penalty: 4294.108398 Iteration 56Q: 3 clusters Score -675377.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -675382.062500 Penalty: 4294.108398 Iteration 57Q: 3 clusters Score -675382.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -675387.750000 Penalty: 4294.108398 Iteration 58Q: 3 clusters Score -675387.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -675390.437500 Penalty: 4294.108398 Iteration 59Q: 3 clusters Score -675390.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -675396.250000 Penalty: 4294.108398 Iteration 60F: 3 clusters Score -675396.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -675400.687500 Penalty: 4294.108398 Iteration 61Q: 3 clusters Score -675400.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -675403.875000 Penalty: 4294.108398 Iteration 62Q: 3 clusters Score -675403.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -675408.062500 Penalty: 4294.108398 Iteration 63Q: 3 clusters Score -675408.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -675410.750000 Penalty: 4294.108398 Iteration 64Q: 3 clusters Score -675410.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -675414.312500 Penalty: 4294.108398 Iteration 65Q: 3 clusters Score -675414.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -675417.000000 Penalty: 4294.108398 Iteration 66Q: 3 clusters Score -675417 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -675420.875000 Penalty: 4294.108398 Iteration 67Q: 3 clusters Score -675420.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -675421.750000 Penalty: 4294.108398 Iteration 68Q: 3 clusters Score -675421.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -675423.562500 Penalty: 4294.108398 Iteration 69Q: 3 clusters Score -675423.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -675426.750000 Penalty: 4294.108398 Iteration 70Q: 3 clusters Score -675426.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -675428.375000 Penalty: 4294.108398 Iteration 71Q: 3 clusters Score -675428.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -675431.375000 Penalty: 4294.108398 Iteration 72Q: 3 clusters Score -675431.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -675431.125000 Penalty: 4294.108398 Iteration 73Q: 3 clusters Score -675431.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -675431.125000 Penalty: 4294.108398 Iteration 74F: 3 clusters Score -675431.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69617.351562 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69617.35 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -69847.398438 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69847.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -69943.312500 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -69943.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -70027.648438 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -70027.65 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -70121.656250 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -70121.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -70261.742188 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -70261.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -70599.523438 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -70599.52 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -70741.289062 Penalty: 3217.891357 Iteration 7F: 3 clusters Score -70741.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -70844.343750 Penalty: 3217.891357 Iteration 8F: 3 clusters Score -70844.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -70897.632812 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -70897.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -70921.421875 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -70921.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -70921.421875 Penalty: 3217.891357 Iteration 11F: 3 clusters Score -70921.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (26053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26053 members Entering Unmasked Estep Score: -3139939.500000 Penalty: 2521.636475 Iteration 0F: 2 clusters Score -3139940 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12933 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -3121948.750000 Penalty: 5043.272949 Iteration 0F: 3 clusters Score -3121949 nChanged 11674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12363 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -3128462.000000 Penalty: 5043.272949 Iteration 1F: 3 clusters Score -3128462 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 13979 members Entering Unmasked Estep Score: -3129196.000000 Penalty: 5043.272949 Iteration 2F: 3 clusters Score -3129196 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 14299 members Entering Unmasked Estep Score: -3129908.250000 Penalty: 5043.272949 Iteration 3F: 3 clusters Score -3129908 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -3130641.500000 Penalty: 5043.272949 Iteration 4F: 3 clusters Score -3130642 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 15146 members Entering Unmasked Estep Score: -3131483.750000 Penalty: 5043.272949 Iteration 5F: 3 clusters Score -3131484 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -3132348.500000 Penalty: 5043.272949 Iteration 6F: 3 clusters Score -3132348 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -3133241.000000 Penalty: 5043.272949 Iteration 7F: 3 clusters Score -3133241 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -3134039.250000 Penalty: 5043.272949 Iteration 8Q: 3 clusters Score -3134039 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 16927 members Entering Unmasked Estep Score: -3134703.750000 Penalty: 5043.272949 Iteration 9Q: 3 clusters Score -3134704 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 17267 members Entering Unmasked Estep Score: -3135224.250000 Penalty: 5043.272949 Iteration 10Q: 3 clusters Score -3135224 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 17552 members Entering Unmasked Estep Score: -3135564.000000 Penalty: 5043.272949 Iteration 11Q: 3 clusters Score -3135564 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 17739 members Entering Unmasked Estep Score: -3135771.500000 Penalty: 5043.272949 Iteration 12Q: 3 clusters Score -3135772 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 17908 members Entering Unmasked Estep Score: -3135891.250000 Penalty: 5043.272949 Iteration 13Q: 3 clusters Score -3135891 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 18077 members Entering Unmasked Estep Score: -3136003.750000 Penalty: 5043.272949 Iteration 14Q: 3 clusters Score -3136004 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 18245 members Entering Unmasked Estep Score: -3136073.750000 Penalty: 5043.272949 Iteration 15Q: 3 clusters Score -3136074 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 18422 members Entering Unmasked Estep Score: -3136135.250000 Penalty: 5043.272949 Iteration 16Q: 3 clusters Score -3136135 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 18594 members Entering Unmasked Estep Score: -3136187.500000 Penalty: 5043.272949 Iteration 17Q: 3 clusters Score -3136188 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 18788 members Entering Unmasked Estep Score: -3136239.750000 Penalty: 5043.272949 Iteration 18Q: 3 clusters Score -3136240 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 18986 members Entering Unmasked Estep Score: -3136303.500000 Penalty: 5043.272949 Iteration 19Q: 3 clusters Score -3136304 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 19189 members Entering Unmasked Estep Score: -3136395.250000 Penalty: 5043.272949 Iteration 20F: 3 clusters Score -3136395 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -3136480.500000 Penalty: 5043.272949 Iteration 21Q: 3 clusters Score -3136480 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 19607 members Entering Unmasked Estep Score: -3136553.250000 Penalty: 5043.272949 Iteration 22Q: 3 clusters Score -3136553 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 19828 members Entering Unmasked Estep Score: -3136651.000000 Penalty: 5043.272949 Iteration 23Q: 3 clusters Score -3136651 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 20058 members Entering Unmasked Estep Score: -3136756.000000 Penalty: 5043.272949 Iteration 24Q: 3 clusters Score -3136756 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 20284 members Entering Unmasked Estep Score: -3136849.750000 Penalty: 5043.272949 Iteration 25Q: 3 clusters Score -3136850 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -3136940.750000 Penalty: 5043.272949 Iteration 26Q: 3 clusters Score -3136941 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -3137040.750000 Penalty: 5043.272949 Iteration 27Q: 3 clusters Score -3137041 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 20890 members Entering Unmasked Estep Score: -3137158.500000 Penalty: 5043.272949 Iteration 28Q: 3 clusters Score -3137158 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 21104 members Entering Unmasked Estep Score: -3137267.500000 Penalty: 5043.272949 Iteration 29Q: 3 clusters Score -3137268 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 21304 members Entering Unmasked Estep Score: -3137363.250000 Penalty: 5043.272949 Iteration 30Q: 3 clusters Score -3137363 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -3137438.250000 Penalty: 5043.272949 Iteration 31Q: 3 clusters Score -3137438 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 21608 members Entering Unmasked Estep Score: -3137488.500000 Penalty: 5043.272949 Iteration 32Q: 3 clusters Score -3137488 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 21721 members Entering Unmasked Estep Score: -3137530.500000 Penalty: 5043.272949 Iteration 33Q: 3 clusters Score -3137530 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 21835 members Entering Unmasked Estep Score: -3137563.500000 Penalty: 5043.272949 Iteration 34Q: 3 clusters Score -3137564 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 21942 members Entering Unmasked Estep Score: -3137596.250000 Penalty: 5043.272949 Iteration 35Q: 3 clusters Score -3137596 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 22030 members Entering Unmasked Estep Score: -3137628.250000 Penalty: 5043.272949 Iteration 36Q: 3 clusters Score -3137628 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 22111 members Entering Unmasked Estep Score: -3137641.000000 Penalty: 5043.272949 Iteration 37Q: 3 clusters Score -3137641 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -3137669.750000 Penalty: 5043.272949 Iteration 38Q: 3 clusters Score -3137670 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 22228 members Entering Unmasked Estep Score: -3137673.000000 Penalty: 5043.272949 Iteration 39Q: 3 clusters Score -3137673 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 22278 members Entering Unmasked Estep Score: -3137678.500000 Penalty: 5043.272949 Iteration 40F: 3 clusters Score -3137678 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 22326 members Entering Unmasked Estep Score: -3137701.500000 Penalty: 5043.272949 Iteration 41Q: 3 clusters Score -3137702 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 22382 members Entering Unmasked Estep Score: -3137714.000000 Penalty: 5043.272949 Iteration 42Q: 3 clusters Score -3137714 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -3137716.250000 Penalty: 5043.272949 Iteration 43Q: 3 clusters Score -3137716 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 22453 members Entering Unmasked Estep Score: -3137714.250000 Penalty: 5043.272949 Iteration 44Q: 3 clusters Score -3137714 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 22480 members Entering Unmasked Estep Score: -3137729.750000 Penalty: 5043.272949 Iteration 45Q: 3 clusters Score -3137730 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 22509 members Entering Unmasked Estep Score: -3137739.250000 Penalty: 5043.272949 Iteration 46Q: 3 clusters Score -3137739 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 22537 members Entering Unmasked Estep Score: -3137750.500000 Penalty: 5043.272949 Iteration 47Q: 3 clusters Score -3137750 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 22564 members Entering Unmasked Estep Score: -3137753.000000 Penalty: 5043.272949 Iteration 48Q: 3 clusters Score -3137753 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 22593 members Entering Unmasked Estep Score: -3137754.250000 Penalty: 5043.272949 Iteration 49Q: 3 clusters Score -3137754 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 22616 members Entering Unmasked Estep Score: -3137750.250000 Penalty: 5043.272949 Iteration 50Q: 3 clusters Score -3137750 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 22637 members Entering Unmasked Estep Score: -3137761.750000 Penalty: 5043.272949 Iteration 51Q: 3 clusters Score -3137762 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 22655 members Entering Unmasked Estep Score: -3137767.500000 Penalty: 5043.272949 Iteration 52Q: 3 clusters Score -3137768 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 22676 members Entering Unmasked Estep Score: -3137773.500000 Penalty: 5043.272949 Iteration 53Q: 3 clusters Score -3137774 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 22693 members Entering Unmasked Estep Score: -3137768.000000 Penalty: 5043.272949 Iteration 54Q: 3 clusters Score -3137768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 22706 members Entering Unmasked Estep Score: -3137769.500000 Penalty: 5043.272949 Iteration 55Q: 3 clusters Score -3137770 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 22714 members Entering Unmasked Estep Score: -3137768.750000 Penalty: 5043.272949 Iteration 56Q: 3 clusters Score -3137769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 22721 members Entering Unmasked Estep Score: -3137769.250000 Penalty: 5043.272949 Iteration 57Q: 3 clusters Score -3137769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 22730 members Entering Unmasked Estep Score: -3137765.000000 Penalty: 5043.272949 Iteration 58Q: 3 clusters Score -3137765 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -3137762.500000 Penalty: 5043.272949 Iteration 59Q: 3 clusters Score -3137762 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 22754 members Entering Unmasked Estep Score: -3137773.500000 Penalty: 5043.272949 Iteration 60F: 3 clusters Score -3137774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 22761 members Entering Unmasked Estep Score: -3137769.250000 Penalty: 5043.272949 Iteration 61Q: 3 clusters Score -3137769 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 22767 members Entering Unmasked Estep Score: -3137768.000000 Penalty: 5043.272949 Iteration 62Q: 3 clusters Score -3137768 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 22773 members Entering Unmasked Estep Score: -3137771.000000 Penalty: 5043.272949 Iteration 63Q: 3 clusters Score -3137771 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -3137777.750000 Penalty: 5043.272949 Iteration 64Q: 3 clusters Score -3137778 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 22796 members Entering Unmasked Estep Score: -3137779.000000 Penalty: 5043.272949 Iteration 65Q: 3 clusters Score -3137779 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 22805 members Entering Unmasked Estep Score: -3137781.000000 Penalty: 5043.272949 Iteration 66Q: 3 clusters Score -3137781 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 22815 members Entering Unmasked Estep Score: -3137781.000000 Penalty: 5043.272949 Iteration 67Q: 3 clusters Score -3137781 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 22828 members Entering Unmasked Estep Score: -3137779.250000 Penalty: 5043.272949 Iteration 68Q: 3 clusters Score -3137779 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 22842 members Entering Unmasked Estep Score: -3137785.000000 Penalty: 5043.272949 Iteration 69Q: 3 clusters Score -3137785 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -3137789.750000 Penalty: 5043.272949 Iteration 70Q: 3 clusters Score -3137790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 22862 members Entering Unmasked Estep Score: -3137794.500000 Penalty: 5043.272949 Iteration 71Q: 3 clusters Score -3137794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 22866 members Entering Unmasked Estep Score: -3137797.750000 Penalty: 5043.272949 Iteration 72Q: 3 clusters Score -3137798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 22871 members Entering Unmasked Estep Score: -3137792.250000 Penalty: 5043.272949 Iteration 73Q: 3 clusters Score -3137792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 22874 members Entering Unmasked Estep Score: -3137795.250000 Penalty: 5043.272949 Iteration 74Q: 3 clusters Score -3137795 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 22875 members Entering Unmasked Estep Score: -3137798.250000 Penalty: 5043.272949 Iteration 75Q: 3 clusters Score -3137798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 22876 members Entering Unmasked Estep Score: -3137797.250000 Penalty: 5043.272949 Iteration 76Q: 3 clusters Score -3137797 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -3137794.500000 Penalty: 5043.272949 Iteration 77Q: 3 clusters Score -3137794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 22879 members Entering Unmasked Estep Score: -3137796.000000 Penalty: 5043.272949 Iteration 78Q: 3 clusters Score -3137796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -3137796.500000 Penalty: 5043.272949 Iteration 79Q: 3 clusters Score -3137796 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -3137798.750000 Penalty: 5043.272949 Iteration 80F: 3 clusters Score -3137799 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 22890 members Entering Unmasked Estep Score: -3137804.750000 Penalty: 5043.272949 Iteration 81Q: 3 clusters Score -3137805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 22893 members Entering Unmasked Estep Score: -3137802.500000 Penalty: 5043.272949 Iteration 82Q: 3 clusters Score -3137802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 22895 members Entering Unmasked Estep Score: -3137800.250000 Penalty: 5043.272949 Iteration 83Q: 3 clusters Score -3137800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 22895 members Entering Unmasked Estep Score: -3137800.250000 Penalty: 5043.272949 Iteration 84F: 3 clusters Score -3137800 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (41022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41022 members Entering Unmasked Estep Score: -5065548.000000 Penalty: 2634.222168 Iteration 0F: 2 clusters Score -5065548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20391 members Mstep: Class 2 contains 20631 members Entering Unmasked Estep Score: -5037858.000000 Penalty: 5268.444336 Iteration 0F: 3 clusters Score -5037858 nChanged 18752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19341 members Mstep: Class 2 contains 21681 members Entering Unmasked Estep Score: -5048191.000000 Penalty: 5268.444336 Iteration 1F: 3 clusters Score -5048191 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18665 members Mstep: Class 2 contains 22357 members Entering Unmasked Estep Score: -5048834.000000 Penalty: 5268.444336 Iteration 2Q: 3 clusters Score -5048834 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17683 members Mstep: Class 2 contains 23339 members Entering Unmasked Estep Score: -5049499.000000 Penalty: 5268.444336 Iteration 3Q: 3 clusters Score -5049499 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 24657 members Entering Unmasked Estep Score: -5050346.000000 Penalty: 5268.444336 Iteration 4Q: 3 clusters Score -5050346 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14609 members Mstep: Class 2 contains 26413 members Entering Unmasked Estep Score: -5051528.500000 Penalty: 5268.444336 Iteration 5F: 3 clusters Score -5051528 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 28647 members Entering Unmasked Estep Score: -5053111.000000 Penalty: 5268.444336 Iteration 6F: 3 clusters Score -5053111 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 31222 members Entering Unmasked Estep Score: -5055046.000000 Penalty: 5268.444336 Iteration 7F: 3 clusters Score -5055046 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 33786 members Entering Unmasked Estep Score: -5057171.000000 Penalty: 5268.444336 Iteration 8F: 3 clusters Score -5057171 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 36193 members Entering Unmasked Estep Score: -5059227.000000 Penalty: 5268.444336 Iteration 9F: 3 clusters Score -5059227 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 38025 members Entering Unmasked Estep Score: -5060820.500000 Penalty: 5268.444336 Iteration 10Q: 3 clusters Score -5060820 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 39247 members Entering Unmasked Estep Score: -5061891.000000 Penalty: 5268.444336 Iteration 11Q: 3 clusters Score -5061891 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 39923 members Entering Unmasked Estep Score: -5062491.500000 Penalty: 5268.444336 Iteration 12Q: 3 clusters Score -5062492 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 40274 members Entering Unmasked Estep Score: -5062804.000000 Penalty: 5268.444336 Iteration 13Q: 3 clusters Score -5062804 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 40433 members Entering Unmasked Estep Score: -5062982.500000 Penalty: 5268.444336 Iteration 14Q: 3 clusters Score -5062982 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 40510 members Entering Unmasked Estep Score: -5063077.000000 Penalty: 5268.444336 Iteration 15Q: 3 clusters Score -5063077 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 40557 members Entering Unmasked Estep Score: -5063134.500000 Penalty: 5268.444336 Iteration 16Q: 3 clusters Score -5063134 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 40584 members Entering Unmasked Estep Score: -5063170.000000 Penalty: 5268.444336 Iteration 17Q: 3 clusters Score -5063170 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 40594 members Entering Unmasked Estep Score: -5063183.500000 Penalty: 5268.444336 Iteration 18Q: 3 clusters Score -5063184 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 40602 members Entering Unmasked Estep Score: -5063196.500000 Penalty: 5268.444336 Iteration 19Q: 3 clusters Score -5063196 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 40608 members Entering Unmasked Estep Score: -5063216.500000 Penalty: 5268.444336 Iteration 20F: 3 clusters Score -5063216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 40614 members Entering Unmasked Estep Score: -5063222.000000 Penalty: 5268.444336 Iteration 21Q: 3 clusters Score -5063222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 40623 members Entering Unmasked Estep Score: -5063229.500000 Penalty: 5268.444336 Iteration 22Q: 3 clusters Score -5063230 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 40628 members Entering Unmasked Estep Score: -5063243.000000 Penalty: 5268.444336 Iteration 23Q: 3 clusters Score -5063243 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 40631 members Entering Unmasked Estep Score: -5063242.500000 Penalty: 5268.444336 Iteration 24Q: 3 clusters Score -5063242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 40633 members Entering Unmasked Estep Score: -5063242.500000 Penalty: 5268.444336 Iteration 25Q: 3 clusters Score -5063242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 40635 members Entering Unmasked Estep Score: -5063244.000000 Penalty: 5268.444336 Iteration 26Q: 3 clusters Score -5063244 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 40636 members Entering Unmasked Estep Score: -5063249.500000 Penalty: 5268.444336 Iteration 27Q: 3 clusters Score -5063250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 40636 members Entering Unmasked Estep Score: -5063249.500000 Penalty: 5268.444336 Iteration 28F: 3 clusters Score -5063250 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -71456.320312 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71456.32 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -71891.132812 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -71891.13 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -72186.218750 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72186.22 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -72631.507812 Penalty: 3259.157959 Iteration 3F: 3 clusters Score -72631.51 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -72876.523438 Penalty: 3259.157959 Iteration 4F: 3 clusters Score -72876.52 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -73040.007812 Penalty: 3259.157959 Iteration 5F: 3 clusters Score -73040.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -73107.632812 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -73107.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -73149.367188 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -73149.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -73187.796875 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -73187.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -73194.562500 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -73194.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -73201.929688 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -73201.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -73209.937500 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -73209.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -73226.867188 Penalty: 3259.157959 Iteration 12Q: 3 clusters Score -73226.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -73233.171875 Penalty: 3259.157959 Iteration 13Q: 3 clusters Score -73233.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -73244.507812 Penalty: 3259.157959 Iteration 14Q: 3 clusters Score -73244.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -73251.742188 Penalty: 3259.157959 Iteration 15Q: 3 clusters Score -73251.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -73258.390625 Penalty: 3259.157959 Iteration 16Q: 3 clusters Score -73258.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -73261.992188 Penalty: 3259.157959 Iteration 17Q: 3 clusters Score -73261.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -73261.992188 Penalty: 3259.157959 Iteration 18F: 3 clusters Score -73261.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 32492 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13147 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42388 members Mstep: Class 7 contains 7346 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 45743 members Mstep: Class 10 contains 1433 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6646 members Mstep: Class 14 contains 8723 members Mstep: Class 15 contains 153070 members Mstep: Class 16 contains 5266 members Mstep: Class 17 contains 5753 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26053 members Mstep: Class 20 contains 41022 members Mstep: Class 21 contains 137 members Mstep: Class 22 contains 412 members Mstep: Class 23 contains 577 members Entering Unmasked Estep Score: -52021804.000000 Penalty: 74024.335938 Splitting cluster 21 changes total score from -52023080.000000 to -52021804.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Entering Unmasked Estep Score: -43714.359375 Penalty: 1493.213745 Iteration 0F: 2 clusters Score -43714.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -42386.878906 Penalty: 2986.427490 Iteration 0F: 3 clusters Score -42386.88 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -42544.843750 Penalty: 2986.427490 Iteration 1F: 3 clusters Score -42544.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -42576.160156 Penalty: 2986.427490 Iteration 2Q: 3 clusters Score -42576.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -42585.093750 Penalty: 2986.427490 Iteration 3Q: 3 clusters Score -42585.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -42593.167969 Penalty: 2986.427490 Iteration 4Q: 3 clusters Score -42593.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -42597.199219 Penalty: 2986.427490 Iteration 5Q: 3 clusters Score -42597.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -42604.667969 Penalty: 2986.427490 Iteration 6Q: 3 clusters Score -42604.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -42611.289062 Penalty: 2986.427490 Iteration 7Q: 3 clusters Score -42611.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -42611.289062 Penalty: 2986.427490 Iteration 8F: 3 clusters Score -42611.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 32492 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13147 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42388 members Mstep: Class 7 contains 7346 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 45743 members Mstep: Class 10 contains 1433 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 6646 members Mstep: Class 14 contains 8723 members Mstep: Class 15 contains 153070 members Mstep: Class 16 contains 5266 members Mstep: Class 17 contains 5753 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26053 members Mstep: Class 20 contains 41022 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023308.000000 Penalty: 70805.890625 Iteration 119Q: 23 clusters Score -5.202331e+07 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 33338 members Mstep: Class 2 contains 24702 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13148 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42386 members Mstep: Class 7 contains 7361 members Mstep: Class 8 contains 12793 members Mstep: Class 9 contains 44978 members Mstep: Class 10 contains 1431 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6658 members Mstep: Class 14 contains 8724 members Mstep: Class 15 contains 153067 members Mstep: Class 16 contains 5273 members Mstep: Class 17 contains 5763 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26093 members Mstep: Class 20 contains 41027 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023424.000000 Penalty: 70805.890625 Iteration 120F: 23 clusters Score -5.202342e+07 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 34257 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13150 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42384 members Mstep: Class 7 contains 7373 members Mstep: Class 8 contains 12620 members Mstep: Class 9 contains 44151 members Mstep: Class 10 contains 1427 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6668 members Mstep: Class 14 contains 8721 members Mstep: Class 15 contains 153078 members Mstep: Class 16 contains 5277 members Mstep: Class 17 contains 5772 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26132 members Mstep: Class 20 contains 41027 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023540.000000 Penalty: 70805.890625 Iteration 121Q: 23 clusters Score -5.202354e+07 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 35219 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13152 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42384 members Mstep: Class 7 contains 7389 members Mstep: Class 8 contains 12448 members Mstep: Class 9 contains 43276 members Mstep: Class 10 contains 1427 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6676 members Mstep: Class 14 contains 8720 members Mstep: Class 15 contains 153076 members Mstep: Class 16 contains 5281 members Mstep: Class 17 contains 5776 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26182 members Mstep: Class 20 contains 41027 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52023740.000000 Penalty: 70805.890625 Iteration 122Q: 23 clusters Score -5.202374e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 36130 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13159 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42382 members Mstep: Class 7 contains 7401 members Mstep: Class 8 contains 12254 members Mstep: Class 9 contains 42442 members Mstep: Class 10 contains 1426 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6684 members Mstep: Class 14 contains 8722 members Mstep: Class 15 contains 153090 members Mstep: Class 16 contains 5285 members Mstep: Class 17 contains 5789 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26235 members Mstep: Class 20 contains 41034 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52024004.000000 Penalty: 70805.890625 Iteration 123Q: 23 clusters Score -5.2024e+07 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 37041 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13162 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42380 members Mstep: Class 7 contains 7415 members Mstep: Class 8 contains 12067 members Mstep: Class 9 contains 41619 members Mstep: Class 10 contains 1430 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 6694 members Mstep: Class 14 contains 8725 members Mstep: Class 15 contains 153092 members Mstep: Class 16 contains 5292 members Mstep: Class 17 contains 5793 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26289 members Mstep: Class 20 contains 41033 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52024156.000000 Penalty: 70805.890625 Iteration 124Q: 23 clusters Score -5.202416e+07 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 37940 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13162 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42378 members Mstep: Class 7 contains 7437 members Mstep: Class 8 contains 11881 members Mstep: Class 9 contains 40778 members Mstep: Class 10 contains 1430 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6702 members Mstep: Class 14 contains 8729 members Mstep: Class 15 contains 153097 members Mstep: Class 16 contains 5307 members Mstep: Class 17 contains 5803 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26362 members Mstep: Class 20 contains 41026 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52024412.000000 Penalty: 70805.890625 Iteration 125Q: 23 clusters Score -5.202441e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 38840 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13170 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42377 members Mstep: Class 7 contains 7463 members Mstep: Class 8 contains 11717 members Mstep: Class 9 contains 39909 members Mstep: Class 10 contains 1427 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6715 members Mstep: Class 14 contains 8729 members Mstep: Class 15 contains 153114 members Mstep: Class 16 contains 5325 members Mstep: Class 17 contains 5800 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26430 members Mstep: Class 20 contains 41019 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52024700.000000 Penalty: 70805.890625 Iteration 126Q: 23 clusters Score -5.20247e+07 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 39704 members Mstep: Class 2 contains 24701 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13174 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42376 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 11544 members Mstep: Class 9 contains 39072 members Mstep: Class 10 contains 1426 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 6725 members Mstep: Class 14 contains 8727 members Mstep: Class 15 contains 153119 members Mstep: Class 16 contains 5354 members Mstep: Class 17 contains 5799 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26522 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52024904.000000 Penalty: 70805.890625 Iteration 127Q: 23 clusters Score -5.20249e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 40556 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13175 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42376 members Mstep: Class 7 contains 7505 members Mstep: Class 8 contains 11349 members Mstep: Class 9 contains 38250 members Mstep: Class 10 contains 1427 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 6737 members Mstep: Class 14 contains 8726 members Mstep: Class 15 contains 153125 members Mstep: Class 16 contains 5370 members Mstep: Class 17 contains 5810 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26629 members Mstep: Class 20 contains 41005 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52024872.000000 Penalty: 70805.890625 Iteration 128Q: 23 clusters Score -5.202487e+07 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 41410 members Mstep: Class 2 contains 24694 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13178 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42374 members Mstep: Class 7 contains 7528 members Mstep: Class 8 contains 11168 members Mstep: Class 9 contains 37411 members Mstep: Class 10 contains 1422 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 6749 members Mstep: Class 14 contains 8722 members Mstep: Class 15 contains 153119 members Mstep: Class 16 contains 5400 members Mstep: Class 17 contains 5819 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26744 members Mstep: Class 20 contains 41001 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52025420.000000 Penalty: 70805.890625 Iteration 129Q: 23 clusters Score -5.202542e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 42207 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13181 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42373 members Mstep: Class 7 contains 7558 members Mstep: Class 8 contains 10995 members Mstep: Class 9 contains 36621 members Mstep: Class 10 contains 1421 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 6765 members Mstep: Class 14 contains 8724 members Mstep: Class 15 contains 153111 members Mstep: Class 16 contains 5431 members Mstep: Class 17 contains 5826 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26842 members Mstep: Class 20 contains 40993 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52025512.000000 Penalty: 70805.890625 Iteration 130Q: 23 clusters Score -5.202551e+07 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 43005 members Mstep: Class 2 contains 24693 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13188 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42372 members Mstep: Class 7 contains 7585 members Mstep: Class 8 contains 10840 members Mstep: Class 9 contains 35840 members Mstep: Class 10 contains 1421 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6780 members Mstep: Class 14 contains 8717 members Mstep: Class 15 contains 153100 members Mstep: Class 16 contains 5457 members Mstep: Class 17 contains 5838 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26913 members Mstep: Class 20 contains 40991 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52025576.000000 Penalty: 70805.890625 Iteration 131Q: 23 clusters Score -5.202558e+07 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 43754 members Mstep: Class 2 contains 24693 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13191 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42370 members Mstep: Class 7 contains 7598 members Mstep: Class 8 contains 10688 members Mstep: Class 9 contains 35119 members Mstep: Class 10 contains 1420 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6792 members Mstep: Class 14 contains 8715 members Mstep: Class 15 contains 153096 members Mstep: Class 16 contains 5478 members Mstep: Class 17 contains 5850 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 26981 members Mstep: Class 20 contains 40995 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52025844.000000 Penalty: 70805.890625 Iteration 132Q: 23 clusters Score -5.202584e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 44500 members Mstep: Class 2 contains 24698 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13197 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42367 members Mstep: Class 7 contains 7611 members Mstep: Class 8 contains 10559 members Mstep: Class 9 contains 34406 members Mstep: Class 10 contains 1419 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6800 members Mstep: Class 14 contains 8715 members Mstep: Class 15 contains 153098 members Mstep: Class 16 contains 5487 members Mstep: Class 17 contains 5852 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27035 members Mstep: Class 20 contains 40996 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52026004.000000 Penalty: 70805.890625 Iteration 133Q: 23 clusters Score -5.2026e+07 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 45254 members Mstep: Class 2 contains 24695 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13204 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42365 members Mstep: Class 7 contains 7625 members Mstep: Class 8 contains 10423 members Mstep: Class 9 contains 33681 members Mstep: Class 10 contains 1422 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 6804 members Mstep: Class 14 contains 8716 members Mstep: Class 15 contains 153106 members Mstep: Class 16 contains 5493 members Mstep: Class 17 contains 5864 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27091 members Mstep: Class 20 contains 40999 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52026168.000000 Penalty: 70805.890625 Iteration 134Q: 23 clusters Score -5.202617e+07 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 45991 members Mstep: Class 2 contains 24696 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13213 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42358 members Mstep: Class 7 contains 7640 members Mstep: Class 8 contains 10311 members Mstep: Class 9 contains 32964 members Mstep: Class 10 contains 1424 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 6810 members Mstep: Class 14 contains 8714 members Mstep: Class 15 contains 153104 members Mstep: Class 16 contains 5500 members Mstep: Class 17 contains 5877 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27140 members Mstep: Class 20 contains 40999 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52026396.000000 Penalty: 70805.890625 Iteration 135Q: 23 clusters Score -5.20264e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 46700 members Mstep: Class 2 contains 24694 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13217 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42354 members Mstep: Class 7 contains 7651 members Mstep: Class 8 contains 10188 members Mstep: Class 9 contains 32281 members Mstep: Class 10 contains 1431 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6807 members Mstep: Class 14 contains 8713 members Mstep: Class 15 contains 153096 members Mstep: Class 16 contains 5519 members Mstep: Class 17 contains 5892 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27193 members Mstep: Class 20 contains 41002 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52026672.000000 Penalty: 70805.890625 Iteration 136Q: 23 clusters Score -5.202667e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 47406 members Mstep: Class 2 contains 24698 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13221 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42350 members Mstep: Class 7 contains 7662 members Mstep: Class 8 contains 10081 members Mstep: Class 9 contains 31606 members Mstep: Class 10 contains 1431 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6811 members Mstep: Class 14 contains 8712 members Mstep: Class 15 contains 153075 members Mstep: Class 16 contains 5533 members Mstep: Class 17 contains 5903 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27246 members Mstep: Class 20 contains 41001 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52026880.000000 Penalty: 70805.890625 Iteration 137Q: 23 clusters Score -5.202688e+07 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 48063 members Mstep: Class 2 contains 24702 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13226 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42347 members Mstep: Class 7 contains 7671 members Mstep: Class 8 contains 9972 members Mstep: Class 9 contains 30985 members Mstep: Class 10 contains 1434 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6818 members Mstep: Class 14 contains 8710 members Mstep: Class 15 contains 153059 members Mstep: Class 16 contains 5539 members Mstep: Class 17 contains 5909 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27303 members Mstep: Class 20 contains 40999 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -52027076.000000 Penalty: 70805.890625 Iteration 138Q: 23 clusters Score -5.202708e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 48633 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13229 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42346 members Mstep: Class 7 contains 7686 members Mstep: Class 8 contains 9867 members Mstep: Class 9 contains 30438 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6823 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 153039 members Mstep: Class 16 contains 5548 members Mstep: Class 17 contains 5923 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27365 members Mstep: Class 20 contains 40998 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027224.000000 Penalty: 70805.890625 Iteration 139Q: 23 clusters Score -5.202722e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 49166 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13234 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42341 members Mstep: Class 7 contains 7701 members Mstep: Class 8 contains 9772 members Mstep: Class 9 contains 29902 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6832 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 153024 members Mstep: Class 16 contains 5566 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27427 members Mstep: Class 20 contains 40992 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027296.000000 Penalty: 70805.890625 Iteration 140F: 23 clusters Score -5.20273e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 49650 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13240 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42340 members Mstep: Class 7 contains 7709 members Mstep: Class 8 contains 9707 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6837 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 153006 members Mstep: Class 16 contains 5574 members Mstep: Class 17 contains 5947 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27481 members Mstep: Class 20 contains 40990 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027304.000000 Penalty: 70805.890625 Iteration 141Q: 23 clusters Score -5.20273e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 50091 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13242 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42340 members Mstep: Class 7 contains 7720 members Mstep: Class 8 contains 9645 members Mstep: Class 9 contains 28981 members Mstep: Class 10 contains 1432 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152981 members Mstep: Class 16 contains 5584 members Mstep: Class 17 contains 5955 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27544 members Mstep: Class 20 contains 40983 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027452.000000 Penalty: 70805.890625 Iteration 142Q: 23 clusters Score -5.202745e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 50489 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13243 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42340 members Mstep: Class 7 contains 7738 members Mstep: Class 8 contains 9586 members Mstep: Class 9 contains 28577 members Mstep: Class 10 contains 1433 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6837 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152972 members Mstep: Class 16 contains 5584 members Mstep: Class 17 contains 5967 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27590 members Mstep: Class 20 contains 40974 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027428.000000 Penalty: 70805.890625 Iteration 143Q: 23 clusters Score -5.202743e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 50819 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13245 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42341 members Mstep: Class 7 contains 7752 members Mstep: Class 8 contains 9534 members Mstep: Class 9 contains 28235 members Mstep: Class 10 contains 1434 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152965 members Mstep: Class 16 contains 5593 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27633 members Mstep: Class 20 contains 40966 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027488.000000 Penalty: 70805.890625 Iteration 144Q: 23 clusters Score -5.202749e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 51119 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13246 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42342 members Mstep: Class 7 contains 7767 members Mstep: Class 8 contains 9494 members Mstep: Class 9 contains 27920 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6841 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152966 members Mstep: Class 16 contains 5601 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27654 members Mstep: Class 20 contains 40962 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027544.000000 Penalty: 70805.890625 Iteration 145Q: 23 clusters Score -5.202754e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 51402 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13246 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42342 members Mstep: Class 7 contains 7777 members Mstep: Class 8 contains 9454 members Mstep: Class 9 contains 27630 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6844 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152959 members Mstep: Class 16 contains 5607 members Mstep: Class 17 contains 5985 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27682 members Mstep: Class 20 contains 40958 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027560.000000 Penalty: 70805.890625 Iteration 146Q: 23 clusters Score -5.202756e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 51639 members Mstep: Class 2 contains 24716 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13245 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42342 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 9418 members Mstep: Class 9 contains 27395 members Mstep: Class 10 contains 1439 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6844 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152944 members Mstep: Class 16 contains 5611 members Mstep: Class 17 contains 5989 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27715 members Mstep: Class 20 contains 40955 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027672.000000 Penalty: 70805.890625 Iteration 147Q: 23 clusters Score -5.202767e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 51859 members Mstep: Class 2 contains 24717 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13244 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42342 members Mstep: Class 7 contains 7797 members Mstep: Class 8 contains 9389 members Mstep: Class 9 contains 27172 members Mstep: Class 10 contains 1442 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6845 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152925 members Mstep: Class 16 contains 5615 members Mstep: Class 17 contains 5992 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27740 members Mstep: Class 20 contains 40956 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027660.000000 Penalty: 70805.890625 Iteration 148Q: 23 clusters Score -5.202766e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52054 members Mstep: Class 2 contains 24717 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13244 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42341 members Mstep: Class 7 contains 7814 members Mstep: Class 8 contains 9358 members Mstep: Class 9 contains 26966 members Mstep: Class 10 contains 1450 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 6848 members Mstep: Class 14 contains 8705 members Mstep: Class 15 contains 152918 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 5996 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27764 members Mstep: Class 20 contains 40950 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027548.000000 Penalty: 70805.890625 Iteration 149Q: 23 clusters Score -5.202755e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52253 members Mstep: Class 2 contains 24716 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13244 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42340 members Mstep: Class 7 contains 7822 members Mstep: Class 8 contains 9321 members Mstep: Class 9 contains 26762 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 6849 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152912 members Mstep: Class 16 contains 5610 members Mstep: Class 17 contains 6000 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27799 members Mstep: Class 20 contains 40945 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027688.000000 Penalty: 70805.890625 Iteration 150Q: 23 clusters Score -5.202769e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52421 members Mstep: Class 2 contains 24715 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13249 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42339 members Mstep: Class 7 contains 7830 members Mstep: Class 8 contains 9287 members Mstep: Class 9 contains 26588 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 6847 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152903 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6006 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27830 members Mstep: Class 20 contains 40938 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027700.000000 Penalty: 70805.890625 Iteration 151Q: 23 clusters Score -5.20277e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52580 members Mstep: Class 2 contains 24714 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13253 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42339 members Mstep: Class 7 contains 7834 members Mstep: Class 8 contains 9262 members Mstep: Class 9 contains 26426 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 6846 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152897 members Mstep: Class 16 contains 5606 members Mstep: Class 17 contains 6006 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27861 members Mstep: Class 20 contains 40933 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027768.000000 Penalty: 70805.890625 Iteration 152Q: 23 clusters Score -5.202777e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52707 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13252 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42339 members Mstep: Class 7 contains 7840 members Mstep: Class 8 contains 9250 members Mstep: Class 9 contains 26299 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152876 members Mstep: Class 16 contains 5606 members Mstep: Class 17 contains 6008 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27886 members Mstep: Class 20 contains 40929 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027648.000000 Penalty: 70805.890625 Iteration 153Q: 23 clusters Score -5.202765e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52836 members Mstep: Class 2 contains 24710 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13251 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42337 members Mstep: Class 7 contains 7840 members Mstep: Class 8 contains 9239 members Mstep: Class 9 contains 26174 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6851 members Mstep: Class 14 contains 8706 members Mstep: Class 15 contains 152862 members Mstep: Class 16 contains 5600 members Mstep: Class 17 contains 6008 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27911 members Mstep: Class 20 contains 40929 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027744.000000 Penalty: 70805.890625 Iteration 154Q: 23 clusters Score -5.202774e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 52948 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13253 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42336 members Mstep: Class 7 contains 7843 members Mstep: Class 8 contains 9230 members Mstep: Class 9 contains 26059 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8708 members Mstep: Class 15 contains 152853 members Mstep: Class 16 contains 5596 members Mstep: Class 17 contains 6010 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27932 members Mstep: Class 20 contains 40926 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027776.000000 Penalty: 70805.890625 Iteration 155Q: 23 clusters Score -5.202778e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53047 members Mstep: Class 2 contains 24710 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13253 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42336 members Mstep: Class 7 contains 7843 members Mstep: Class 8 contains 9219 members Mstep: Class 9 contains 25964 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8708 members Mstep: Class 15 contains 152847 members Mstep: Class 16 contains 5594 members Mstep: Class 17 contains 6010 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27950 members Mstep: Class 20 contains 40921 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027764.000000 Penalty: 70805.890625 Iteration 156Q: 23 clusters Score -5.202776e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53115 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13255 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42335 members Mstep: Class 7 contains 7843 members Mstep: Class 8 contains 9206 members Mstep: Class 9 contains 25899 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8705 members Mstep: Class 15 contains 152849 members Mstep: Class 16 contains 5595 members Mstep: Class 17 contains 6008 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27962 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027832.000000 Penalty: 70805.890625 Iteration 157Q: 23 clusters Score -5.202783e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53175 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13256 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42334 members Mstep: Class 7 contains 7845 members Mstep: Class 8 contains 9191 members Mstep: Class 9 contains 25842 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6854 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152841 members Mstep: Class 16 contains 5596 members Mstep: Class 17 contains 6008 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27980 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027892.000000 Penalty: 70805.890625 Iteration 158Q: 23 clusters Score -5.202789e+07 nChanged 100 Entering ConstructFrom: Score: -52027892.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (53232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53232 members Entering Unmasked Estep Score: -6602834.500000 Penalty: 2698.838867 Iteration 0F: 2 clusters Score -6602834 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26393 members Mstep: Class 2 contains 26839 members Entering Unmasked Estep Score: -6566903.500000 Penalty: 5397.677734 Iteration 0F: 3 clusters Score -6566904 nChanged 24619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24650 members Mstep: Class 2 contains 28582 members Entering Unmasked Estep Score: -6580535.500000 Penalty: 5397.677734 Iteration 1F: 3 clusters Score -6580536 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23632 members Mstep: Class 2 contains 29600 members Entering Unmasked Estep Score: -6581178.500000 Penalty: 5397.677734 Iteration 2Q: 3 clusters Score -6581178 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22084 members Mstep: Class 2 contains 31148 members Entering Unmasked Estep Score: -6581981.500000 Penalty: 5397.677734 Iteration 3Q: 3 clusters Score -6581982 nChanged 2655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19747 members Mstep: Class 2 contains 33485 members Entering Unmasked Estep Score: -6583228.000000 Penalty: 5397.677734 Iteration 4Q: 3 clusters Score -6583228 nChanged 3468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16433 members Mstep: Class 2 contains 36799 members Entering Unmasked Estep Score: -6585406.000000 Penalty: 5397.677734 Iteration 5F: 3 clusters Score -6585406 nChanged 4281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 40996 members Entering Unmasked Estep Score: -6588777.000000 Penalty: 5397.677734 Iteration 6F: 3 clusters Score -6588777 nChanged 4608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 45572 members Entering Unmasked Estep Score: -6593117.500000 Penalty: 5397.677734 Iteration 7F: 3 clusters Score -6593118 nChanged 3819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 49373 members Entering Unmasked Estep Score: -6596914.500000 Penalty: 5397.677734 Iteration 8F: 3 clusters Score -6596914 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 51500 members Entering Unmasked Estep Score: -6598984.000000 Penalty: 5397.677734 Iteration 9Q: 3 clusters Score -6598984 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 52410 members Entering Unmasked Estep Score: -6599904.000000 Penalty: 5397.677734 Iteration 10Q: 3 clusters Score -6599904 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 52731 members Entering Unmasked Estep Score: -6600229.500000 Penalty: 5397.677734 Iteration 11Q: 3 clusters Score -6600230 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 52842 members Entering Unmasked Estep Score: -6600346.500000 Penalty: 5397.677734 Iteration 12Q: 3 clusters Score -6600346 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 52888 members Entering Unmasked Estep Score: -6600417.000000 Penalty: 5397.677734 Iteration 13Q: 3 clusters Score -6600417 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 52914 members Entering Unmasked Estep Score: -6600465.000000 Penalty: 5397.677734 Iteration 14Q: 3 clusters Score -6600465 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 52930 members Entering Unmasked Estep Score: -6600503.000000 Penalty: 5397.677734 Iteration 15Q: 3 clusters Score -6600503 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 52945 members Entering Unmasked Estep Score: -6600527.000000 Penalty: 5397.677734 Iteration 16Q: 3 clusters Score -6600527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 52950 members Entering Unmasked Estep Score: -6600541.500000 Penalty: 5397.677734 Iteration 17Q: 3 clusters Score -6600542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 52957 members Entering Unmasked Estep Score: -6600551.500000 Penalty: 5397.677734 Iteration 18Q: 3 clusters Score -6600552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 52963 members Entering Unmasked Estep Score: -6600552.500000 Penalty: 5397.677734 Iteration 19Q: 3 clusters Score -6600552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 52963 members Entering Unmasked Estep Score: -6600553.000000 Penalty: 5397.677734 Iteration 20F: 3 clusters Score -6600553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 52964 members Entering Unmasked Estep Score: -6600554.500000 Penalty: 5397.677734 Iteration 21Q: 3 clusters Score -6600554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 52965 members Entering Unmasked Estep Score: -6600558.000000 Penalty: 5397.677734 Iteration 22Q: 3 clusters Score -6600558 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 52965 members Entering Unmasked Estep Score: -6600558.000000 Penalty: 5397.677734 Iteration 23F: 3 clusters Score -6600558 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24711 members Entering Unmasked Estep Score: -2993790.250000 Penalty: 2508.520996 Iteration 0F: 2 clusters Score -2993790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -2976830.750000 Penalty: 5017.041992 Iteration 0F: 3 clusters Score -2976831 nChanged 10883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -2982781.500000 Penalty: 5017.041992 Iteration 1F: 3 clusters Score -2982782 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -2983301.500000 Penalty: 5017.041992 Iteration 2F: 3 clusters Score -2983302 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -2983767.750000 Penalty: 5017.041992 Iteration 3Q: 3 clusters Score -2983768 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10274 members Mstep: Class 2 contains 14437 members Entering Unmasked Estep Score: -2984180.500000 Penalty: 5017.041992 Iteration 4Q: 3 clusters Score -2984180 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 15154 members Entering Unmasked Estep Score: -2984663.000000 Penalty: 5017.041992 Iteration 5Q: 3 clusters Score -2984663 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 16049 members Entering Unmasked Estep Score: -2985233.500000 Penalty: 5017.041992 Iteration 6Q: 3 clusters Score -2985234 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 17126 members Entering Unmasked Estep Score: -2985972.500000 Penalty: 5017.041992 Iteration 7Q: 3 clusters Score -2985972 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 18371 members Entering Unmasked Estep Score: -2986912.000000 Penalty: 5017.041992 Iteration 8F: 3 clusters Score -2986912 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 19704 members Entering Unmasked Estep Score: -2987979.250000 Penalty: 5017.041992 Iteration 9F: 3 clusters Score -2987979 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 21004 members Entering Unmasked Estep Score: -2989036.500000 Penalty: 5017.041992 Iteration 10F: 3 clusters Score -2989036 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 22120 members Entering Unmasked Estep Score: -2989978.250000 Penalty: 5017.041992 Iteration 11Q: 3 clusters Score -2989978 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 22962 members Entering Unmasked Estep Score: -2990718.250000 Penalty: 5017.041992 Iteration 12Q: 3 clusters Score -2990718 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 23498 members Entering Unmasked Estep Score: -2991217.250000 Penalty: 5017.041992 Iteration 13Q: 3 clusters Score -2991217 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 23841 members Entering Unmasked Estep Score: -2991546.250000 Penalty: 5017.041992 Iteration 14Q: 3 clusters Score -2991546 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 24037 members Entering Unmasked Estep Score: -2991749.500000 Penalty: 5017.041992 Iteration 15Q: 3 clusters Score -2991750 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -2991841.000000 Penalty: 5017.041992 Iteration 16Q: 3 clusters Score -2991841 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 24178 members Entering Unmasked Estep Score: -2991906.750000 Penalty: 5017.041992 Iteration 17Q: 3 clusters Score -2991907 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 24207 members Entering Unmasked Estep Score: -2991939.250000 Penalty: 5017.041992 Iteration 18Q: 3 clusters Score -2991939 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 24227 members Entering Unmasked Estep Score: -2991960.250000 Penalty: 5017.041992 Iteration 19Q: 3 clusters Score -2991960 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 24239 members Entering Unmasked Estep Score: -2992076.750000 Penalty: 5017.041992 Iteration 20F: 3 clusters Score -2992077 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 24226 members Entering Unmasked Estep Score: -2992314.000000 Penalty: 5017.041992 Iteration 21Q: 3 clusters Score -2992314 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 24202 members Entering Unmasked Estep Score: -2992513.500000 Penalty: 5017.041992 Iteration 22Q: 3 clusters Score -2992514 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 24192 members Entering Unmasked Estep Score: -2992621.500000 Penalty: 5017.041992 Iteration 23Q: 3 clusters Score -2992622 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 24167 members Entering Unmasked Estep Score: -2992668.750000 Penalty: 5017.041992 Iteration 24Q: 3 clusters Score -2992669 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -2992700.000000 Penalty: 5017.041992 Iteration 25Q: 3 clusters Score -2992700 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 24150 members Entering Unmasked Estep Score: -2992713.500000 Penalty: 5017.041992 Iteration 26Q: 3 clusters Score -2992714 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 24144 members Entering Unmasked Estep Score: -2992726.500000 Penalty: 5017.041992 Iteration 27Q: 3 clusters Score -2992726 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -2992728.500000 Penalty: 5017.041992 Iteration 28Q: 3 clusters Score -2992728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 24135 members Entering Unmasked Estep Score: -2992733.500000 Penalty: 5017.041992 Iteration 29Q: 3 clusters Score -2992734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 24134 members Entering Unmasked Estep Score: -2992734.750000 Penalty: 5017.041992 Iteration 30Q: 3 clusters Score -2992735 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 24134 members Entering Unmasked Estep Score: -2992739.250000 Penalty: 5017.041992 Iteration 31Q: 3 clusters Score -2992739 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -2992739.500000 Penalty: 5017.041992 Iteration 32Q: 3 clusters Score -2992740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 24135 members Entering Unmasked Estep Score: -2992743.500000 Penalty: 5017.041992 Iteration 33Q: 3 clusters Score -2992744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -2992749.250000 Penalty: 5017.041992 Iteration 34Q: 3 clusters Score -2992749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -2992756.500000 Penalty: 5017.041992 Iteration 35Q: 3 clusters Score -2992756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -2992757.000000 Penalty: 5017.041992 Iteration 36Q: 3 clusters Score -2992757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -2992758.250000 Penalty: 5017.041992 Iteration 37Q: 3 clusters Score -2992758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 24141 members Entering Unmasked Estep Score: -2992754.000000 Penalty: 5017.041992 Iteration 38Q: 3 clusters Score -2992754 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 24141 members Entering Unmasked Estep Score: -2992902.250000 Penalty: 5017.041992 Iteration 39F: 3 clusters Score -2992902 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: -2993063.500000 Penalty: 5017.041992 Iteration 40F: 3 clusters Score -2993064 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 24037 members Entering Unmasked Estep Score: -2993251.250000 Penalty: 5017.041992 Iteration 41Q: 3 clusters Score -2993251 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 23970 members Entering Unmasked Estep Score: -2993379.000000 Penalty: 5017.041992 Iteration 42Q: 3 clusters Score -2993379 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 23920 members Entering Unmasked Estep Score: -2993439.750000 Penalty: 5017.041992 Iteration 43Q: 3 clusters Score -2993440 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 23881 members Entering Unmasked Estep Score: -2993478.250000 Penalty: 5017.041992 Iteration 44Q: 3 clusters Score -2993478 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 23853 members Entering Unmasked Estep Score: -2993514.750000 Penalty: 5017.041992 Iteration 45Q: 3 clusters Score -2993515 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 23837 members Entering Unmasked Estep Score: -2993514.250000 Penalty: 5017.041992 Iteration 46Q: 3 clusters Score -2993514 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 23820 members Entering Unmasked Estep Score: -2993515.750000 Penalty: 5017.041992 Iteration 47Q: 3 clusters Score -2993516 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 23809 members Entering Unmasked Estep Score: -2993524.500000 Penalty: 5017.041992 Iteration 48Q: 3 clusters Score -2993524 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 23799 members Entering Unmasked Estep Score: -2993524.250000 Penalty: 5017.041992 Iteration 49Q: 3 clusters Score -2993524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 23794 members Entering Unmasked Estep Score: -2993528.750000 Penalty: 5017.041992 Iteration 50Q: 3 clusters Score -2993529 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 23790 members Entering Unmasked Estep Score: -2993538.500000 Penalty: 5017.041992 Iteration 51Q: 3 clusters Score -2993538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 23787 members Entering Unmasked Estep Score: -2993538.000000 Penalty: 5017.041992 Iteration 52Q: 3 clusters Score -2993538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 23784 members Entering Unmasked Estep Score: -2993538.000000 Penalty: 5017.041992 Iteration 53Q: 3 clusters Score -2993538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 23783 members Entering Unmasked Estep Score: -2993543.750000 Penalty: 5017.041992 Iteration 54Q: 3 clusters Score -2993544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 23783 members Entering Unmasked Estep Score: -2993548.250000 Penalty: 5017.041992 Iteration 55F: 3 clusters Score -2993548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 23779 members Entering Unmasked Estep Score: -2993545.500000 Penalty: 5017.041992 Iteration 56Q: 3 clusters Score -2993546 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 23774 members Entering Unmasked Estep Score: -2993553.500000 Penalty: 5017.041992 Iteration 57Q: 3 clusters Score -2993554 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 23768 members Entering Unmasked Estep Score: -2993557.000000 Penalty: 5017.041992 Iteration 58Q: 3 clusters Score -2993557 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 23766 members Entering Unmasked Estep Score: -2993557.000000 Penalty: 5017.041992 Iteration 59Q: 3 clusters Score -2993557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 23766 members Entering Unmasked Estep Score: -2993557.000000 Penalty: 5017.041992 Iteration 60F: 3 clusters Score -2993557 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -98351.328125 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98351.33 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -98910.320312 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98910.32 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -99246.125000 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99246.12 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -99425.789062 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99425.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -99562.125000 Penalty: 3415.212646 Iteration 4Q: 3 clusters Score -99562.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -99678.453125 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -99678.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -99781.335938 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -99781.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -99831.585938 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -99831.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -99901.664062 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -99901.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -99952.773438 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -99952.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -99992.429688 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -99992.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -100020.492188 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100020.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -100051.367188 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100051.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -100089.234375 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -100089.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -100168.921875 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -100168.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -100196.390625 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -100196.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -100199.093750 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -100199.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -100200.695312 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -100200.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -100200.695312 Penalty: 3415.212646 Iteration 18F: 3 clusters Score -100200.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53232 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 594 members Mstep: Class 4 contains 13257 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42332 members Mstep: Class 7 contains 7846 members Mstep: Class 8 contains 9178 members Mstep: Class 9 contains 25787 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6854 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152839 members Mstep: Class 16 contains 5600 members Mstep: Class 17 contains 6009 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27987 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 384 members Entering Unmasked Estep Score: -52026280.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52027892.000000 to -52026280.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Entering Unmasked Estep Score: -1554804.375000 Penalty: 2354.085693 Iteration 0F: 2 clusters Score -1554804 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -1545081.375000 Penalty: 4708.171387 Iteration 0F: 3 clusters Score -1545081 nChanged 5661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1547998.750000 Penalty: 4708.171387 Iteration 1F: 3 clusters Score -1547999 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1548393.500000 Penalty: 4708.171387 Iteration 2F: 3 clusters Score -1548394 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1548680.000000 Penalty: 4708.171387 Iteration 3F: 3 clusters Score -1548680 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -1548920.375000 Penalty: 4708.171387 Iteration 4Q: 3 clusters Score -1548920 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1549157.000000 Penalty: 4708.171387 Iteration 5Q: 3 clusters Score -1549157 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1549385.625000 Penalty: 4708.171387 Iteration 6Q: 3 clusters Score -1549386 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -1549646.625000 Penalty: 4708.171387 Iteration 7Q: 3 clusters Score -1549647 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1549953.625000 Penalty: 4708.171387 Iteration 8Q: 3 clusters Score -1549954 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -1550297.125000 Penalty: 4708.171387 Iteration 9Q: 3 clusters Score -1550297 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -1550690.250000 Penalty: 4708.171387 Iteration 10Q: 3 clusters Score -1550690 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1551078.875000 Penalty: 4708.171387 Iteration 11Q: 3 clusters Score -1551079 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -1551392.875000 Penalty: 4708.171387 Iteration 12Q: 3 clusters Score -1551393 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -1551632.375000 Penalty: 4708.171387 Iteration 13Q: 3 clusters Score -1551632 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -1551819.250000 Penalty: 4708.171387 Iteration 14Q: 3 clusters Score -1551819 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -1551976.250000 Penalty: 4708.171387 Iteration 15Q: 3 clusters Score -1551976 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -1552087.125000 Penalty: 4708.171387 Iteration 16Q: 3 clusters Score -1552087 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -1552181.375000 Penalty: 4708.171387 Iteration 17Q: 3 clusters Score -1552181 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -1552249.750000 Penalty: 4708.171387 Iteration 18Q: 3 clusters Score -1552250 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -1552297.750000 Penalty: 4708.171387 Iteration 19Q: 3 clusters Score -1552298 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 10801 members Entering Unmasked Estep Score: -1552350.500000 Penalty: 4708.171387 Iteration 20F: 3 clusters Score -1552350 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -1552401.000000 Penalty: 4708.171387 Iteration 21Q: 3 clusters Score -1552401 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 11025 members Entering Unmasked Estep Score: -1552450.000000 Penalty: 4708.171387 Iteration 22Q: 3 clusters Score -1552450 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -1552503.875000 Penalty: 4708.171387 Iteration 23Q: 3 clusters Score -1552504 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -1552550.250000 Penalty: 4708.171387 Iteration 24Q: 3 clusters Score -1552550 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -1552591.500000 Penalty: 4708.171387 Iteration 25Q: 3 clusters Score -1552592 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1552628.375000 Penalty: 4708.171387 Iteration 26Q: 3 clusters Score -1552628 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -1552665.500000 Penalty: 4708.171387 Iteration 27Q: 3 clusters Score -1552666 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -1552712.625000 Penalty: 4708.171387 Iteration 28Q: 3 clusters Score -1552713 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -1552775.875000 Penalty: 4708.171387 Iteration 29Q: 3 clusters Score -1552776 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -1552899.375000 Penalty: 4708.171387 Iteration 30Q: 3 clusters Score -1552899 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 11717 members Entering Unmasked Estep Score: -1553023.375000 Penalty: 4708.171387 Iteration 31Q: 3 clusters Score -1553023 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1553095.625000 Penalty: 4708.171387 Iteration 32Q: 3 clusters Score -1553096 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -1553146.375000 Penalty: 4708.171387 Iteration 33Q: 3 clusters Score -1553146 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -1553189.000000 Penalty: 4708.171387 Iteration 34Q: 3 clusters Score -1553189 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -1553217.125000 Penalty: 4708.171387 Iteration 35Q: 3 clusters Score -1553217 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -1553247.000000 Penalty: 4708.171387 Iteration 36Q: 3 clusters Score -1553247 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1553268.000000 Penalty: 4708.171387 Iteration 37Q: 3 clusters Score -1553268 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -1553292.375000 Penalty: 4708.171387 Iteration 38Q: 3 clusters Score -1553292 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -1553307.750000 Penalty: 4708.171387 Iteration 39Q: 3 clusters Score -1553308 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -1553317.250000 Penalty: 4708.171387 Iteration 40F: 3 clusters Score -1553317 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1553334.125000 Penalty: 4708.171387 Iteration 41Q: 3 clusters Score -1553334 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -1553351.750000 Penalty: 4708.171387 Iteration 42Q: 3 clusters Score -1553352 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 11744 members Entering Unmasked Estep Score: -1553365.125000 Penalty: 4708.171387 Iteration 43Q: 3 clusters Score -1553365 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -1553385.125000 Penalty: 4708.171387 Iteration 44Q: 3 clusters Score -1553385 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -1553397.000000 Penalty: 4708.171387 Iteration 45Q: 3 clusters Score -1553397 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -1553414.875000 Penalty: 4708.171387 Iteration 46Q: 3 clusters Score -1553415 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -1553437.250000 Penalty: 4708.171387 Iteration 47Q: 3 clusters Score -1553437 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -1553452.625000 Penalty: 4708.171387 Iteration 48Q: 3 clusters Score -1553453 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 11606 members Entering Unmasked Estep Score: -1553471.875000 Penalty: 4708.171387 Iteration 49Q: 3 clusters Score -1553472 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -1553491.250000 Penalty: 4708.171387 Iteration 50Q: 3 clusters Score -1553491 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 11536 members Entering Unmasked Estep Score: -1553519.500000 Penalty: 4708.171387 Iteration 51Q: 3 clusters Score -1553520 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -1553529.125000 Penalty: 4708.171387 Iteration 52Q: 3 clusters Score -1553529 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -1553552.750000 Penalty: 4708.171387 Iteration 53Q: 3 clusters Score -1553553 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -1553559.750000 Penalty: 4708.171387 Iteration 54Q: 3 clusters Score -1553560 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -1553573.250000 Penalty: 4708.171387 Iteration 55Q: 3 clusters Score -1553573 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -1553586.625000 Penalty: 4708.171387 Iteration 56Q: 3 clusters Score -1553587 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 11395 members Entering Unmasked Estep Score: -1553600.875000 Penalty: 4708.171387 Iteration 57Q: 3 clusters Score -1553601 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -1553617.750000 Penalty: 4708.171387 Iteration 58Q: 3 clusters Score -1553618 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -1553630.375000 Penalty: 4708.171387 Iteration 59Q: 3 clusters Score -1553630 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -1553642.875000 Penalty: 4708.171387 Iteration 60F: 3 clusters Score -1553643 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -1553648.375000 Penalty: 4708.171387 Iteration 61Q: 3 clusters Score -1553648 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -1553654.250000 Penalty: 4708.171387 Iteration 62Q: 3 clusters Score -1553654 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -1553662.750000 Penalty: 4708.171387 Iteration 63Q: 3 clusters Score -1553663 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 11297 members Entering Unmasked Estep Score: -1553667.250000 Penalty: 4708.171387 Iteration 64Q: 3 clusters Score -1553667 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -1553674.000000 Penalty: 4708.171387 Iteration 65Q: 3 clusters Score -1553674 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1553679.750000 Penalty: 4708.171387 Iteration 66Q: 3 clusters Score -1553680 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -1553690.125000 Penalty: 4708.171387 Iteration 67Q: 3 clusters Score -1553690 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -1553693.500000 Penalty: 4708.171387 Iteration 68Q: 3 clusters Score -1553694 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -1553701.000000 Penalty: 4708.171387 Iteration 69Q: 3 clusters Score -1553701 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -1553706.750000 Penalty: 4708.171387 Iteration 70Q: 3 clusters Score -1553707 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -1553706.875000 Penalty: 4708.171387 Iteration 71Q: 3 clusters Score -1553707 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -1553714.125000 Penalty: 4708.171387 Iteration 72Q: 3 clusters Score -1553714 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -1553712.875000 Penalty: 4708.171387 Iteration 73Q: 3 clusters Score -1553713 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -1553718.750000 Penalty: 4708.171387 Iteration 74Q: 3 clusters Score -1553719 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -1553724.375000 Penalty: 4708.171387 Iteration 75Q: 3 clusters Score -1553724 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -1553725.125000 Penalty: 4708.171387 Iteration 76Q: 3 clusters Score -1553725 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -1553729.750000 Penalty: 4708.171387 Iteration 77Q: 3 clusters Score -1553730 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -1553736.500000 Penalty: 4708.171387 Iteration 78Q: 3 clusters Score -1553736 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -1553738.375000 Penalty: 4708.171387 Iteration 79Q: 3 clusters Score -1553738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -1553737.000000 Penalty: 4708.171387 Iteration 80F: 3 clusters Score -1553737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -1553741.875000 Penalty: 4708.171387 Iteration 81Q: 3 clusters Score -1553742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -1553746.625000 Penalty: 4708.171387 Iteration 82Q: 3 clusters Score -1553747 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -1553742.500000 Penalty: 4708.171387 Iteration 83Q: 3 clusters Score -1553742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1553742.875000 Penalty: 4708.171387 Iteration 84Q: 3 clusters Score -1553743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -1553743.875000 Penalty: 4708.171387 Iteration 85Q: 3 clusters Score -1553744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 11109 members Entering Unmasked Estep Score: -1553744.250000 Penalty: 4708.171387 Iteration 86Q: 3 clusters Score -1553744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -1553743.125000 Penalty: 4708.171387 Iteration 87Q: 3 clusters Score -1553743 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -1553742.875000 Penalty: 4708.171387 Iteration 88Q: 3 clusters Score -1553743 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -1553745.125000 Penalty: 4708.171387 Iteration 89Q: 3 clusters Score -1553745 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -1553745.250000 Penalty: 4708.171387 Iteration 90Q: 3 clusters Score -1553745 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -1553747.375000 Penalty: 4708.171387 Iteration 91Q: 3 clusters Score -1553747 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -1553747.375000 Penalty: 4708.171387 Iteration 92F: 3 clusters Score -1553747 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Entering Unmasked Estep Score: -151673.390625 Penalty: 1785.334961 Iteration 0F: 2 clusters Score -151673.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -149546.531250 Penalty: 3570.669922 Iteration 0F: 3 clusters Score -149546.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -150017.937500 Penalty: 3570.669922 Iteration 1F: 3 clusters Score -150017.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -150141.640625 Penalty: 3570.669922 Iteration 2F: 3 clusters Score -150141.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -150212.078125 Penalty: 3570.669922 Iteration 3Q: 3 clusters Score -150212.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -150261.375000 Penalty: 3570.669922 Iteration 4Q: 3 clusters Score -150261.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -150301.265625 Penalty: 3570.669922 Iteration 5Q: 3 clusters Score -150301.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -150335.406250 Penalty: 3570.669922 Iteration 6Q: 3 clusters Score -150335.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -150377.140625 Penalty: 3570.669922 Iteration 7Q: 3 clusters Score -150377.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -150442.296875 Penalty: 3570.669922 Iteration 8Q: 3 clusters Score -150442.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -150497.187500 Penalty: 3570.669922 Iteration 9Q: 3 clusters Score -150497.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -150527.625000 Penalty: 3570.669922 Iteration 10Q: 3 clusters Score -150527.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -150557.406250 Penalty: 3570.669922 Iteration 11Q: 3 clusters Score -150557.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -150598.421875 Penalty: 3570.669922 Iteration 12Q: 3 clusters Score -150598.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -150617.687500 Penalty: 3570.669922 Iteration 13Q: 3 clusters Score -150617.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -150646.031250 Penalty: 3570.669922 Iteration 14Q: 3 clusters Score -150646 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -150677.812500 Penalty: 3570.669922 Iteration 15Q: 3 clusters Score -150677.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -150709.937500 Penalty: 3570.669922 Iteration 16Q: 3 clusters Score -150709.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -150744.453125 Penalty: 3570.669922 Iteration 17Q: 3 clusters Score -150744.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -150775.234375 Penalty: 3570.669922 Iteration 18Q: 3 clusters Score -150775.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -150788.062500 Penalty: 3570.669922 Iteration 19Q: 3 clusters Score -150788.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -150795.750000 Penalty: 3570.669922 Iteration 20F: 3 clusters Score -150795.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -150804.937500 Penalty: 3570.669922 Iteration 21Q: 3 clusters Score -150804.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -150816.609375 Penalty: 3570.669922 Iteration 22Q: 3 clusters Score -150816.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -150826.375000 Penalty: 3570.669922 Iteration 23Q: 3 clusters Score -150826.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -150842.484375 Penalty: 3570.669922 Iteration 24Q: 3 clusters Score -150842.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -150853.265625 Penalty: 3570.669922 Iteration 25Q: 3 clusters Score -150853.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -150877.750000 Penalty: 3570.669922 Iteration 26Q: 3 clusters Score -150877.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -150901.406250 Penalty: 3570.669922 Iteration 27Q: 3 clusters Score -150901.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -150911.562500 Penalty: 3570.669922 Iteration 28Q: 3 clusters Score -150911.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -150913.296875 Penalty: 3570.669922 Iteration 29Q: 3 clusters Score -150913.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -150914.703125 Penalty: 3570.669922 Iteration 30Q: 3 clusters Score -150914.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -150916.703125 Penalty: 3570.669922 Iteration 31Q: 3 clusters Score -150916.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -150918.750000 Penalty: 3570.669922 Iteration 32Q: 3 clusters Score -150918.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -150920.218750 Penalty: 3570.669922 Iteration 33Q: 3 clusters Score -150920.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -150921.984375 Penalty: 3570.669922 Iteration 34Q: 3 clusters Score -150922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -150924.671875 Penalty: 3570.669922 Iteration 35Q: 3 clusters Score -150924.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -150925.765625 Penalty: 3570.669922 Iteration 36Q: 3 clusters Score -150925.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -150926.718750 Penalty: 3570.669922 Iteration 37Q: 3 clusters Score -150926.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -150927.531250 Penalty: 3570.669922 Iteration 38Q: 3 clusters Score -150927.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -150929.296875 Penalty: 3570.669922 Iteration 39Q: 3 clusters Score -150929.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -150929.296875 Penalty: 3570.669922 Iteration 40F: 3 clusters Score -150929.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42332 members Entering Unmasked Estep Score: -5241502.000000 Penalty: 2642.018066 Iteration 0F: 2 clusters Score -5241502 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21100 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -5212764.000000 Penalty: 5284.036133 Iteration 0F: 3 clusters Score -5212764 nChanged 19482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 21802 members Entering Unmasked Estep Score: -5224164.500000 Penalty: 5284.036133 Iteration 1F: 3 clusters Score -5224164 nChanged 2273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 22435 members Entering Unmasked Estep Score: -5225290.500000 Penalty: 5284.036133 Iteration 2F: 3 clusters Score -5225290 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18949 members Mstep: Class 2 contains 23383 members Entering Unmasked Estep Score: -5226749.500000 Penalty: 5284.036133 Iteration 3F: 3 clusters Score -5226750 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17603 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -5228585.500000 Penalty: 5284.036133 Iteration 4F: 3 clusters Score -5228586 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 26347 members Entering Unmasked Estep Score: -5230461.500000 Penalty: 5284.036133 Iteration 5F: 3 clusters Score -5230462 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 28026 members Entering Unmasked Estep Score: -5232111.500000 Penalty: 5284.036133 Iteration 6F: 3 clusters Score -5232112 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12798 members Mstep: Class 2 contains 29534 members Entering Unmasked Estep Score: -5233495.000000 Penalty: 5284.036133 Iteration 7F: 3 clusters Score -5233495 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 30879 members Entering Unmasked Estep Score: -5234555.500000 Penalty: 5284.036133 Iteration 8Q: 3 clusters Score -5234556 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 31985 members Entering Unmasked Estep Score: -5235358.500000 Penalty: 5284.036133 Iteration 9Q: 3 clusters Score -5235358 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 32896 members Entering Unmasked Estep Score: -5235973.500000 Penalty: 5284.036133 Iteration 10Q: 3 clusters Score -5235974 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 33647 members Entering Unmasked Estep Score: -5236525.500000 Penalty: 5284.036133 Iteration 11Q: 3 clusters Score -5236526 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 34254 members Entering Unmasked Estep Score: -5236948.000000 Penalty: 5284.036133 Iteration 12Q: 3 clusters Score -5236948 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 34780 members Entering Unmasked Estep Score: -5237267.000000 Penalty: 5284.036133 Iteration 13Q: 3 clusters Score -5237267 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 35241 members Entering Unmasked Estep Score: -5237540.000000 Penalty: 5284.036133 Iteration 14Q: 3 clusters Score -5237540 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 35621 members Entering Unmasked Estep Score: -5237754.000000 Penalty: 5284.036133 Iteration 15Q: 3 clusters Score -5237754 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 35947 members Entering Unmasked Estep Score: -5237944.000000 Penalty: 5284.036133 Iteration 16Q: 3 clusters Score -5237944 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 36227 members Entering Unmasked Estep Score: -5238081.000000 Penalty: 5284.036133 Iteration 17Q: 3 clusters Score -5238081 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -5238202.000000 Penalty: 5284.036133 Iteration 18Q: 3 clusters Score -5238202 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 36746 members Entering Unmasked Estep Score: -5238303.000000 Penalty: 5284.036133 Iteration 19Q: 3 clusters Score -5238303 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 36949 members Entering Unmasked Estep Score: -5238388.500000 Penalty: 5284.036133 Iteration 20F: 3 clusters Score -5238388 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 37153 members Entering Unmasked Estep Score: -5238443.000000 Penalty: 5284.036133 Iteration 21Q: 3 clusters Score -5238443 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 37362 members Entering Unmasked Estep Score: -5238553.000000 Penalty: 5284.036133 Iteration 22Q: 3 clusters Score -5238553 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 37553 members Entering Unmasked Estep Score: -5238680.500000 Penalty: 5284.036133 Iteration 23Q: 3 clusters Score -5238680 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 37762 members Entering Unmasked Estep Score: -5238867.000000 Penalty: 5284.036133 Iteration 24Q: 3 clusters Score -5238867 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 37986 members Entering Unmasked Estep Score: -5239075.500000 Penalty: 5284.036133 Iteration 25Q: 3 clusters Score -5239076 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 38230 members Entering Unmasked Estep Score: -5239374.000000 Penalty: 5284.036133 Iteration 26Q: 3 clusters Score -5239374 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 38440 members Entering Unmasked Estep Score: -5239624.000000 Penalty: 5284.036133 Iteration 27Q: 3 clusters Score -5239624 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 38629 members Entering Unmasked Estep Score: -5239863.500000 Penalty: 5284.036133 Iteration 28Q: 3 clusters Score -5239864 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 38789 members Entering Unmasked Estep Score: -5240020.000000 Penalty: 5284.036133 Iteration 29Q: 3 clusters Score -5240020 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 38913 members Entering Unmasked Estep Score: -5240097.000000 Penalty: 5284.036133 Iteration 30Q: 3 clusters Score -5240097 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 39018 members Entering Unmasked Estep Score: -5240114.500000 Penalty: 5284.036133 Iteration 31Q: 3 clusters Score -5240114 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 39101 members Entering Unmasked Estep Score: -5240145.500000 Penalty: 5284.036133 Iteration 32Q: 3 clusters Score -5240146 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 39182 members Entering Unmasked Estep Score: -5240161.000000 Penalty: 5284.036133 Iteration 33Q: 3 clusters Score -5240161 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 39248 members Entering Unmasked Estep Score: -5240163.500000 Penalty: 5284.036133 Iteration 34Q: 3 clusters Score -5240164 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 39308 members Entering Unmasked Estep Score: -5240189.000000 Penalty: 5284.036133 Iteration 35Q: 3 clusters Score -5240189 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 39356 members Entering Unmasked Estep Score: -5240206.000000 Penalty: 5284.036133 Iteration 36Q: 3 clusters Score -5240206 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 39387 members Entering Unmasked Estep Score: -5240200.500000 Penalty: 5284.036133 Iteration 37Q: 3 clusters Score -5240200 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 39411 members Entering Unmasked Estep Score: -5240202.000000 Penalty: 5284.036133 Iteration 38Q: 3 clusters Score -5240202 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 39436 members Entering Unmasked Estep Score: -5240212.000000 Penalty: 5284.036133 Iteration 39Q: 3 clusters Score -5240212 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 39457 members Entering Unmasked Estep Score: -5240203.500000 Penalty: 5284.036133 Iteration 40F: 3 clusters Score -5240204 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 39471 members Entering Unmasked Estep Score: -5240211.500000 Penalty: 5284.036133 Iteration 41Q: 3 clusters Score -5240212 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 39486 members Entering Unmasked Estep Score: -5240212.500000 Penalty: 5284.036133 Iteration 42Q: 3 clusters Score -5240212 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 39499 members Entering Unmasked Estep Score: -5240223.500000 Penalty: 5284.036133 Iteration 43Q: 3 clusters Score -5240224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 39508 members Entering Unmasked Estep Score: -5240217.000000 Penalty: 5284.036133 Iteration 44Q: 3 clusters Score -5240217 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 39517 members Entering Unmasked Estep Score: -5240218.500000 Penalty: 5284.036133 Iteration 45Q: 3 clusters Score -5240218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 39524 members Entering Unmasked Estep Score: -5240224.000000 Penalty: 5284.036133 Iteration 46Q: 3 clusters Score -5240224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 39527 members Entering Unmasked Estep Score: -5240222.500000 Penalty: 5284.036133 Iteration 47Q: 3 clusters Score -5240222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 39529 members Entering Unmasked Estep Score: -5240226.000000 Penalty: 5284.036133 Iteration 48Q: 3 clusters Score -5240226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 39529 members Entering Unmasked Estep Score: -5240226.000000 Penalty: 5284.036133 Iteration 49F: 3 clusters Score -5240226 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Entering Unmasked Estep Score: -916726.500000 Penalty: 2224.004150 Iteration 0F: 2 clusters Score -916726.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -910403.625000 Penalty: 4448.008301 Iteration 0F: 3 clusters Score -910403.6 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -912215.250000 Penalty: 4448.008301 Iteration 1F: 3 clusters Score -912215.2 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -912501.875000 Penalty: 4448.008301 Iteration 2F: 3 clusters Score -912501.9 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -912747.375000 Penalty: 4448.008301 Iteration 3F: 3 clusters Score -912747.4 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -912969.687500 Penalty: 4448.008301 Iteration 4Q: 3 clusters Score -912969.7 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -913216.875000 Penalty: 4448.008301 Iteration 5Q: 3 clusters Score -913216.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -913530.375000 Penalty: 4448.008301 Iteration 6Q: 3 clusters Score -913530.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -913861.000000 Penalty: 4448.008301 Iteration 7F: 3 clusters Score -913861 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -914137.687500 Penalty: 4448.008301 Iteration 8F: 3 clusters Score -914137.7 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -914350.250000 Penalty: 4448.008301 Iteration 9Q: 3 clusters Score -914350.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -914525.312500 Penalty: 4448.008301 Iteration 10Q: 3 clusters Score -914525.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -914651.437500 Penalty: 4448.008301 Iteration 11Q: 3 clusters Score -914651.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -914750.125000 Penalty: 4448.008301 Iteration 12Q: 3 clusters Score -914750.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -914835.375000 Penalty: 4448.008301 Iteration 13Q: 3 clusters Score -914835.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -914906.187500 Penalty: 4448.008301 Iteration 14Q: 3 clusters Score -914906.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -914950.750000 Penalty: 4448.008301 Iteration 15Q: 3 clusters Score -914950.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -914991.812500 Penalty: 4448.008301 Iteration 16Q: 3 clusters Score -914991.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -915027.500000 Penalty: 4448.008301 Iteration 17Q: 3 clusters Score -915027.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -915061.125000 Penalty: 4448.008301 Iteration 18Q: 3 clusters Score -915061.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -915096.187500 Penalty: 4448.008301 Iteration 19Q: 3 clusters Score -915096.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -915121.312500 Penalty: 4448.008301 Iteration 20F: 3 clusters Score -915121.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -915151.437500 Penalty: 4448.008301 Iteration 21Q: 3 clusters Score -915151.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -915179.125000 Penalty: 4448.008301 Iteration 22Q: 3 clusters Score -915179.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -915203.812500 Penalty: 4448.008301 Iteration 23Q: 3 clusters Score -915203.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -915226.562500 Penalty: 4448.008301 Iteration 24Q: 3 clusters Score -915226.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -915251.500000 Penalty: 4448.008301 Iteration 25Q: 3 clusters Score -915251.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -915281.312500 Penalty: 4448.008301 Iteration 26Q: 3 clusters Score -915281.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -915306.812500 Penalty: 4448.008301 Iteration 27Q: 3 clusters Score -915306.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -915318.750000 Penalty: 4448.008301 Iteration 28Q: 3 clusters Score -915318.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -915334.062500 Penalty: 4448.008301 Iteration 29Q: 3 clusters Score -915334.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -915347.625000 Penalty: 4448.008301 Iteration 30Q: 3 clusters Score -915347.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -915354.750000 Penalty: 4448.008301 Iteration 31Q: 3 clusters Score -915354.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -915360.187500 Penalty: 4448.008301 Iteration 32Q: 3 clusters Score -915360.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -915365.687500 Penalty: 4448.008301 Iteration 33Q: 3 clusters Score -915365.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -915368.687500 Penalty: 4448.008301 Iteration 34Q: 3 clusters Score -915368.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -915374.437500 Penalty: 4448.008301 Iteration 35Q: 3 clusters Score -915374.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -915383.875000 Penalty: 4448.008301 Iteration 36Q: 3 clusters Score -915383.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -915390.000000 Penalty: 4448.008301 Iteration 37Q: 3 clusters Score -915390 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -915396.937500 Penalty: 4448.008301 Iteration 38Q: 3 clusters Score -915396.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -915405.000000 Penalty: 4448.008301 Iteration 39Q: 3 clusters Score -915405 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -915414.562500 Penalty: 4448.008301 Iteration 40F: 3 clusters Score -915414.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -915417.062500 Penalty: 4448.008301 Iteration 41Q: 3 clusters Score -915417.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -915418.750000 Penalty: 4448.008301 Iteration 42Q: 3 clusters Score -915418.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -915420.500000 Penalty: 4448.008301 Iteration 43Q: 3 clusters Score -915420.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -915421.375000 Penalty: 4448.008301 Iteration 44Q: 3 clusters Score -915421.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -915421.187500 Penalty: 4448.008301 Iteration 45Q: 3 clusters Score -915421.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -915421.312500 Penalty: 4448.008301 Iteration 46Q: 3 clusters Score -915421.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -915425.812500 Penalty: 4448.008301 Iteration 47Q: 3 clusters Score -915425.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -915428.312500 Penalty: 4448.008301 Iteration 48Q: 3 clusters Score -915428.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -915428.937500 Penalty: 4448.008301 Iteration 49Q: 3 clusters Score -915428.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -915427.250000 Penalty: 4448.008301 Iteration 50Q: 3 clusters Score -915427.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -915427.250000 Penalty: 4448.008301 Iteration 51F: 3 clusters Score -915427.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Entering Unmasked Estep Score: -1041734.625000 Penalty: 2262.891846 Iteration 0F: 2 clusters Score -1041735 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1034667.062500 Penalty: 4525.783691 Iteration 0F: 3 clusters Score -1034667 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1036747.000000 Penalty: 4525.783691 Iteration 1F: 3 clusters Score -1036747 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1037148.687500 Penalty: 4525.783691 Iteration 2F: 3 clusters Score -1037149 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -1037568.562500 Penalty: 4525.783691 Iteration 3F: 3 clusters Score -1037569 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1037950.625000 Penalty: 4525.783691 Iteration 4F: 3 clusters Score -1037951 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1038370.750000 Penalty: 4525.783691 Iteration 5F: 3 clusters Score -1038371 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1038795.000000 Penalty: 4525.783691 Iteration 6F: 3 clusters Score -1038795 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1039145.875000 Penalty: 4525.783691 Iteration 7F: 3 clusters Score -1039146 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1039419.812500 Penalty: 4525.783691 Iteration 8Q: 3 clusters Score -1039420 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -1039654.625000 Penalty: 4525.783691 Iteration 9Q: 3 clusters Score -1039655 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1039825.312500 Penalty: 4525.783691 Iteration 10Q: 3 clusters Score -1039825 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1039948.187500 Penalty: 4525.783691 Iteration 11Q: 3 clusters Score -1039948 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1040036.062500 Penalty: 4525.783691 Iteration 12Q: 3 clusters Score -1040036 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1040115.250000 Penalty: 4525.783691 Iteration 13Q: 3 clusters Score -1040115 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1040179.375000 Penalty: 4525.783691 Iteration 14Q: 3 clusters Score -1040179 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1040236.750000 Penalty: 4525.783691 Iteration 15Q: 3 clusters Score -1040237 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1040281.562500 Penalty: 4525.783691 Iteration 16Q: 3 clusters Score -1040282 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1040308.062500 Penalty: 4525.783691 Iteration 17Q: 3 clusters Score -1040308 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1040324.125000 Penalty: 4525.783691 Iteration 18Q: 3 clusters Score -1040324 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1040332.937500 Penalty: 4525.783691 Iteration 19Q: 3 clusters Score -1040333 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1040339.375000 Penalty: 4525.783691 Iteration 20F: 3 clusters Score -1040339 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1040343.687500 Penalty: 4525.783691 Iteration 21Q: 3 clusters Score -1040344 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1040349.562500 Penalty: 4525.783691 Iteration 22Q: 3 clusters Score -1040350 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1040351.375000 Penalty: 4525.783691 Iteration 23Q: 3 clusters Score -1040351 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1040355.437500 Penalty: 4525.783691 Iteration 24Q: 3 clusters Score -1040355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -1040357.625000 Penalty: 4525.783691 Iteration 25Q: 3 clusters Score -1040358 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1040361.500000 Penalty: 4525.783691 Iteration 26Q: 3 clusters Score -1040362 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1040361.187500 Penalty: 4525.783691 Iteration 27Q: 3 clusters Score -1040361 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1040364.500000 Penalty: 4525.783691 Iteration 28Q: 3 clusters Score -1040364 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1040365.250000 Penalty: 4525.783691 Iteration 29Q: 3 clusters Score -1040365 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -1040369.437500 Penalty: 4525.783691 Iteration 30Q: 3 clusters Score -1040369 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1040372.125000 Penalty: 4525.783691 Iteration 31Q: 3 clusters Score -1040372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1040376.125000 Penalty: 4525.783691 Iteration 32Q: 3 clusters Score -1040376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1040375.500000 Penalty: 4525.783691 Iteration 33Q: 3 clusters Score -1040376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1040376.500000 Penalty: 4525.783691 Iteration 34Q: 3 clusters Score -1040376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1040376.437500 Penalty: 4525.783691 Iteration 35Q: 3 clusters Score -1040376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1040376.250000 Penalty: 4525.783691 Iteration 36Q: 3 clusters Score -1040376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1040376.687500 Penalty: 4525.783691 Iteration 37Q: 3 clusters Score -1040377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1040377.000000 Penalty: 4525.783691 Iteration 38Q: 3 clusters Score -1040377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1040375.812500 Penalty: 4525.783691 Iteration 39Q: 3 clusters Score -1040376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1040376.375000 Penalty: 4525.783691 Iteration 40F: 3 clusters Score -1040376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1040379.000000 Penalty: 4525.783691 Iteration 41Q: 3 clusters Score -1040379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1040380.375000 Penalty: 4525.783691 Iteration 42Q: 3 clusters Score -1040380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -1040379.750000 Penalty: 4525.783691 Iteration 43Q: 3 clusters Score -1040380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1040379.187500 Penalty: 4525.783691 Iteration 44Q: 3 clusters Score -1040379 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1040379.750000 Penalty: 4525.783691 Iteration 45Q: 3 clusters Score -1040380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1040378.875000 Penalty: 4525.783691 Iteration 46Q: 3 clusters Score -1040379 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1040383.437500 Penalty: 4525.783691 Iteration 47Q: 3 clusters Score -1040383 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1040383.937500 Penalty: 4525.783691 Iteration 48Q: 3 clusters Score -1040384 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1040386.000000 Penalty: 4525.783691 Iteration 49Q: 3 clusters Score -1040386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1040386.750000 Penalty: 4525.783691 Iteration 50Q: 3 clusters Score -1040387 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -1040388.750000 Penalty: 4525.783691 Iteration 51Q: 3 clusters Score -1040389 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1040388.937500 Penalty: 4525.783691 Iteration 52Q: 3 clusters Score -1040389 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1040388.937500 Penalty: 4525.783691 Iteration 53Q: 3 clusters Score -1040389 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1040389.812500 Penalty: 4525.783691 Iteration 54Q: 3 clusters Score -1040390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1040391.312500 Penalty: 4525.783691 Iteration 55Q: 3 clusters Score -1040391 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1040389.250000 Penalty: 4525.783691 Iteration 56Q: 3 clusters Score -1040389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1040389.687500 Penalty: 4525.783691 Iteration 57Q: 3 clusters Score -1040390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1040389.687500 Penalty: 4525.783691 Iteration 58F: 3 clusters Score -1040390 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (25787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25787 members Entering Unmasked Estep Score: -3059307.500000 Penalty: 2519.091309 Iteration 0F: 2 clusters Score -3059308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12850 members Mstep: Class 2 contains 12937 members Entering Unmasked Estep Score: -3041534.500000 Penalty: 5038.182617 Iteration 0F: 3 clusters Score -3041534 nChanged 11523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12571 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -3047693.250000 Penalty: 5038.182617 Iteration 1F: 3 clusters Score -3047693 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12328 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -3048162.000000 Penalty: 5038.182617 Iteration 2F: 3 clusters Score -3048162 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 13776 members Entering Unmasked Estep Score: -3048573.500000 Penalty: 5038.182617 Iteration 3Q: 3 clusters Score -3048574 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -3049022.750000 Penalty: 5038.182617 Iteration 4Q: 3 clusters Score -3049023 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -3049588.000000 Penalty: 5038.182617 Iteration 5Q: 3 clusters Score -3049588 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 15564 members Entering Unmasked Estep Score: -3050257.000000 Penalty: 5038.182617 Iteration 6Q: 3 clusters Score -3050257 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 16426 members Entering Unmasked Estep Score: -3051086.250000 Penalty: 5038.182617 Iteration 7F: 3 clusters Score -3051086 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 17397 members Entering Unmasked Estep Score: -3052050.250000 Penalty: 5038.182617 Iteration 8F: 3 clusters Score -3052050 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 18386 members Entering Unmasked Estep Score: -3052982.500000 Penalty: 5038.182617 Iteration 9F: 3 clusters Score -3052982 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 19306 members Entering Unmasked Estep Score: -3053776.500000 Penalty: 5038.182617 Iteration 10Q: 3 clusters Score -3053776 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 20082 members Entering Unmasked Estep Score: -3054405.750000 Penalty: 5038.182617 Iteration 11Q: 3 clusters Score -3054406 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 20769 members Entering Unmasked Estep Score: -3054912.000000 Penalty: 5038.182617 Iteration 12Q: 3 clusters Score -3054912 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 21358 members Entering Unmasked Estep Score: -3055293.250000 Penalty: 5038.182617 Iteration 13Q: 3 clusters Score -3055293 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 21832 members Entering Unmasked Estep Score: -3055576.000000 Penalty: 5038.182617 Iteration 14Q: 3 clusters Score -3055576 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 22244 members Entering Unmasked Estep Score: -3055827.000000 Penalty: 5038.182617 Iteration 15Q: 3 clusters Score -3055827 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 22639 members Entering Unmasked Estep Score: -3056066.250000 Penalty: 5038.182617 Iteration 16Q: 3 clusters Score -3056066 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 22982 members Entering Unmasked Estep Score: -3056269.250000 Penalty: 5038.182617 Iteration 17Q: 3 clusters Score -3056269 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 23279 members Entering Unmasked Estep Score: -3056451.250000 Penalty: 5038.182617 Iteration 18Q: 3 clusters Score -3056451 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -3056608.000000 Penalty: 5038.182617 Iteration 19Q: 3 clusters Score -3056608 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 23777 members Entering Unmasked Estep Score: -3056727.000000 Penalty: 5038.182617 Iteration 20F: 3 clusters Score -3056727 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -3056831.750000 Penalty: 5038.182617 Iteration 21Q: 3 clusters Score -3056832 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -3056920.750000 Penalty: 5038.182617 Iteration 22Q: 3 clusters Score -3056921 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 24243 members Entering Unmasked Estep Score: -3056964.750000 Penalty: 5038.182617 Iteration 23Q: 3 clusters Score -3056965 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 24351 members Entering Unmasked Estep Score: -3057027.750000 Penalty: 5038.182617 Iteration 24Q: 3 clusters Score -3057028 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 24456 members Entering Unmasked Estep Score: -3057087.500000 Penalty: 5038.182617 Iteration 25Q: 3 clusters Score -3057088 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -3057141.000000 Penalty: 5038.182617 Iteration 26Q: 3 clusters Score -3057141 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 24614 members Entering Unmasked Estep Score: -3057177.000000 Penalty: 5038.182617 Iteration 27Q: 3 clusters Score -3057177 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 24659 members Entering Unmasked Estep Score: -3057199.750000 Penalty: 5038.182617 Iteration 28Q: 3 clusters Score -3057200 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 24694 members Entering Unmasked Estep Score: -3057209.750000 Penalty: 5038.182617 Iteration 29Q: 3 clusters Score -3057210 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 24719 members Entering Unmasked Estep Score: -3057219.750000 Penalty: 5038.182617 Iteration 30Q: 3 clusters Score -3057220 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 24743 members Entering Unmasked Estep Score: -3057227.750000 Penalty: 5038.182617 Iteration 31Q: 3 clusters Score -3057228 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 24767 members Entering Unmasked Estep Score: -3057238.500000 Penalty: 5038.182617 Iteration 32Q: 3 clusters Score -3057238 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 24789 members Entering Unmasked Estep Score: -3057254.500000 Penalty: 5038.182617 Iteration 33Q: 3 clusters Score -3057254 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 24806 members Entering Unmasked Estep Score: -3057258.750000 Penalty: 5038.182617 Iteration 34Q: 3 clusters Score -3057259 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 24826 members Entering Unmasked Estep Score: -3057278.000000 Penalty: 5038.182617 Iteration 35Q: 3 clusters Score -3057278 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 24842 members Entering Unmasked Estep Score: -3057281.000000 Penalty: 5038.182617 Iteration 36Q: 3 clusters Score -3057281 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 24855 members Entering Unmasked Estep Score: -3057289.750000 Penalty: 5038.182617 Iteration 37Q: 3 clusters Score -3057290 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 24861 members Entering Unmasked Estep Score: -3057294.500000 Penalty: 5038.182617 Iteration 38Q: 3 clusters Score -3057294 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 24870 members Entering Unmasked Estep Score: -3057310.000000 Penalty: 5038.182617 Iteration 39Q: 3 clusters Score -3057310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 24880 members Entering Unmasked Estep Score: -3057306.250000 Penalty: 5038.182617 Iteration 40F: 3 clusters Score -3057306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 24887 members Entering Unmasked Estep Score: -3057310.000000 Penalty: 5038.182617 Iteration 41Q: 3 clusters Score -3057310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 24893 members Entering Unmasked Estep Score: -3057301.750000 Penalty: 5038.182617 Iteration 42Q: 3 clusters Score -3057302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 24895 members Entering Unmasked Estep Score: -3057304.000000 Penalty: 5038.182617 Iteration 43Q: 3 clusters Score -3057304 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 24897 members Entering Unmasked Estep Score: -3057311.750000 Penalty: 5038.182617 Iteration 44Q: 3 clusters Score -3057312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 24901 members Entering Unmasked Estep Score: -3057314.500000 Penalty: 5038.182617 Iteration 45Q: 3 clusters Score -3057314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 24907 members Entering Unmasked Estep Score: -3057315.500000 Penalty: 5038.182617 Iteration 46Q: 3 clusters Score -3057316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 24910 members Entering Unmasked Estep Score: -3057313.000000 Penalty: 5038.182617 Iteration 47Q: 3 clusters Score -3057313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 24914 members Entering Unmasked Estep Score: -3057313.750000 Penalty: 5038.182617 Iteration 48Q: 3 clusters Score -3057314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 24916 members Entering Unmasked Estep Score: -3057312.500000 Penalty: 5038.182617 Iteration 49Q: 3 clusters Score -3057312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 24916 members Entering Unmasked Estep Score: -3057312.500000 Penalty: 5038.182617 Iteration 50F: 3 clusters Score -3057312 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Entering Unmasked Estep Score: -163192.593750 Penalty: 1810.182129 Iteration 0F: 2 clusters Score -163192.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -160895.390625 Penalty: 3620.364258 Iteration 0F: 3 clusters Score -160895.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -161243.140625 Penalty: 3620.364258 Iteration 1F: 3 clusters Score -161243.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -161345.140625 Penalty: 3620.364258 Iteration 2F: 3 clusters Score -161345.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -161406.031250 Penalty: 3620.364258 Iteration 3Q: 3 clusters Score -161406 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -161452.453125 Penalty: 3620.364258 Iteration 4Q: 3 clusters Score -161452.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -161475.000000 Penalty: 3620.364258 Iteration 5Q: 3 clusters Score -161475 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -161491.500000 Penalty: 3620.364258 Iteration 6Q: 3 clusters Score -161491.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -161506.296875 Penalty: 3620.364258 Iteration 7Q: 3 clusters Score -161506.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -161517.156250 Penalty: 3620.364258 Iteration 8Q: 3 clusters Score -161517.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -161535.640625 Penalty: 3620.364258 Iteration 9Q: 3 clusters Score -161535.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -161547.703125 Penalty: 3620.364258 Iteration 10Q: 3 clusters Score -161547.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -161552.343750 Penalty: 3620.364258 Iteration 11Q: 3 clusters Score -161552.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -161556.046875 Penalty: 3620.364258 Iteration 12Q: 3 clusters Score -161556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -161558.281250 Penalty: 3620.364258 Iteration 13Q: 3 clusters Score -161558.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -161561.156250 Penalty: 3620.364258 Iteration 14Q: 3 clusters Score -161561.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -161565.109375 Penalty: 3620.364258 Iteration 15Q: 3 clusters Score -161565.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -161566.281250 Penalty: 3620.364258 Iteration 16Q: 3 clusters Score -161566.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -161566.953125 Penalty: 3620.364258 Iteration 17Q: 3 clusters Score -161567 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -161566.953125 Penalty: 3620.364258 Iteration 18F: 3 clusters Score -161567 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -42952.265625 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42952.27 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -43167.453125 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43167.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43225.574219 Penalty: 2970.524658 Iteration 2Q: 3 clusters Score -43225.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -43271.515625 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43271.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43290.308594 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43290.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43300.796875 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43300.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43304.574219 Penalty: 2970.524658 Iteration 6Q: 3 clusters Score -43304.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43304.574219 Penalty: 2970.524658 Iteration 7F: 3 clusters Score -43304.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -163152.406250 Penalty: 1791.919434 Iteration 0F: 2 clusters Score -163152.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -160991.109375 Penalty: 3583.838867 Iteration 0F: 3 clusters Score -160991.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -161526.812500 Penalty: 3583.838867 Iteration 1F: 3 clusters Score -161526.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -161870.968750 Penalty: 3583.838867 Iteration 2F: 3 clusters Score -161871 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -162006.890625 Penalty: 3583.838867 Iteration 3F: 3 clusters Score -162006.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -162134.593750 Penalty: 3583.838867 Iteration 4Q: 3 clusters Score -162134.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -162215.546875 Penalty: 3583.838867 Iteration 5Q: 3 clusters Score -162215.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -162291.796875 Penalty: 3583.838867 Iteration 6Q: 3 clusters Score -162291.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -162358.718750 Penalty: 3583.838867 Iteration 7Q: 3 clusters Score -162358.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -162414.156250 Penalty: 3583.838867 Iteration 8Q: 3 clusters Score -162414.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -162485.484375 Penalty: 3583.838867 Iteration 9Q: 3 clusters Score -162485.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -162549.078125 Penalty: 3583.838867 Iteration 10Q: 3 clusters Score -162549.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -162607.125000 Penalty: 3583.838867 Iteration 11Q: 3 clusters Score -162607.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -162667.296875 Penalty: 3583.838867 Iteration 12Q: 3 clusters Score -162667.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -162735.296875 Penalty: 3583.838867 Iteration 13Q: 3 clusters Score -162735.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -162782.296875 Penalty: 3583.838867 Iteration 14Q: 3 clusters Score -162782.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -162819.921875 Penalty: 3583.838867 Iteration 15Q: 3 clusters Score -162819.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -162829.218750 Penalty: 3583.838867 Iteration 16Q: 3 clusters Score -162829.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -162835.343750 Penalty: 3583.838867 Iteration 17Q: 3 clusters Score -162835.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -162846.406250 Penalty: 3583.838867 Iteration 18Q: 3 clusters Score -162846.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -162858.515625 Penalty: 3583.838867 Iteration 19Q: 3 clusters Score -162858.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -162867.171875 Penalty: 3583.838867 Iteration 20F: 3 clusters Score -162867.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -162870.687500 Penalty: 3583.838867 Iteration 21Q: 3 clusters Score -162870.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -162871.312500 Penalty: 3583.838867 Iteration 22Q: 3 clusters Score -162871.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -162871.312500 Penalty: 3583.838867 Iteration 23F: 3 clusters Score -162871.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Entering Unmasked Estep Score: -836880.500000 Penalty: 2190.481689 Iteration 0F: 2 clusters Score -836880.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -831193.875000 Penalty: 4380.963379 Iteration 0F: 3 clusters Score -831193.9 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -832641.812500 Penalty: 4380.963379 Iteration 1F: 3 clusters Score -832641.8 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -832930.625000 Penalty: 4380.963379 Iteration 2F: 3 clusters Score -832930.6 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -833179.500000 Penalty: 4380.963379 Iteration 3F: 3 clusters Score -833179.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -833374.250000 Penalty: 4380.963379 Iteration 4Q: 3 clusters Score -833374.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -833560.625000 Penalty: 4380.963379 Iteration 5Q: 3 clusters Score -833560.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -833728.937500 Penalty: 4380.963379 Iteration 6Q: 3 clusters Score -833728.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -833877.812500 Penalty: 4380.963379 Iteration 7Q: 3 clusters Score -833877.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -834022.625000 Penalty: 4380.963379 Iteration 8Q: 3 clusters Score -834022.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -834170.187500 Penalty: 4380.963379 Iteration 9Q: 3 clusters Score -834170.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -834308.625000 Penalty: 4380.963379 Iteration 10Q: 3 clusters Score -834308.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -834431.125000 Penalty: 4380.963379 Iteration 11Q: 3 clusters Score -834431.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -834519.812500 Penalty: 4380.963379 Iteration 12Q: 3 clusters Score -834519.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -834606.500000 Penalty: 4380.963379 Iteration 13Q: 3 clusters Score -834606.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -834672.312500 Penalty: 4380.963379 Iteration 14Q: 3 clusters Score -834672.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -834717.625000 Penalty: 4380.963379 Iteration 15Q: 3 clusters Score -834717.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -834756.875000 Penalty: 4380.963379 Iteration 16Q: 3 clusters Score -834756.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -834794.062500 Penalty: 4380.963379 Iteration 17Q: 3 clusters Score -834794.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -834820.375000 Penalty: 4380.963379 Iteration 18Q: 3 clusters Score -834820.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -834849.500000 Penalty: 4380.963379 Iteration 19Q: 3 clusters Score -834849.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -834876.562500 Penalty: 4380.963379 Iteration 20F: 3 clusters Score -834876.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -834899.375000 Penalty: 4380.963379 Iteration 21Q: 3 clusters Score -834899.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -834912.000000 Penalty: 4380.963379 Iteration 22Q: 3 clusters Score -834912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -834931.687500 Penalty: 4380.963379 Iteration 23Q: 3 clusters Score -834931.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -834951.312500 Penalty: 4380.963379 Iteration 24Q: 3 clusters Score -834951.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -834967.250000 Penalty: 4380.963379 Iteration 25Q: 3 clusters Score -834967.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -834982.875000 Penalty: 4380.963379 Iteration 26Q: 3 clusters Score -834982.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -834991.812500 Penalty: 4380.963379 Iteration 27Q: 3 clusters Score -834991.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -834997.750000 Penalty: 4380.963379 Iteration 28Q: 3 clusters Score -834997.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -835006.125000 Penalty: 4380.963379 Iteration 29Q: 3 clusters Score -835006.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -835009.812500 Penalty: 4380.963379 Iteration 30Q: 3 clusters Score -835009.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -835013.500000 Penalty: 4380.963379 Iteration 31Q: 3 clusters Score -835013.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -835017.562500 Penalty: 4380.963379 Iteration 32Q: 3 clusters Score -835017.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -835025.875000 Penalty: 4380.963379 Iteration 33Q: 3 clusters Score -835025.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -835028.750000 Penalty: 4380.963379 Iteration 34Q: 3 clusters Score -835028.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -835034.500000 Penalty: 4380.963379 Iteration 35Q: 3 clusters Score -835034.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -835040.125000 Penalty: 4380.963379 Iteration 36Q: 3 clusters Score -835040.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -835046.750000 Penalty: 4380.963379 Iteration 37Q: 3 clusters Score -835046.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -835048.187500 Penalty: 4380.963379 Iteration 38Q: 3 clusters Score -835048.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -835051.437500 Penalty: 4380.963379 Iteration 39Q: 3 clusters Score -835051.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -835053.250000 Penalty: 4380.963379 Iteration 40F: 3 clusters Score -835053.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -835056.750000 Penalty: 4380.963379 Iteration 41Q: 3 clusters Score -835056.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -835056.500000 Penalty: 4380.963379 Iteration 42Q: 3 clusters Score -835056.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -835056.562500 Penalty: 4380.963379 Iteration 43Q: 3 clusters Score -835056.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -835056.562500 Penalty: 4380.963379 Iteration 44F: 3 clusters Score -835056.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Entering Unmasked Estep Score: -1062260.750000 Penalty: 2249.684326 Iteration 0F: 2 clusters Score -1062261 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1055382.250000 Penalty: 4499.368652 Iteration 0F: 3 clusters Score -1055382 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1057242.875000 Penalty: 4499.368652 Iteration 1F: 3 clusters Score -1057243 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1057520.375000 Penalty: 4499.368652 Iteration 2F: 3 clusters Score -1057520 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -1057707.125000 Penalty: 4499.368652 Iteration 3Q: 3 clusters Score -1057707 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1057845.750000 Penalty: 4499.368652 Iteration 4Q: 3 clusters Score -1057846 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1057982.625000 Penalty: 4499.368652 Iteration 5Q: 3 clusters Score -1057983 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1058116.125000 Penalty: 4499.368652 Iteration 6Q: 3 clusters Score -1058116 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1058252.500000 Penalty: 4499.368652 Iteration 7Q: 3 clusters Score -1058252 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1058385.000000 Penalty: 4499.368652 Iteration 8Q: 3 clusters Score -1058385 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -1058527.375000 Penalty: 4499.368652 Iteration 9Q: 3 clusters Score -1058527 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1058679.375000 Penalty: 4499.368652 Iteration 10Q: 3 clusters Score -1058679 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1058847.375000 Penalty: 4499.368652 Iteration 11Q: 3 clusters Score -1058847 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1059027.750000 Penalty: 4499.368652 Iteration 12Q: 3 clusters Score -1059028 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1059195.125000 Penalty: 4499.368652 Iteration 13Q: 3 clusters Score -1059195 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1059357.500000 Penalty: 4499.368652 Iteration 14Q: 3 clusters Score -1059358 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1059543.375000 Penalty: 4499.368652 Iteration 15Q: 3 clusters Score -1059543 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1059717.125000 Penalty: 4499.368652 Iteration 16Q: 3 clusters Score -1059717 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1059833.250000 Penalty: 4499.368652 Iteration 17Q: 3 clusters Score -1059833 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1059946.875000 Penalty: 4499.368652 Iteration 18Q: 3 clusters Score -1059947 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1060027.375000 Penalty: 4499.368652 Iteration 19Q: 3 clusters Score -1060027 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1060084.750000 Penalty: 4499.368652 Iteration 20F: 3 clusters Score -1060085 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1060121.750000 Penalty: 4499.368652 Iteration 21Q: 3 clusters Score -1060122 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1060159.875000 Penalty: 4499.368652 Iteration 22Q: 3 clusters Score -1060160 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1060182.750000 Penalty: 4499.368652 Iteration 23Q: 3 clusters Score -1060183 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1060210.125000 Penalty: 4499.368652 Iteration 24Q: 3 clusters Score -1060210 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1060228.250000 Penalty: 4499.368652 Iteration 25Q: 3 clusters Score -1060228 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1060247.125000 Penalty: 4499.368652 Iteration 26Q: 3 clusters Score -1060247 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1060276.125000 Penalty: 4499.368652 Iteration 27Q: 3 clusters Score -1060276 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1060300.000000 Penalty: 4499.368652 Iteration 28Q: 3 clusters Score -1060300 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -1060313.750000 Penalty: 4499.368652 Iteration 29Q: 3 clusters Score -1060314 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1060326.750000 Penalty: 4499.368652 Iteration 30Q: 3 clusters Score -1060327 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1060335.375000 Penalty: 4499.368652 Iteration 31Q: 3 clusters Score -1060335 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1060342.250000 Penalty: 4499.368652 Iteration 32Q: 3 clusters Score -1060342 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1060348.000000 Penalty: 4499.368652 Iteration 33Q: 3 clusters Score -1060348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8228 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1060349.500000 Penalty: 4499.368652 Iteration 34Q: 3 clusters Score -1060350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1060350.750000 Penalty: 4499.368652 Iteration 35Q: 3 clusters Score -1060351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1060352.500000 Penalty: 4499.368652 Iteration 36Q: 3 clusters Score -1060352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1060354.500000 Penalty: 4499.368652 Iteration 37Q: 3 clusters Score -1060354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1060357.500000 Penalty: 4499.368652 Iteration 38Q: 3 clusters Score -1060358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1060359.375000 Penalty: 4499.368652 Iteration 39Q: 3 clusters Score -1060359 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1060360.000000 Penalty: 4499.368652 Iteration 40F: 3 clusters Score -1060360 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1060368.750000 Penalty: 4499.368652 Iteration 41Q: 3 clusters Score -1060369 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1060371.125000 Penalty: 4499.368652 Iteration 42Q: 3 clusters Score -1060371 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1060374.500000 Penalty: 4499.368652 Iteration 43Q: 3 clusters Score -1060374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1060377.750000 Penalty: 4499.368652 Iteration 44Q: 3 clusters Score -1060378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1060376.875000 Penalty: 4499.368652 Iteration 45Q: 3 clusters Score -1060377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1060380.875000 Penalty: 4499.368652 Iteration 46Q: 3 clusters Score -1060381 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1060382.875000 Penalty: 4499.368652 Iteration 47Q: 3 clusters Score -1060383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1060388.000000 Penalty: 4499.368652 Iteration 48Q: 3 clusters Score -1060388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -1060390.500000 Penalty: 4499.368652 Iteration 49Q: 3 clusters Score -1060390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1060393.750000 Penalty: 4499.368652 Iteration 50Q: 3 clusters Score -1060394 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -1060397.750000 Penalty: 4499.368652 Iteration 51Q: 3 clusters Score -1060398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1060400.000000 Penalty: 4499.368652 Iteration 52Q: 3 clusters Score -1060400 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1060401.750000 Penalty: 4499.368652 Iteration 53Q: 3 clusters Score -1060402 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1060401.750000 Penalty: 4499.368652 Iteration 54F: 3 clusters Score -1060402 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152839 members Entering Unmasked Estep Score: -19105792.000000 Penalty: 2960.410889 Iteration 0F: 2 clusters Score -1.910579e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76656 members Mstep: Class 2 contains 76183 members Entering Unmasked Estep Score: -19004722.000000 Penalty: 5920.821777 Iteration 0F: 3 clusters Score -1.900472e+07 nChanged 73034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78606 members Mstep: Class 2 contains 74233 members Entering Unmasked Estep Score: -19047128.000000 Penalty: 5920.821777 Iteration 1F: 3 clusters Score -1.904713e+07 nChanged 4499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79281 members Mstep: Class 2 contains 73558 members Entering Unmasked Estep Score: -19048300.000000 Penalty: 5920.821777 Iteration 2Q: 3 clusters Score -1.90483e+07 nChanged 4769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80298 members Mstep: Class 2 contains 72541 members Entering Unmasked Estep Score: -19049478.000000 Penalty: 5920.821777 Iteration 3Q: 3 clusters Score -1.904948e+07 nChanged 5136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81580 members Mstep: Class 2 contains 71259 members Entering Unmasked Estep Score: -19051114.000000 Penalty: 5920.821777 Iteration 4Q: 3 clusters Score -1.905111e+07 nChanged 5932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83346 members Mstep: Class 2 contains 69493 members Entering Unmasked Estep Score: -19053514.000000 Penalty: 5920.821777 Iteration 5Q: 3 clusters Score -1.905351e+07 nChanged 6731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85885 members Mstep: Class 2 contains 66954 members Entering Unmasked Estep Score: -19056722.000000 Penalty: 5920.821777 Iteration 6Q: 3 clusters Score -1.905672e+07 nChanged 7598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89411 members Mstep: Class 2 contains 63428 members Entering Unmasked Estep Score: -19060648.000000 Penalty: 5920.821777 Iteration 7Q: 3 clusters Score -1.906065e+07 nChanged 7880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94119 members Mstep: Class 2 contains 58720 members Entering Unmasked Estep Score: -19065072.000000 Penalty: 5920.821777 Iteration 8F: 3 clusters Score -1.906507e+07 nChanged 8229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100052 members Mstep: Class 2 contains 52787 members Entering Unmasked Estep Score: -19070014.000000 Penalty: 5920.821777 Iteration 9F: 3 clusters Score -1.907001e+07 nChanged 8261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107063 members Mstep: Class 2 contains 45776 members Entering Unmasked Estep Score: -19075098.000000 Penalty: 5920.821777 Iteration 10F: 3 clusters Score -1.90751e+07 nChanged 8223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114818 members Mstep: Class 2 contains 38021 members Entering Unmasked Estep Score: -19080422.000000 Penalty: 5920.821777 Iteration 11F: 3 clusters Score -1.908042e+07 nChanged 8240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122874 members Mstep: Class 2 contains 29965 members Entering Unmasked Estep Score: -19086050.000000 Penalty: 5920.821777 Iteration 12F: 3 clusters Score -1.908605e+07 nChanged 7668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130496 members Mstep: Class 2 contains 22343 members Entering Unmasked Estep Score: -19091078.000000 Penalty: 5920.821777 Iteration 13F: 3 clusters Score -1.909108e+07 nChanged 6470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136952 members Mstep: Class 2 contains 15887 members Entering Unmasked Estep Score: -19095302.000000 Penalty: 5920.821777 Iteration 14Q: 3 clusters Score -1.90953e+07 nChanged 5037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141979 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -19098450.000000 Penalty: 5920.821777 Iteration 15Q: 3 clusters Score -1.909845e+07 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145480 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -19100358.000000 Penalty: 5920.821777 Iteration 16Q: 3 clusters Score -1.910036e+07 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147727 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -19101448.000000 Penalty: 5920.821777 Iteration 17Q: 3 clusters Score -1.910145e+07 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149110 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -19102170.000000 Penalty: 5920.821777 Iteration 18Q: 3 clusters Score -1.910217e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149972 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -19102562.000000 Penalty: 5920.821777 Iteration 19Q: 3 clusters Score -1.910256e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150521 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -19102784.000000 Penalty: 5920.821777 Iteration 20F: 3 clusters Score -1.910278e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150872 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -19102936.000000 Penalty: 5920.821777 Iteration 21Q: 3 clusters Score -1.910294e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151108 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -19103030.000000 Penalty: 5920.821777 Iteration 22Q: 3 clusters Score -1.910303e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151289 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -19103068.000000 Penalty: 5920.821777 Iteration 23Q: 3 clusters Score -1.910307e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151416 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -19103132.000000 Penalty: 5920.821777 Iteration 24Q: 3 clusters Score -1.910313e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151510 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -19103184.000000 Penalty: 5920.821777 Iteration 25Q: 3 clusters Score -1.910318e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151591 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -19103294.000000 Penalty: 5920.821777 Iteration 26Q: 3 clusters Score -1.910329e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151637 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -19103322.000000 Penalty: 5920.821777 Iteration 27Q: 3 clusters Score -1.910332e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151695 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -19103330.000000 Penalty: 5920.821777 Iteration 28Q: 3 clusters Score -1.910333e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151729 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -19103342.000000 Penalty: 5920.821777 Iteration 29Q: 3 clusters Score -1.910334e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151755 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -19103368.000000 Penalty: 5920.821777 Iteration 30Q: 3 clusters Score -1.910337e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151774 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -19103392.000000 Penalty: 5920.821777 Iteration 31Q: 3 clusters Score -1.910339e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151789 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -19103398.000000 Penalty: 5920.821777 Iteration 32Q: 3 clusters Score -1.91034e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151801 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -19103400.000000 Penalty: 5920.821777 Iteration 33Q: 3 clusters Score -1.91034e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151808 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -19103392.000000 Penalty: 5920.821777 Iteration 34Q: 3 clusters Score -1.910339e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151814 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -19103404.000000 Penalty: 5920.821777 Iteration 35Q: 3 clusters Score -1.91034e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151822 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -19103404.000000 Penalty: 5920.821777 Iteration 36Q: 3 clusters Score -1.91034e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151829 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -19103412.000000 Penalty: 5920.821777 Iteration 37Q: 3 clusters Score -1.910341e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151834 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -19103402.000000 Penalty: 5920.821777 Iteration 38Q: 3 clusters Score -1.91034e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151838 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -19103416.000000 Penalty: 5920.821777 Iteration 39Q: 3 clusters Score -1.910342e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151841 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -19103416.000000 Penalty: 5920.821777 Iteration 40F: 3 clusters Score -1.910342e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151848 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -19103422.000000 Penalty: 5920.821777 Iteration 41Q: 3 clusters Score -1.910342e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151853 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -19103426.000000 Penalty: 5920.821777 Iteration 42Q: 3 clusters Score -1.910343e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151852 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -19103436.000000 Penalty: 5920.821777 Iteration 43Q: 3 clusters Score -1.910344e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151848 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -19103426.000000 Penalty: 5920.821777 Iteration 44Q: 3 clusters Score -1.910343e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151850 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -19103426.000000 Penalty: 5920.821777 Iteration 45Q: 3 clusters Score -1.910343e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151851 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -19103436.000000 Penalty: 5920.821777 Iteration 46Q: 3 clusters Score -1.910344e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151852 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -19103434.000000 Penalty: 5920.821777 Iteration 47Q: 3 clusters Score -1.910343e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151852 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -19103434.000000 Penalty: 5920.821777 Iteration 48F: 3 clusters Score -1.910343e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Entering Unmasked Estep Score: -657739.750000 Penalty: 2140.369385 Iteration 0F: 2 clusters Score -657739.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -652793.250000 Penalty: 4280.738770 Iteration 0F: 3 clusters Score -652793.2 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -653986.625000 Penalty: 4280.738770 Iteration 1F: 3 clusters Score -653986.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -654226.437500 Penalty: 4280.738770 Iteration 2F: 3 clusters Score -654226.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -654369.937500 Penalty: 4280.738770 Iteration 3F: 3 clusters Score -654369.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -654474.625000 Penalty: 4280.738770 Iteration 4Q: 3 clusters Score -654474.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -654552.375000 Penalty: 4280.738770 Iteration 5Q: 3 clusters Score -654552.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -654612.875000 Penalty: 4280.738770 Iteration 6Q: 3 clusters Score -654612.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -654663.937500 Penalty: 4280.738770 Iteration 7Q: 3 clusters Score -654663.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -654711.625000 Penalty: 4280.738770 Iteration 8Q: 3 clusters Score -654711.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -654762.687500 Penalty: 4280.738770 Iteration 9Q: 3 clusters Score -654762.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -654812.437500 Penalty: 4280.738770 Iteration 10Q: 3 clusters Score -654812.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -654870.375000 Penalty: 4280.738770 Iteration 11Q: 3 clusters Score -654870.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -654941.062500 Penalty: 4280.738770 Iteration 12Q: 3 clusters Score -654941.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -655004.500000 Penalty: 4280.738770 Iteration 13Q: 3 clusters Score -655004.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -655074.125000 Penalty: 4280.738770 Iteration 14Q: 3 clusters Score -655074.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -655147.500000 Penalty: 4280.738770 Iteration 15Q: 3 clusters Score -655147.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -655234.250000 Penalty: 4280.738770 Iteration 16Q: 3 clusters Score -655234.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -655312.562500 Penalty: 4280.738770 Iteration 17Q: 3 clusters Score -655312.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -655389.187500 Penalty: 4280.738770 Iteration 18Q: 3 clusters Score -655389.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -655473.750000 Penalty: 4280.738770 Iteration 19Q: 3 clusters Score -655473.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -655555.187500 Penalty: 4280.738770 Iteration 20F: 3 clusters Score -655555.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -655610.125000 Penalty: 4280.738770 Iteration 21Q: 3 clusters Score -655610.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -655652.687500 Penalty: 4280.738770 Iteration 22Q: 3 clusters Score -655652.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -655691.875000 Penalty: 4280.738770 Iteration 23Q: 3 clusters Score -655691.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -655721.125000 Penalty: 4280.738770 Iteration 24Q: 3 clusters Score -655721.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -655751.062500 Penalty: 4280.738770 Iteration 25Q: 3 clusters Score -655751.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -655776.500000 Penalty: 4280.738770 Iteration 26Q: 3 clusters Score -655776.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -655799.125000 Penalty: 4280.738770 Iteration 27Q: 3 clusters Score -655799.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -655825.062500 Penalty: 4280.738770 Iteration 28Q: 3 clusters Score -655825.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -655848.812500 Penalty: 4280.738770 Iteration 29Q: 3 clusters Score -655848.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -655871.937500 Penalty: 4280.738770 Iteration 30Q: 3 clusters Score -655871.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -655890.562500 Penalty: 4280.738770 Iteration 31Q: 3 clusters Score -655890.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -655903.437500 Penalty: 4280.738770 Iteration 32Q: 3 clusters Score -655903.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -655914.625000 Penalty: 4280.738770 Iteration 33Q: 3 clusters Score -655914.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -655923.500000 Penalty: 4280.738770 Iteration 34Q: 3 clusters Score -655923.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -655926.937500 Penalty: 4280.738770 Iteration 35Q: 3 clusters Score -655926.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -655932.750000 Penalty: 4280.738770 Iteration 36Q: 3 clusters Score -655932.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -655934.812500 Penalty: 4280.738770 Iteration 37Q: 3 clusters Score -655934.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -655939.187500 Penalty: 4280.738770 Iteration 38Q: 3 clusters Score -655939.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -655944.437500 Penalty: 4280.738770 Iteration 39Q: 3 clusters Score -655944.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -655950.812500 Penalty: 4280.738770 Iteration 40F: 3 clusters Score -655950.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -655955.187500 Penalty: 4280.738770 Iteration 41Q: 3 clusters Score -655955.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -655959.875000 Penalty: 4280.738770 Iteration 42Q: 3 clusters Score -655959.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -655964.937500 Penalty: 4280.738770 Iteration 43Q: 3 clusters Score -655964.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -655974.812500 Penalty: 4280.738770 Iteration 44Q: 3 clusters Score -655974.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -655980.250000 Penalty: 4280.738770 Iteration 45Q: 3 clusters Score -655980.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -655986.187500 Penalty: 4280.738770 Iteration 46Q: 3 clusters Score -655986.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -655993.000000 Penalty: 4280.738770 Iteration 47Q: 3 clusters Score -655993 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -655996.250000 Penalty: 4280.738770 Iteration 48Q: 3 clusters Score -655996.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -655998.312500 Penalty: 4280.738770 Iteration 49Q: 3 clusters Score -655998.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -655999.937500 Penalty: 4280.738770 Iteration 50Q: 3 clusters Score -655999.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -656000.875000 Penalty: 4280.738770 Iteration 51Q: 3 clusters Score -656000.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -656000.875000 Penalty: 4280.738770 Iteration 52F: 3 clusters Score -656000.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Entering Unmasked Estep Score: -707557.437500 Penalty: 2157.851318 Iteration 0F: 2 clusters Score -707557.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -702384.500000 Penalty: 4315.702637 Iteration 0F: 3 clusters Score -702384.5 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -703671.500000 Penalty: 4315.702637 Iteration 1F: 3 clusters Score -703671.5 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -703889.937500 Penalty: 4315.702637 Iteration 2F: 3 clusters Score -703889.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -704035.875000 Penalty: 4315.702637 Iteration 3Q: 3 clusters Score -704035.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -704161.437500 Penalty: 4315.702637 Iteration 4Q: 3 clusters Score -704161.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -704254.937500 Penalty: 4315.702637 Iteration 5Q: 3 clusters Score -704254.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -704326.937500 Penalty: 4315.702637 Iteration 6Q: 3 clusters Score -704326.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -704375.875000 Penalty: 4315.702637 Iteration 7Q: 3 clusters Score -704375.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -704418.812500 Penalty: 4315.702637 Iteration 8Q: 3 clusters Score -704418.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -704455.125000 Penalty: 4315.702637 Iteration 9Q: 3 clusters Score -704455.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -704483.437500 Penalty: 4315.702637 Iteration 10Q: 3 clusters Score -704483.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -704507.187500 Penalty: 4315.702637 Iteration 11Q: 3 clusters Score -704507.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -704538.562500 Penalty: 4315.702637 Iteration 12Q: 3 clusters Score -704538.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -704571.437500 Penalty: 4315.702637 Iteration 13Q: 3 clusters Score -704571.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -704597.250000 Penalty: 4315.702637 Iteration 14Q: 3 clusters Score -704597.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -704618.625000 Penalty: 4315.702637 Iteration 15Q: 3 clusters Score -704618.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -704632.125000 Penalty: 4315.702637 Iteration 16Q: 3 clusters Score -704632.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -704651.125000 Penalty: 4315.702637 Iteration 17Q: 3 clusters Score -704651.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -704668.625000 Penalty: 4315.702637 Iteration 18Q: 3 clusters Score -704668.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -704687.250000 Penalty: 4315.702637 Iteration 19Q: 3 clusters Score -704687.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -704714.062500 Penalty: 4315.702637 Iteration 20F: 3 clusters Score -704714.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -704746.750000 Penalty: 4315.702637 Iteration 21Q: 3 clusters Score -704746.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -704777.625000 Penalty: 4315.702637 Iteration 22Q: 3 clusters Score -704777.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -704808.812500 Penalty: 4315.702637 Iteration 23Q: 3 clusters Score -704808.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -704858.687500 Penalty: 4315.702637 Iteration 24Q: 3 clusters Score -704858.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -704908.937500 Penalty: 4315.702637 Iteration 25Q: 3 clusters Score -704908.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -704957.750000 Penalty: 4315.702637 Iteration 26Q: 3 clusters Score -704957.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -705011.937500 Penalty: 4315.702637 Iteration 27Q: 3 clusters Score -705011.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -705067.500000 Penalty: 4315.702637 Iteration 28Q: 3 clusters Score -705067.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -705113.250000 Penalty: 4315.702637 Iteration 29Q: 3 clusters Score -705113.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -705149.750000 Penalty: 4315.702637 Iteration 30Q: 3 clusters Score -705149.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -705176.937500 Penalty: 4315.702637 Iteration 31Q: 3 clusters Score -705176.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -705197.812500 Penalty: 4315.702637 Iteration 32Q: 3 clusters Score -705197.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -705215.062500 Penalty: 4315.702637 Iteration 33Q: 3 clusters Score -705215.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -705233.875000 Penalty: 4315.702637 Iteration 34Q: 3 clusters Score -705233.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -705256.687500 Penalty: 4315.702637 Iteration 35Q: 3 clusters Score -705256.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -705274.312500 Penalty: 4315.702637 Iteration 36Q: 3 clusters Score -705274.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -705297.875000 Penalty: 4315.702637 Iteration 37Q: 3 clusters Score -705297.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -705319.312500 Penalty: 4315.702637 Iteration 38Q: 3 clusters Score -705319.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -705338.750000 Penalty: 4315.702637 Iteration 39Q: 3 clusters Score -705338.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -705356.312500 Penalty: 4315.702637 Iteration 40F: 3 clusters Score -705356.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -705372.812500 Penalty: 4315.702637 Iteration 41Q: 3 clusters Score -705372.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -705396.625000 Penalty: 4315.702637 Iteration 42Q: 3 clusters Score -705396.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -705415.250000 Penalty: 4315.702637 Iteration 43Q: 3 clusters Score -705415.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -705426.812500 Penalty: 4315.702637 Iteration 44Q: 3 clusters Score -705426.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -705440.500000 Penalty: 4315.702637 Iteration 45Q: 3 clusters Score -705440.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -705455.375000 Penalty: 4315.702637 Iteration 46Q: 3 clusters Score -705455.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -705464.312500 Penalty: 4315.702637 Iteration 47Q: 3 clusters Score -705464.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -705475.000000 Penalty: 4315.702637 Iteration 48Q: 3 clusters Score -705475 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -705491.125000 Penalty: 4315.702637 Iteration 49Q: 3 clusters Score -705491.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -705511.500000 Penalty: 4315.702637 Iteration 50Q: 3 clusters Score -705511.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -705533.250000 Penalty: 4315.702637 Iteration 51Q: 3 clusters Score -705533.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -705552.437500 Penalty: 4315.702637 Iteration 52Q: 3 clusters Score -705552.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -705585.750000 Penalty: 4315.702637 Iteration 53Q: 3 clusters Score -705585.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -705619.000000 Penalty: 4315.702637 Iteration 54Q: 3 clusters Score -705619 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -705649.875000 Penalty: 4315.702637 Iteration 55Q: 3 clusters Score -705649.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -705673.750000 Penalty: 4315.702637 Iteration 56Q: 3 clusters Score -705673.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -705694.875000 Penalty: 4315.702637 Iteration 57Q: 3 clusters Score -705694.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -705713.812500 Penalty: 4315.702637 Iteration 58Q: 3 clusters Score -705713.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -705728.437500 Penalty: 4315.702637 Iteration 59Q: 3 clusters Score -705728.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -705743.625000 Penalty: 4315.702637 Iteration 60F: 3 clusters Score -705743.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -705756.125000 Penalty: 4315.702637 Iteration 61Q: 3 clusters Score -705756.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -705765.937500 Penalty: 4315.702637 Iteration 62Q: 3 clusters Score -705765.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -705773.062500 Penalty: 4315.702637 Iteration 63Q: 3 clusters Score -705773.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -705780.312500 Penalty: 4315.702637 Iteration 64Q: 3 clusters Score -705780.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -705786.125000 Penalty: 4315.702637 Iteration 65Q: 3 clusters Score -705786.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -705794.125000 Penalty: 4315.702637 Iteration 66Q: 3 clusters Score -705794.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -705803.250000 Penalty: 4315.702637 Iteration 67Q: 3 clusters Score -705803.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -705815.625000 Penalty: 4315.702637 Iteration 68Q: 3 clusters Score -705815.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -705823.562500 Penalty: 4315.702637 Iteration 69Q: 3 clusters Score -705823.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -705826.187500 Penalty: 4315.702637 Iteration 70Q: 3 clusters Score -705826.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -705832.312500 Penalty: 4315.702637 Iteration 71Q: 3 clusters Score -705832.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -705837.375000 Penalty: 4315.702637 Iteration 72Q: 3 clusters Score -705837.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -705841.062500 Penalty: 4315.702637 Iteration 73Q: 3 clusters Score -705841.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -705846.000000 Penalty: 4315.702637 Iteration 74Q: 3 clusters Score -705846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -705850.312500 Penalty: 4315.702637 Iteration 75Q: 3 clusters Score -705850.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -705852.000000 Penalty: 4315.702637 Iteration 76Q: 3 clusters Score -705852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -705855.062500 Penalty: 4315.702637 Iteration 77Q: 3 clusters Score -705855.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -705859.500000 Penalty: 4315.702637 Iteration 78Q: 3 clusters Score -705859.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -705863.250000 Penalty: 4315.702637 Iteration 79Q: 3 clusters Score -705863.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -705864.937500 Penalty: 4315.702637 Iteration 80F: 3 clusters Score -705864.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -705865.687500 Penalty: 4315.702637 Iteration 81Q: 3 clusters Score -705865.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -705869.500000 Penalty: 4315.702637 Iteration 82Q: 3 clusters Score -705869.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -705872.687500 Penalty: 4315.702637 Iteration 83Q: 3 clusters Score -705872.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -705874.437500 Penalty: 4315.702637 Iteration 84Q: 3 clusters Score -705874.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -705876.625000 Penalty: 4315.702637 Iteration 85Q: 3 clusters Score -705876.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -705878.625000 Penalty: 4315.702637 Iteration 86Q: 3 clusters Score -705878.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -705880.000000 Penalty: 4315.702637 Iteration 87Q: 3 clusters Score -705880 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -705883.125000 Penalty: 4315.702637 Iteration 88Q: 3 clusters Score -705883.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -705884.375000 Penalty: 4315.702637 Iteration 89Q: 3 clusters Score -705884.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -705887.937500 Penalty: 4315.702637 Iteration 90Q: 3 clusters Score -705887.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -705892.750000 Penalty: 4315.702637 Iteration 91Q: 3 clusters Score -705892.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -705902.875000 Penalty: 4315.702637 Iteration 92Q: 3 clusters Score -705902.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -705904.625000 Penalty: 4315.702637 Iteration 93Q: 3 clusters Score -705904.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -705911.750000 Penalty: 4315.702637 Iteration 94Q: 3 clusters Score -705911.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -705919.750000 Penalty: 4315.702637 Iteration 95Q: 3 clusters Score -705919.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -705930.750000 Penalty: 4315.702637 Iteration 96Q: 3 clusters Score -705930.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -705937.125000 Penalty: 4315.702637 Iteration 97Q: 3 clusters Score -705937.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -705943.000000 Penalty: 4315.702637 Iteration 98Q: 3 clusters Score -705943 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -705946.625000 Penalty: 4315.702637 Iteration 99Q: 3 clusters Score -705946.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -705954.187500 Penalty: 4315.702637 Iteration 100F: 3 clusters Score -705954.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -705957.937500 Penalty: 4315.702637 Iteration 101Q: 3 clusters Score -705957.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -705958.562500 Penalty: 4315.702637 Iteration 102Q: 3 clusters Score -705958.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -705958.187500 Penalty: 4315.702637 Iteration 103Q: 3 clusters Score -705958.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -705958.187500 Penalty: 4315.702637 Iteration 104F: 3 clusters Score -705958.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -69618.109375 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69618.11 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -69844.039062 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69844.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -69889.781250 Penalty: 3217.891357 Iteration 2Q: 3 clusters Score -69889.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -69912.507812 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -69912.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -69923.023438 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -69923.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -69925.320312 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -69925.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -69929.367188 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -69929.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -69931.960938 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -69931.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -69931.960938 Penalty: 3217.891357 Iteration 8F: 3 clusters Score -69931.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (27987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27987 members Entering Unmasked Estep Score: -3363254.250000 Penalty: 2539.394775 Iteration 0F: 2 clusters Score -3363254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14060 members Mstep: Class 2 contains 13927 members Entering Unmasked Estep Score: -3344090.000000 Penalty: 5078.789551 Iteration 0F: 3 clusters Score -3344090 nChanged 12473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -3350868.500000 Penalty: 5078.789551 Iteration 1F: 3 clusters Score -3350868 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14942 members Mstep: Class 2 contains 13045 members Entering Unmasked Estep Score: -3351507.250000 Penalty: 5078.789551 Iteration 2F: 3 clusters Score -3351507 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -3352158.250000 Penalty: 5078.789551 Iteration 3F: 3 clusters Score -3352158 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -3352811.500000 Penalty: 5078.789551 Iteration 4F: 3 clusters Score -3352812 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16478 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -3353503.000000 Penalty: 5078.789551 Iteration 5F: 3 clusters Score -3353503 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17261 members Mstep: Class 2 contains 10726 members Entering Unmasked Estep Score: -3354183.250000 Penalty: 5078.789551 Iteration 6Q: 3 clusters Score -3354183 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18196 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -3354930.750000 Penalty: 5078.789551 Iteration 7Q: 3 clusters Score -3354931 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19241 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -3355794.000000 Penalty: 5078.789551 Iteration 8Q: 3 clusters Score -3355794 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20320 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -3356719.250000 Penalty: 5078.789551 Iteration 9Q: 3 clusters Score -3356719 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21307 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -3357631.000000 Penalty: 5078.789551 Iteration 10Q: 3 clusters Score -3357631 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22164 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -3358406.250000 Penalty: 5078.789551 Iteration 11Q: 3 clusters Score -3358406 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22853 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -3358986.250000 Penalty: 5078.789551 Iteration 12Q: 3 clusters Score -3358986 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23402 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -3359373.250000 Penalty: 5078.789551 Iteration 13Q: 3 clusters Score -3359373 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23853 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -3359662.500000 Penalty: 5078.789551 Iteration 14Q: 3 clusters Score -3359662 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24257 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -3359912.500000 Penalty: 5078.789551 Iteration 15Q: 3 clusters Score -3359912 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24605 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -3360129.250000 Penalty: 5078.789551 Iteration 16Q: 3 clusters Score -3360129 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24889 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -3360301.250000 Penalty: 5078.789551 Iteration 17Q: 3 clusters Score -3360301 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25133 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -3360457.250000 Penalty: 5078.789551 Iteration 18Q: 3 clusters Score -3360457 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25350 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -3360611.500000 Penalty: 5078.789551 Iteration 19Q: 3 clusters Score -3360612 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25542 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -3360738.750000 Penalty: 5078.789551 Iteration 20F: 3 clusters Score -3360739 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25706 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -3360857.250000 Penalty: 5078.789551 Iteration 21Q: 3 clusters Score -3360857 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25842 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -3360926.500000 Penalty: 5078.789551 Iteration 22Q: 3 clusters Score -3360926 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -3360978.750000 Penalty: 5078.789551 Iteration 23Q: 3 clusters Score -3360979 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26062 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -3361044.750000 Penalty: 5078.789551 Iteration 24Q: 3 clusters Score -3361045 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26151 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -3361085.500000 Penalty: 5078.789551 Iteration 25Q: 3 clusters Score -3361086 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26230 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -3361122.750000 Penalty: 5078.789551 Iteration 26Q: 3 clusters Score -3361123 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26302 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -3361151.250000 Penalty: 5078.789551 Iteration 27Q: 3 clusters Score -3361151 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26357 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -3361178.500000 Penalty: 5078.789551 Iteration 28Q: 3 clusters Score -3361178 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26406 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -3361206.250000 Penalty: 5078.789551 Iteration 29Q: 3 clusters Score -3361206 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26445 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -3361225.250000 Penalty: 5078.789551 Iteration 30Q: 3 clusters Score -3361225 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -3361245.750000 Penalty: 5078.789551 Iteration 31Q: 3 clusters Score -3361246 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26516 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -3361257.500000 Penalty: 5078.789551 Iteration 32Q: 3 clusters Score -3361258 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26546 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -3361268.000000 Penalty: 5078.789551 Iteration 33Q: 3 clusters Score -3361268 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26569 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -3361279.500000 Penalty: 5078.789551 Iteration 34Q: 3 clusters Score -3361280 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26591 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3361285.000000 Penalty: 5078.789551 Iteration 35Q: 3 clusters Score -3361285 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26610 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -3361288.750000 Penalty: 5078.789551 Iteration 36Q: 3 clusters Score -3361289 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26628 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -3361287.250000 Penalty: 5078.789551 Iteration 37Q: 3 clusters Score -3361287 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26638 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -3361291.250000 Penalty: 5078.789551 Iteration 38Q: 3 clusters Score -3361291 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26651 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3361295.000000 Penalty: 5078.789551 Iteration 39Q: 3 clusters Score -3361295 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26661 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -3361294.750000 Penalty: 5078.789551 Iteration 40F: 3 clusters Score -3361295 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26664 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -3361298.000000 Penalty: 5078.789551 Iteration 41Q: 3 clusters Score -3361298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26669 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3361297.250000 Penalty: 5078.789551 Iteration 42Q: 3 clusters Score -3361297 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26678 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -3361300.250000 Penalty: 5078.789551 Iteration 43Q: 3 clusters Score -3361300 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26686 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -3361300.750000 Penalty: 5078.789551 Iteration 44Q: 3 clusters Score -3361301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26695 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -3361305.500000 Penalty: 5078.789551 Iteration 45Q: 3 clusters Score -3361306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26700 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -3361308.500000 Penalty: 5078.789551 Iteration 46Q: 3 clusters Score -3361308 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -3361313.250000 Penalty: 5078.789551 Iteration 47Q: 3 clusters Score -3361313 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26710 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -3361311.250000 Penalty: 5078.789551 Iteration 48Q: 3 clusters Score -3361311 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -3361318.500000 Penalty: 5078.789551 Iteration 49Q: 3 clusters Score -3361318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26724 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -3361313.500000 Penalty: 5078.789551 Iteration 50Q: 3 clusters Score -3361314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26729 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -3361313.250000 Penalty: 5078.789551 Iteration 51Q: 3 clusters Score -3361313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26733 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -3361315.250000 Penalty: 5078.789551 Iteration 52Q: 3 clusters Score -3361315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26737 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -3361314.250000 Penalty: 5078.789551 Iteration 53Q: 3 clusters Score -3361314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -3361313.250000 Penalty: 5078.789551 Iteration 54Q: 3 clusters Score -3361313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -3361312.500000 Penalty: 5078.789551 Iteration 55Q: 3 clusters Score -3361312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -3361312.500000 Penalty: 5078.789551 Iteration 56F: 3 clusters Score -3361312 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (40918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40918 members Entering Unmasked Estep Score: -5052407.000000 Penalty: 2633.592773 Iteration 0F: 2 clusters Score -5052407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20676 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -5024732.500000 Penalty: 5267.185547 Iteration 0F: 3 clusters Score -5024732 nChanged 18658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21528 members Mstep: Class 2 contains 19390 members Entering Unmasked Estep Score: -5035096.000000 Penalty: 5267.185547 Iteration 1F: 3 clusters Score -5035096 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22147 members Mstep: Class 2 contains 18771 members Entering Unmasked Estep Score: -5035707.500000 Penalty: 5267.185547 Iteration 2Q: 3 clusters Score -5035708 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23059 members Mstep: Class 2 contains 17859 members Entering Unmasked Estep Score: -5036392.500000 Penalty: 5267.185547 Iteration 3Q: 3 clusters Score -5036392 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24319 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -5037249.000000 Penalty: 5267.185547 Iteration 4Q: 3 clusters Score -5037249 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26052 members Mstep: Class 2 contains 14866 members Entering Unmasked Estep Score: -5038425.000000 Penalty: 5267.185547 Iteration 5F: 3 clusters Score -5038425 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28273 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -5040065.000000 Penalty: 5267.185547 Iteration 6F: 3 clusters Score -5040065 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30833 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -5042146.500000 Penalty: 5267.185547 Iteration 7F: 3 clusters Score -5042146 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33473 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -5044536.500000 Penalty: 5267.185547 Iteration 8F: 3 clusters Score -5044536 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35770 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -5046554.500000 Penalty: 5267.185547 Iteration 9F: 3 clusters Score -5046554 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37423 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -5047977.500000 Penalty: 5267.185547 Iteration 10Q: 3 clusters Score -5047978 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38538 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -5048903.000000 Penalty: 5267.185547 Iteration 11Q: 3 clusters Score -5048903 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39179 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -5049410.000000 Penalty: 5267.185547 Iteration 12Q: 3 clusters Score -5049410 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39571 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -5049691.500000 Penalty: 5267.185547 Iteration 13Q: 3 clusters Score -5049692 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39815 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -5049881.000000 Penalty: 5267.185547 Iteration 14Q: 3 clusters Score -5049881 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39961 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -5049987.500000 Penalty: 5267.185547 Iteration 15Q: 3 clusters Score -5049988 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40063 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -5050068.500000 Penalty: 5267.185547 Iteration 16Q: 3 clusters Score -5050068 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40129 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -5050120.000000 Penalty: 5267.185547 Iteration 17Q: 3 clusters Score -5050120 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40167 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -5050152.000000 Penalty: 5267.185547 Iteration 18Q: 3 clusters Score -5050152 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40188 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -5050170.000000 Penalty: 5267.185547 Iteration 19Q: 3 clusters Score -5050170 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40209 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -5050186.000000 Penalty: 5267.185547 Iteration 20F: 3 clusters Score -5050186 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40217 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -5050190.000000 Penalty: 5267.185547 Iteration 21Q: 3 clusters Score -5050190 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40227 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -5050192.000000 Penalty: 5267.185547 Iteration 22Q: 3 clusters Score -5050192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40236 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -5050209.500000 Penalty: 5267.185547 Iteration 23Q: 3 clusters Score -5050210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40237 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -5050208.500000 Penalty: 5267.185547 Iteration 24Q: 3 clusters Score -5050208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40239 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -5050209.500000 Penalty: 5267.185547 Iteration 25Q: 3 clusters Score -5050210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40240 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -5050211.000000 Penalty: 5267.185547 Iteration 26Q: 3 clusters Score -5050211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40242 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -5050211.000000 Penalty: 5267.185547 Iteration 27Q: 3 clusters Score -5050211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40245 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -5050216.000000 Penalty: 5267.185547 Iteration 28Q: 3 clusters Score -5050216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40248 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -5050217.500000 Penalty: 5267.185547 Iteration 29Q: 3 clusters Score -5050218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40250 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -5050216.500000 Penalty: 5267.185547 Iteration 30Q: 3 clusters Score -5050216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40252 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -5050219.500000 Penalty: 5267.185547 Iteration 31Q: 3 clusters Score -5050220 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40258 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -5050224.500000 Penalty: 5267.185547 Iteration 32Q: 3 clusters Score -5050224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40264 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -5050233.500000 Penalty: 5267.185547 Iteration 33Q: 3 clusters Score -5050234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40271 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -5050235.500000 Penalty: 5267.185547 Iteration 34Q: 3 clusters Score -5050236 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40280 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -5050238.500000 Penalty: 5267.185547 Iteration 35Q: 3 clusters Score -5050238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40285 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -5050238.000000 Penalty: 5267.185547 Iteration 36Q: 3 clusters Score -5050238 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40291 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -5050241.500000 Penalty: 5267.185547 Iteration 37Q: 3 clusters Score -5050242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40298 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -5050251.500000 Penalty: 5267.185547 Iteration 38Q: 3 clusters Score -5050252 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40301 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -5050252.000000 Penalty: 5267.185547 Iteration 39Q: 3 clusters Score -5050252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40305 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -5050254.500000 Penalty: 5267.185547 Iteration 40F: 3 clusters Score -5050254 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40312 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -5050260.500000 Penalty: 5267.185547 Iteration 41Q: 3 clusters Score -5050260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40318 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -5050263.000000 Penalty: 5267.185547 Iteration 42Q: 3 clusters Score -5050263 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40325 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -5050270.000000 Penalty: 5267.185547 Iteration 43Q: 3 clusters Score -5050270 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40330 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -5050281.000000 Penalty: 5267.185547 Iteration 44Q: 3 clusters Score -5050281 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40331 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -5050282.000000 Penalty: 5267.185547 Iteration 45Q: 3 clusters Score -5050282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40332 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -5050284.500000 Penalty: 5267.185547 Iteration 46Q: 3 clusters Score -5050284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40332 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -5050284.500000 Penalty: 5267.185547 Iteration 47F: 3 clusters Score -5050284 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -71479.976562 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71479.98 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -71789.406250 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -71789.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -71928.000000 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -71928 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -72139.539062 Penalty: 3259.157959 Iteration 3F: 3 clusters Score -72139.54 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -72322.585938 Penalty: 3259.157959 Iteration 4F: 3 clusters Score -72322.59 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -72468.445312 Penalty: 3259.157959 Iteration 5F: 3 clusters Score -72468.45 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -72611.445312 Penalty: 3259.157959 Iteration 6F: 3 clusters Score -72611.45 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -72825.562500 Penalty: 3259.157959 Iteration 7F: 3 clusters Score -72825.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -72935.914062 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -72935.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -73010.164062 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -73010.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -73034.218750 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -73034.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -73049.976562 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -73049.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -73049.976562 Penalty: 3259.157959 Iteration 12F: 3 clusters Score -73049.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Entering Unmasked Estep Score: -43823.421875 Penalty: 1493.814941 Iteration 0F: 2 clusters Score -43823.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -42445.214844 Penalty: 2987.629883 Iteration 0F: 3 clusters Score -42445.21 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -42608.785156 Penalty: 2987.629883 Iteration 1F: 3 clusters Score -42608.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -42663.625000 Penalty: 2987.629883 Iteration 2Q: 3 clusters Score -42663.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -42681.394531 Penalty: 2987.629883 Iteration 3Q: 3 clusters Score -42681.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -42685.710938 Penalty: 2987.629883 Iteration 4Q: 3 clusters Score -42685.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -42685.710938 Penalty: 2987.629883 Iteration 5F: 3 clusters Score -42685.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53232 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13257 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42332 members Mstep: Class 7 contains 7846 members Mstep: Class 8 contains 9178 members Mstep: Class 9 contains 25787 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6854 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152839 members Mstep: Class 16 contains 5600 members Mstep: Class 17 contains 6009 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 27987 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027856.000000 Penalty: 70805.890625 Iteration 159Q: 23 clusters Score -5.202786e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53284 members Mstep: Class 2 contains 24711 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13259 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42330 members Mstep: Class 7 contains 7846 members Mstep: Class 8 contains 9160 members Mstep: Class 9 contains 25735 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6854 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152831 members Mstep: Class 16 contains 5606 members Mstep: Class 17 contains 6010 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28004 members Mstep: Class 20 contains 40920 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027848.000000 Penalty: 70805.890625 Iteration 160F: 23 clusters Score -5.202785e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53336 members Mstep: Class 2 contains 24710 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13260 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7848 members Mstep: Class 8 contains 9143 members Mstep: Class 9 contains 25678 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152821 members Mstep: Class 16 contains 5609 members Mstep: Class 17 contains 6014 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28030 members Mstep: Class 20 contains 40921 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027868.000000 Penalty: 70805.890625 Iteration 161Q: 23 clusters Score -5.202787e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53387 members Mstep: Class 2 contains 24710 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7851 members Mstep: Class 8 contains 9131 members Mstep: Class 9 contains 25621 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152821 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28049 members Mstep: Class 20 contains 40921 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027900.000000 Penalty: 70805.890625 Iteration 162Q: 23 clusters Score -5.20279e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53436 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7856 members Mstep: Class 8 contains 9121 members Mstep: Class 9 contains 25570 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6851 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152816 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28063 members Mstep: Class 20 contains 40920 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027920.000000 Penalty: 70805.890625 Iteration 163Q: 23 clusters Score -5.202792e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53482 members Mstep: Class 2 contains 24709 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7860 members Mstep: Class 8 contains 9113 members Mstep: Class 9 contains 25519 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152813 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6014 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28079 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027900.000000 Penalty: 70805.890625 Iteration 164Q: 23 clusters Score -5.20279e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53535 members Mstep: Class 2 contains 24708 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7864 members Mstep: Class 8 contains 9102 members Mstep: Class 9 contains 25466 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152810 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28090 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027888.000000 Penalty: 70805.890625 Iteration 165Q: 23 clusters Score -5.202789e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53597 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7866 members Mstep: Class 8 contains 9092 members Mstep: Class 9 contains 25400 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152808 members Mstep: Class 16 contains 5609 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28101 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027844.000000 Penalty: 70805.890625 Iteration 166Q: 23 clusters Score -5.202784e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53645 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7867 members Mstep: Class 8 contains 9085 members Mstep: Class 9 contains 25349 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152807 members Mstep: Class 16 contains 5611 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28107 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027816.000000 Penalty: 70805.890625 Iteration 167Q: 23 clusters Score -5.202782e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53693 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13261 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7867 members Mstep: Class 8 contains 9079 members Mstep: Class 9 contains 25305 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152803 members Mstep: Class 16 contains 5609 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28116 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027872.000000 Penalty: 70805.890625 Iteration 168Q: 23 clusters Score -5.202787e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53730 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13262 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7867 members Mstep: Class 8 contains 9072 members Mstep: Class 9 contains 25269 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152805 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28119 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027900.000000 Penalty: 70805.890625 Iteration 169Q: 23 clusters Score -5.20279e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53762 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13263 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 9067 members Mstep: Class 9 contains 25236 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152808 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28119 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027872.000000 Penalty: 70805.890625 Iteration 170Q: 23 clusters Score -5.202787e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53809 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9067 members Mstep: Class 9 contains 25191 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6853 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152809 members Mstep: Class 16 contains 5607 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28115 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027884.000000 Penalty: 70805.890625 Iteration 171Q: 23 clusters Score -5.202788e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53844 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9065 members Mstep: Class 9 contains 25155 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6853 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152812 members Mstep: Class 16 contains 5608 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28115 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027864.000000 Penalty: 70805.890625 Iteration 172Q: 23 clusters Score -5.202786e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53877 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 9064 members Mstep: Class 9 contains 25121 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152811 members Mstep: Class 16 contains 5610 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28115 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027868.000000 Penalty: 70805.890625 Iteration 173Q: 23 clusters Score -5.202787e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53906 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9061 members Mstep: Class 9 contains 25093 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152810 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28116 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027896.000000 Penalty: 70805.890625 Iteration 174Q: 23 clusters Score -5.20279e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53941 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 9053 members Mstep: Class 9 contains 25064 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152809 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28117 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027888.000000 Penalty: 70805.890625 Iteration 175Q: 23 clusters Score -5.202789e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53970 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 9050 members Mstep: Class 9 contains 25033 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152809 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28121 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027896.000000 Penalty: 70805.890625 Iteration 176Q: 23 clusters Score -5.20279e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 53992 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 9044 members Mstep: Class 9 contains 25013 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152809 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28125 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027944.000000 Penalty: 70805.890625 Iteration 177Q: 23 clusters Score -5.202794e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54011 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 9039 members Mstep: Class 9 contains 24995 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6853 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152808 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28128 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027948.000000 Penalty: 70805.890625 Iteration 178Q: 23 clusters Score -5.202795e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54026 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 9036 members Mstep: Class 9 contains 24979 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6853 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152809 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28132 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027948.000000 Penalty: 70805.890625 Iteration 179Q: 23 clusters Score -5.202795e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54036 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 9033 members Mstep: Class 9 contains 24969 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6854 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152809 members Mstep: Class 16 contains 5613 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28136 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027952.000000 Penalty: 70805.890625 Iteration 180F: 23 clusters Score -5.202795e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54050 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 9030 members Mstep: Class 9 contains 24955 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6855 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152806 members Mstep: Class 16 contains 5614 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28141 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027988.000000 Penalty: 70805.890625 Iteration 181Q: 23 clusters Score -5.202799e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54062 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7867 members Mstep: Class 8 contains 9023 members Mstep: Class 9 contains 24941 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152805 members Mstep: Class 16 contains 5615 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28151 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027944.000000 Penalty: 70805.890625 Iteration 182Q: 23 clusters Score -5.202794e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54073 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9019 members Mstep: Class 9 contains 24929 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152804 members Mstep: Class 16 contains 5616 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28158 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 183Q: 23 clusters Score -5.2028e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54086 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 9017 members Mstep: Class 9 contains 24912 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152803 members Mstep: Class 16 contains 5618 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28166 members Mstep: Class 20 contains 40915 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028020.000000 Penalty: 70805.890625 Iteration 184Q: 23 clusters Score -5.202802e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54107 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9017 members Mstep: Class 9 contains 24885 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6858 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152803 members Mstep: Class 16 contains 5618 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28171 members Mstep: Class 20 contains 40914 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027976.000000 Penalty: 70805.890625 Iteration 185Q: 23 clusters Score -5.202798e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54133 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9013 members Mstep: Class 9 contains 24857 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152799 members Mstep: Class 16 contains 5618 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28181 members Mstep: Class 20 contains 40912 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028000.000000 Penalty: 70805.890625 Iteration 186Q: 23 clusters Score -5.2028e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54154 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7866 members Mstep: Class 8 contains 9009 members Mstep: Class 9 contains 24832 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152801 members Mstep: Class 16 contains 5620 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28187 members Mstep: Class 20 contains 40910 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028112.000000 Penalty: 70805.890625 Iteration 187Q: 23 clusters Score -5.202811e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54169 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7868 members Mstep: Class 8 contains 9005 members Mstep: Class 9 contains 24820 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152797 members Mstep: Class 16 contains 5621 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28192 members Mstep: Class 20 contains 40909 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028020.000000 Penalty: 70805.890625 Iteration 188Q: 23 clusters Score -5.202802e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54185 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 8999 members Mstep: Class 9 contains 24804 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152795 members Mstep: Class 16 contains 5623 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28193 members Mstep: Class 20 contains 40911 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028016.000000 Penalty: 70805.890625 Iteration 189Q: 23 clusters Score -5.202802e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54202 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8997 members Mstep: Class 9 contains 24782 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152796 members Mstep: Class 16 contains 5624 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28195 members Mstep: Class 20 contains 40912 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028036.000000 Penalty: 70805.890625 Iteration 190Q: 23 clusters Score -5.202804e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54219 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8996 members Mstep: Class 9 contains 24764 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6863 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152793 members Mstep: Class 16 contains 5625 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28198 members Mstep: Class 20 contains 40911 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027984.000000 Penalty: 70805.890625 Iteration 191Q: 23 clusters Score -5.202798e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54242 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 8995 members Mstep: Class 9 contains 24741 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6863 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152793 members Mstep: Class 16 contains 5625 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28201 members Mstep: Class 20 contains 40910 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028032.000000 Penalty: 70805.890625 Iteration 192Q: 23 clusters Score -5.202803e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54265 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8995 members Mstep: Class 9 contains 24713 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6863 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152793 members Mstep: Class 16 contains 5627 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28203 members Mstep: Class 20 contains 40908 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028032.000000 Penalty: 70805.890625 Iteration 193Q: 23 clusters Score -5.202803e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54293 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8995 members Mstep: Class 9 contains 24683 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6863 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152792 members Mstep: Class 16 contains 5627 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28206 members Mstep: Class 20 contains 40908 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028016.000000 Penalty: 70805.890625 Iteration 194Q: 23 clusters Score -5.202802e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54320 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8995 members Mstep: Class 9 contains 24657 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6863 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152792 members Mstep: Class 16 contains 5627 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28207 members Mstep: Class 20 contains 40906 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028036.000000 Penalty: 70805.890625 Iteration 195Q: 23 clusters Score -5.202804e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54342 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8995 members Mstep: Class 9 contains 24633 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6863 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152789 members Mstep: Class 16 contains 5630 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28210 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 196Q: 23 clusters Score -5.2028e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54367 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8994 members Mstep: Class 9 contains 24609 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152788 members Mstep: Class 16 contains 5631 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28213 members Mstep: Class 20 contains 40903 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028008.000000 Penalty: 70805.890625 Iteration 197Q: 23 clusters Score -5.202801e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54385 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8990 members Mstep: Class 9 contains 24594 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152787 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28217 members Mstep: Class 20 contains 40903 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028000.000000 Penalty: 70805.890625 Iteration 198Q: 23 clusters Score -5.2028e+07 nChanged 26 Entering ConstructFrom: Score: -52028000.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (54403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54403 members Entering Unmasked Estep Score: -6742419.000000 Penalty: 2704.235352 Iteration 0F: 2 clusters Score -6742419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27238 members Mstep: Class 2 contains 27165 members Entering Unmasked Estep Score: -6705827.000000 Penalty: 5408.470703 Iteration 0F: 3 clusters Score -6705827 nChanged 25159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26889 members Mstep: Class 2 contains 27514 members Entering Unmasked Estep Score: -6719545.500000 Penalty: 5408.470703 Iteration 1F: 3 clusters Score -6719546 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26584 members Mstep: Class 2 contains 27819 members Entering Unmasked Estep Score: -6720059.000000 Penalty: 5408.470703 Iteration 2Q: 3 clusters Score -6720059 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26158 members Mstep: Class 2 contains 28245 members Entering Unmasked Estep Score: -6720678.000000 Penalty: 5408.470703 Iteration 3Q: 3 clusters Score -6720678 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25518 members Mstep: Class 2 contains 28885 members Entering Unmasked Estep Score: -6721198.500000 Penalty: 5408.470703 Iteration 4Q: 3 clusters Score -6721198 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24664 members Mstep: Class 2 contains 29739 members Entering Unmasked Estep Score: -6721798.000000 Penalty: 5408.470703 Iteration 5Q: 3 clusters Score -6721798 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 30947 members Entering Unmasked Estep Score: -6722600.500000 Penalty: 5408.470703 Iteration 6Q: 3 clusters Score -6722600 nChanged 2490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 32521 members Entering Unmasked Estep Score: -6723631.000000 Penalty: 5408.470703 Iteration 7Q: 3 clusters Score -6723631 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19763 members Mstep: Class 2 contains 34640 members Entering Unmasked Estep Score: -6725123.000000 Penalty: 5408.470703 Iteration 8F: 3 clusters Score -6725123 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 37340 members Entering Unmasked Estep Score: -6727040.500000 Penalty: 5408.470703 Iteration 9F: 3 clusters Score -6727040 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13988 members Mstep: Class 2 contains 40415 members Entering Unmasked Estep Score: -6729373.000000 Penalty: 5408.470703 Iteration 10F: 3 clusters Score -6729373 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 43627 members Entering Unmasked Estep Score: -6731859.000000 Penalty: 5408.470703 Iteration 11F: 3 clusters Score -6731859 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 46633 members Entering Unmasked Estep Score: -6734327.500000 Penalty: 5408.470703 Iteration 12F: 3 clusters Score -6734328 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 49137 members Entering Unmasked Estep Score: -6736447.500000 Penalty: 5408.470703 Iteration 13Q: 3 clusters Score -6736448 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 51008 members Entering Unmasked Estep Score: -6738044.500000 Penalty: 5408.470703 Iteration 14Q: 3 clusters Score -6738044 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 52197 members Entering Unmasked Estep Score: -6738878.500000 Penalty: 5408.470703 Iteration 15Q: 3 clusters Score -6738878 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 52884 members Entering Unmasked Estep Score: -6739399.000000 Penalty: 5408.470703 Iteration 16Q: 3 clusters Score -6739399 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 53270 members Entering Unmasked Estep Score: -6739674.000000 Penalty: 5408.470703 Iteration 17Q: 3 clusters Score -6739674 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 53500 members Entering Unmasked Estep Score: -6739827.000000 Penalty: 5408.470703 Iteration 18Q: 3 clusters Score -6739827 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 53629 members Entering Unmasked Estep Score: -6739915.500000 Penalty: 5408.470703 Iteration 19Q: 3 clusters Score -6739916 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 53700 members Entering Unmasked Estep Score: -6739963.000000 Penalty: 5408.470703 Iteration 20F: 3 clusters Score -6739963 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 53761 members Entering Unmasked Estep Score: -6740008.500000 Penalty: 5408.470703 Iteration 21Q: 3 clusters Score -6740008 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 53808 members Entering Unmasked Estep Score: -6740050.500000 Penalty: 5408.470703 Iteration 22Q: 3 clusters Score -6740050 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 53832 members Entering Unmasked Estep Score: -6740054.500000 Penalty: 5408.470703 Iteration 23Q: 3 clusters Score -6740054 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 53845 members Entering Unmasked Estep Score: -6740078.500000 Penalty: 5408.470703 Iteration 24Q: 3 clusters Score -6740078 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 53853 members Entering Unmasked Estep Score: -6740076.500000 Penalty: 5408.470703 Iteration 25Q: 3 clusters Score -6740076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 53858 members Entering Unmasked Estep Score: -6740089.000000 Penalty: 5408.470703 Iteration 26Q: 3 clusters Score -6740089 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 53866 members Entering Unmasked Estep Score: -6740088.500000 Penalty: 5408.470703 Iteration 27Q: 3 clusters Score -6740088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 53871 members Entering Unmasked Estep Score: -6740093.500000 Penalty: 5408.470703 Iteration 28Q: 3 clusters Score -6740094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 53875 members Entering Unmasked Estep Score: -6740097.500000 Penalty: 5408.470703 Iteration 29Q: 3 clusters Score -6740098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 53878 members Entering Unmasked Estep Score: -6740103.000000 Penalty: 5408.470703 Iteration 30Q: 3 clusters Score -6740103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 53880 members Entering Unmasked Estep Score: -6740102.500000 Penalty: 5408.470703 Iteration 31Q: 3 clusters Score -6740102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 53879 members Entering Unmasked Estep Score: -6740107.000000 Penalty: 5408.470703 Iteration 32Q: 3 clusters Score -6740107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 53878 members Entering Unmasked Estep Score: -6740107.000000 Penalty: 5408.470703 Iteration 33Q: 3 clusters Score -6740107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 53879 members Entering Unmasked Estep Score: -6740103.000000 Penalty: 5408.470703 Iteration 34Q: 3 clusters Score -6740103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 53881 members Entering Unmasked Estep Score: -6740097.500000 Penalty: 5408.470703 Iteration 35Q: 3 clusters Score -6740098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 53881 members Entering Unmasked Estep Score: -6740109.000000 Penalty: 5408.470703 Iteration 36Q: 3 clusters Score -6740109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 53882 members Entering Unmasked Estep Score: -6740107.000000 Penalty: 5408.470703 Iteration 37Q: 3 clusters Score -6740107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 53887 members Entering Unmasked Estep Score: -6740115.000000 Penalty: 5408.470703 Iteration 38Q: 3 clusters Score -6740115 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 53892 members Entering Unmasked Estep Score: -6740119.500000 Penalty: 5408.470703 Iteration 39Q: 3 clusters Score -6740120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 53895 members Entering Unmasked Estep Score: -6740124.500000 Penalty: 5408.470703 Iteration 40F: 3 clusters Score -6740124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 53901 members Entering Unmasked Estep Score: -6740128.500000 Penalty: 5408.470703 Iteration 41Q: 3 clusters Score -6740128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 53905 members Entering Unmasked Estep Score: -6740138.000000 Penalty: 5408.470703 Iteration 42Q: 3 clusters Score -6740138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 53906 members Entering Unmasked Estep Score: -6740137.000000 Penalty: 5408.470703 Iteration 43Q: 3 clusters Score -6740137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 53907 members Entering Unmasked Estep Score: -6740137.500000 Penalty: 5408.470703 Iteration 44Q: 3 clusters Score -6740138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 53906 members Entering Unmasked Estep Score: -6740136.500000 Penalty: 5408.470703 Iteration 45Q: 3 clusters Score -6740136 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 53907 members Entering Unmasked Estep Score: -6740134.000000 Penalty: 5408.470703 Iteration 46Q: 3 clusters Score -6740134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 53908 members Entering Unmasked Estep Score: -6740141.000000 Penalty: 5408.470703 Iteration 47Q: 3 clusters Score -6740141 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 53909 members Entering Unmasked Estep Score: -6740147.500000 Penalty: 5408.470703 Iteration 48Q: 3 clusters Score -6740148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 53909 members Entering Unmasked Estep Score: -6740147.500000 Penalty: 5408.470703 Iteration 49F: 3 clusters Score -6740148 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24706 members Entering Unmasked Estep Score: -2993195.000000 Penalty: 2508.470703 Iteration 0F: 2 clusters Score -2993195 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -2976270.500000 Penalty: 5016.941406 Iteration 0F: 3 clusters Score -2976270 nChanged 10940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 12611 members Entering Unmasked Estep Score: -2982102.000000 Penalty: 5016.941406 Iteration 1F: 3 clusters Score -2982102 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 12773 members Entering Unmasked Estep Score: -2982644.000000 Penalty: 5016.941406 Iteration 2F: 3 clusters Score -2982644 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -2983123.000000 Penalty: 5016.941406 Iteration 3Q: 3 clusters Score -2983123 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -2983578.000000 Penalty: 5016.941406 Iteration 4Q: 3 clusters Score -2983578 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -2983966.500000 Penalty: 5016.941406 Iteration 5Q: 3 clusters Score -2983966 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 12849 members Entering Unmasked Estep Score: -2984427.500000 Penalty: 5016.941406 Iteration 6Q: 3 clusters Score -2984428 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -2984976.250000 Penalty: 5016.941406 Iteration 7Q: 3 clusters Score -2984976 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -2985524.250000 Penalty: 5016.941406 Iteration 8Q: 3 clusters Score -2985524 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12831 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -2986057.750000 Penalty: 5016.941406 Iteration 9Q: 3 clusters Score -2986058 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -2986627.250000 Penalty: 5016.941406 Iteration 10Q: 3 clusters Score -2986627 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -2987203.750000 Penalty: 5016.941406 Iteration 11Q: 3 clusters Score -2987204 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -2987762.750000 Penalty: 5016.941406 Iteration 12Q: 3 clusters Score -2987763 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15651 members Mstep: Class 2 contains 9055 members Entering Unmasked Estep Score: -2988373.250000 Penalty: 5016.941406 Iteration 13Q: 3 clusters Score -2988373 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16653 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -2989055.750000 Penalty: 5016.941406 Iteration 14Q: 3 clusters Score -2989056 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17716 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -2989770.500000 Penalty: 5016.941406 Iteration 15Q: 3 clusters Score -2989770 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18785 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -2990528.750000 Penalty: 5016.941406 Iteration 16Q: 3 clusters Score -2990529 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19729 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -2991198.250000 Penalty: 5016.941406 Iteration 17Q: 3 clusters Score -2991198 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20542 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -2991754.250000 Penalty: 5016.941406 Iteration 18Q: 3 clusters Score -2991754 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21149 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -2992138.500000 Penalty: 5016.941406 Iteration 19Q: 3 clusters Score -2992138 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21604 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -2992374.000000 Penalty: 5016.941406 Iteration 20F: 3 clusters Score -2992374 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21931 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -2992529.750000 Penalty: 5016.941406 Iteration 21Q: 3 clusters Score -2992530 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22199 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -2992662.750000 Penalty: 5016.941406 Iteration 22Q: 3 clusters Score -2992663 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22393 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -2992724.000000 Penalty: 5016.941406 Iteration 23Q: 3 clusters Score -2992724 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22557 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -2992788.750000 Penalty: 5016.941406 Iteration 24Q: 3 clusters Score -2992789 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -2992840.250000 Penalty: 5016.941406 Iteration 25Q: 3 clusters Score -2992840 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22792 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -2992885.250000 Penalty: 5016.941406 Iteration 26Q: 3 clusters Score -2992885 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -2992898.000000 Penalty: 5016.941406 Iteration 27Q: 3 clusters Score -2992898 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22936 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -2992923.500000 Penalty: 5016.941406 Iteration 28Q: 3 clusters Score -2992924 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22980 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -2992932.250000 Penalty: 5016.941406 Iteration 29Q: 3 clusters Score -2992932 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23009 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -2992941.500000 Penalty: 5016.941406 Iteration 30Q: 3 clusters Score -2992942 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23032 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -2992943.500000 Penalty: 5016.941406 Iteration 31Q: 3 clusters Score -2992944 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23050 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -2992947.000000 Penalty: 5016.941406 Iteration 32Q: 3 clusters Score -2992947 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23072 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -2992954.500000 Penalty: 5016.941406 Iteration 33Q: 3 clusters Score -2992954 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23090 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -2992952.750000 Penalty: 5016.941406 Iteration 34Q: 3 clusters Score -2992953 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23103 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2992956.000000 Penalty: 5016.941406 Iteration 35Q: 3 clusters Score -2992956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23108 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -2992964.000000 Penalty: 5016.941406 Iteration 36Q: 3 clusters Score -2992964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23113 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2992958.250000 Penalty: 5016.941406 Iteration 37Q: 3 clusters Score -2992958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23117 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -2992959.000000 Penalty: 5016.941406 Iteration 38Q: 3 clusters Score -2992959 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -2992964.000000 Penalty: 5016.941406 Iteration 39Q: 3 clusters Score -2992964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -2992961.500000 Penalty: 5016.941406 Iteration 40F: 3 clusters Score -2992962 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -98341.703125 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98341.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -98817.296875 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98817.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -99038.484375 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99038.48 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -99278.539062 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99278.54 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -99456.953125 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -99456.95 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -99566.335938 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -99566.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -99666.718750 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -99666.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -99727.515625 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -99727.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99739.117188 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -99739.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -99756.695312 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -99756.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -99781.945312 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -99781.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -99851.625000 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -99851.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -99907.414062 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -99907.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -99942.093750 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -99942.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -99952.757812 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -99952.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -99962.281250 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -99962.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -99978.085938 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -99978.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -100007.289062 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -100007.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -100032.554688 Penalty: 3415.212646 Iteration 18Q: 3 clusters Score -100032.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -100055.695312 Penalty: 3415.212646 Iteration 19Q: 3 clusters Score -100055.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -100076.109375 Penalty: 3415.212646 Iteration 20F: 3 clusters Score -100076.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -100110.273438 Penalty: 3415.212646 Iteration 21Q: 3 clusters Score -100110.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -100151.562500 Penalty: 3415.212646 Iteration 22Q: 3 clusters Score -100151.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -100178.312500 Penalty: 3415.212646 Iteration 23Q: 3 clusters Score -100178.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -100182.617188 Penalty: 3415.212646 Iteration 24Q: 3 clusters Score -100182.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -100187.039062 Penalty: 3415.212646 Iteration 25Q: 3 clusters Score -100187 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -100189.359375 Penalty: 3415.212646 Iteration 26Q: 3 clusters Score -100189.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -100198.070312 Penalty: 3415.212646 Iteration 27Q: 3 clusters Score -100198.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -100205.265625 Penalty: 3415.212646 Iteration 28Q: 3 clusters Score -100205.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -100212.578125 Penalty: 3415.212646 Iteration 29Q: 3 clusters Score -100212.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -100212.578125 Penalty: 3415.212646 Iteration 30F: 3 clusters Score -100212.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54403 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 394 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8988 members Mstep: Class 9 contains 24574 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152786 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28221 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 584 members Entering Unmasked Estep Score: -52026520.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52028000.000000 to -52026520.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Entering Unmasked Estep Score: -1555634.125000 Penalty: 2354.216797 Iteration 0F: 2 clusters Score -1555634 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -1545953.875000 Penalty: 4708.433594 Iteration 0F: 3 clusters Score -1545954 nChanged 5601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1548998.125000 Penalty: 4708.433594 Iteration 1F: 3 clusters Score -1548998 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1549500.375000 Penalty: 4708.433594 Iteration 2F: 3 clusters Score -1549500 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -1549992.750000 Penalty: 4708.433594 Iteration 3F: 3 clusters Score -1549993 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1550483.375000 Penalty: 4708.433594 Iteration 4F: 3 clusters Score -1550483 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1551001.125000 Penalty: 4708.433594 Iteration 5F: 3 clusters Score -1551001 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1551470.000000 Penalty: 4708.433594 Iteration 6F: 3 clusters Score -1551470 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1551834.375000 Penalty: 4708.433594 Iteration 7Q: 3 clusters Score -1551834 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1552113.625000 Penalty: 4708.433594 Iteration 8Q: 3 clusters Score -1552114 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1552356.875000 Penalty: 4708.433594 Iteration 9Q: 3 clusters Score -1552357 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1552569.125000 Penalty: 4708.433594 Iteration 10Q: 3 clusters Score -1552569 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1552722.250000 Penalty: 4708.433594 Iteration 11Q: 3 clusters Score -1552722 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -1552826.000000 Penalty: 4708.433594 Iteration 12Q: 3 clusters Score -1552826 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1552906.625000 Penalty: 4708.433594 Iteration 13Q: 3 clusters Score -1552907 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1552975.125000 Penalty: 4708.433594 Iteration 14Q: 3 clusters Score -1552975 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -1553019.500000 Penalty: 4708.433594 Iteration 15Q: 3 clusters Score -1553020 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1553062.125000 Penalty: 4708.433594 Iteration 16Q: 3 clusters Score -1553062 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1553095.375000 Penalty: 4708.433594 Iteration 17Q: 3 clusters Score -1553095 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1553128.375000 Penalty: 4708.433594 Iteration 18Q: 3 clusters Score -1553128 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1553170.375000 Penalty: 4708.433594 Iteration 19Q: 3 clusters Score -1553170 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1553214.125000 Penalty: 4708.433594 Iteration 20F: 3 clusters Score -1553214 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1553252.250000 Penalty: 4708.433594 Iteration 21Q: 3 clusters Score -1553252 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10539 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1553282.000000 Penalty: 4708.433594 Iteration 22Q: 3 clusters Score -1553282 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1553302.875000 Penalty: 4708.433594 Iteration 23Q: 3 clusters Score -1553303 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1553324.375000 Penalty: 4708.433594 Iteration 24Q: 3 clusters Score -1553324 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -1553343.500000 Penalty: 4708.433594 Iteration 25Q: 3 clusters Score -1553344 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1553353.875000 Penalty: 4708.433594 Iteration 26Q: 3 clusters Score -1553354 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -1553368.750000 Penalty: 4708.433594 Iteration 27Q: 3 clusters Score -1553369 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1553378.250000 Penalty: 4708.433594 Iteration 28Q: 3 clusters Score -1553378 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1553392.000000 Penalty: 4708.433594 Iteration 29Q: 3 clusters Score -1553392 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1553399.000000 Penalty: 4708.433594 Iteration 30Q: 3 clusters Score -1553399 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1553408.250000 Penalty: 4708.433594 Iteration 31Q: 3 clusters Score -1553408 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1553416.375000 Penalty: 4708.433594 Iteration 32Q: 3 clusters Score -1553416 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10944 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1553416.750000 Penalty: 4708.433594 Iteration 33Q: 3 clusters Score -1553417 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1553427.000000 Penalty: 4708.433594 Iteration 34Q: 3 clusters Score -1553427 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1553426.250000 Penalty: 4708.433594 Iteration 35Q: 3 clusters Score -1553426 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1553436.500000 Penalty: 4708.433594 Iteration 36Q: 3 clusters Score -1553436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1553436.000000 Penalty: 4708.433594 Iteration 37Q: 3 clusters Score -1553436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1553437.000000 Penalty: 4708.433594 Iteration 38Q: 3 clusters Score -1553437 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1553437.125000 Penalty: 4708.433594 Iteration 39Q: 3 clusters Score -1553437 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1553440.250000 Penalty: 4708.433594 Iteration 40F: 3 clusters Score -1553440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1553440.000000 Penalty: 4708.433594 Iteration 41Q: 3 clusters Score -1553440 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1553440.500000 Penalty: 4708.433594 Iteration 42Q: 3 clusters Score -1553440 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1553441.750000 Penalty: 4708.433594 Iteration 43Q: 3 clusters Score -1553442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1553443.625000 Penalty: 4708.433594 Iteration 44Q: 3 clusters Score -1553444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1553443.625000 Penalty: 4708.433594 Iteration 45Q: 3 clusters Score -1553444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1553446.625000 Penalty: 4708.433594 Iteration 46Q: 3 clusters Score -1553447 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1553449.250000 Penalty: 4708.433594 Iteration 47Q: 3 clusters Score -1553449 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1553447.875000 Penalty: 4708.433594 Iteration 48Q: 3 clusters Score -1553448 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1553453.500000 Penalty: 4708.433594 Iteration 49Q: 3 clusters Score -1553454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1553451.750000 Penalty: 4708.433594 Iteration 50Q: 3 clusters Score -1553452 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1553456.000000 Penalty: 4708.433594 Iteration 51Q: 3 clusters Score -1553456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1553456.500000 Penalty: 4708.433594 Iteration 52Q: 3 clusters Score -1553456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1553454.875000 Penalty: 4708.433594 Iteration 53Q: 3 clusters Score -1553455 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1553457.625000 Penalty: 4708.433594 Iteration 54Q: 3 clusters Score -1553458 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1553457.750000 Penalty: 4708.433594 Iteration 55Q: 3 clusters Score -1553458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1553457.375000 Penalty: 4708.433594 Iteration 56Q: 3 clusters Score -1553457 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1553466.000000 Penalty: 4708.433594 Iteration 57Q: 3 clusters Score -1553466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1553462.375000 Penalty: 4708.433594 Iteration 58Q: 3 clusters Score -1553462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1553463.500000 Penalty: 4708.433594 Iteration 59Q: 3 clusters Score -1553464 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1553467.625000 Penalty: 4708.433594 Iteration 60F: 3 clusters Score -1553468 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1553472.375000 Penalty: 4708.433594 Iteration 61Q: 3 clusters Score -1553472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1553472.250000 Penalty: 4708.433594 Iteration 62Q: 3 clusters Score -1553472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1553468.375000 Penalty: 4708.433594 Iteration 63Q: 3 clusters Score -1553468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1553471.125000 Penalty: 4708.433594 Iteration 64Q: 3 clusters Score -1553471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1553473.375000 Penalty: 4708.433594 Iteration 65Q: 3 clusters Score -1553473 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1553473.125000 Penalty: 4708.433594 Iteration 66Q: 3 clusters Score -1553473 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1553475.000000 Penalty: 4708.433594 Iteration 67Q: 3 clusters Score -1553475 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -1553480.500000 Penalty: 4708.433594 Iteration 68Q: 3 clusters Score -1553480 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -1553478.750000 Penalty: 4708.433594 Iteration 69Q: 3 clusters Score -1553479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1553479.000000 Penalty: 4708.433594 Iteration 70Q: 3 clusters Score -1553479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1553478.875000 Penalty: 4708.433594 Iteration 71Q: 3 clusters Score -1553479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1553480.250000 Penalty: 4708.433594 Iteration 72Q: 3 clusters Score -1553480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1553482.875000 Penalty: 4708.433594 Iteration 73Q: 3 clusters Score -1553483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1553485.500000 Penalty: 4708.433594 Iteration 74Q: 3 clusters Score -1553486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1553488.250000 Penalty: 4708.433594 Iteration 75Q: 3 clusters Score -1553488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -1553485.125000 Penalty: 4708.433594 Iteration 76Q: 3 clusters Score -1553485 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1553490.625000 Penalty: 4708.433594 Iteration 77Q: 3 clusters Score -1553491 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1553498.125000 Penalty: 4708.433594 Iteration 78Q: 3 clusters Score -1553498 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1553500.875000 Penalty: 4708.433594 Iteration 79Q: 3 clusters Score -1553501 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1553506.625000 Penalty: 4708.433594 Iteration 80F: 3 clusters Score -1553507 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -1553508.625000 Penalty: 4708.433594 Iteration 81Q: 3 clusters Score -1553509 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11328 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1553515.250000 Penalty: 4708.433594 Iteration 82Q: 3 clusters Score -1553515 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1553520.125000 Penalty: 4708.433594 Iteration 83Q: 3 clusters Score -1553520 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1553522.750000 Penalty: 4708.433594 Iteration 84Q: 3 clusters Score -1553523 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1553532.375000 Penalty: 4708.433594 Iteration 85Q: 3 clusters Score -1553532 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -1553538.750000 Penalty: 4708.433594 Iteration 86Q: 3 clusters Score -1553539 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11434 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1553542.500000 Penalty: 4708.433594 Iteration 87Q: 3 clusters Score -1553542 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1553551.875000 Penalty: 4708.433594 Iteration 88Q: 3 clusters Score -1553552 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -1553559.375000 Penalty: 4708.433594 Iteration 89Q: 3 clusters Score -1553559 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1553572.750000 Penalty: 4708.433594 Iteration 90Q: 3 clusters Score -1553573 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1553575.875000 Penalty: 4708.433594 Iteration 91Q: 3 clusters Score -1553576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1553582.625000 Penalty: 4708.433594 Iteration 92Q: 3 clusters Score -1553583 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1553585.375000 Penalty: 4708.433594 Iteration 93Q: 3 clusters Score -1553585 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1553593.125000 Penalty: 4708.433594 Iteration 94Q: 3 clusters Score -1553593 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1553604.000000 Penalty: 4708.433594 Iteration 95Q: 3 clusters Score -1553604 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -1553611.000000 Penalty: 4708.433594 Iteration 96Q: 3 clusters Score -1553611 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1553623.375000 Penalty: 4708.433594 Iteration 97Q: 3 clusters Score -1553623 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1553636.375000 Penalty: 4708.433594 Iteration 98Q: 3 clusters Score -1553636 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1553655.125000 Penalty: 4708.433594 Iteration 99Q: 3 clusters Score -1553655 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1553662.875000 Penalty: 4708.433594 Iteration 100F: 3 clusters Score -1553663 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1553681.875000 Penalty: 4708.433594 Iteration 101Q: 3 clusters Score -1553682 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1553700.625000 Penalty: 4708.433594 Iteration 102Q: 3 clusters Score -1553701 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1553706.250000 Penalty: 4708.433594 Iteration 103Q: 3 clusters Score -1553706 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1553727.000000 Penalty: 4708.433594 Iteration 104Q: 3 clusters Score -1553727 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1553739.750000 Penalty: 4708.433594 Iteration 105Q: 3 clusters Score -1553740 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1553750.875000 Penalty: 4708.433594 Iteration 106Q: 3 clusters Score -1553751 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -1553757.000000 Penalty: 4708.433594 Iteration 107Q: 3 clusters Score -1553757 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1553768.875000 Penalty: 4708.433594 Iteration 108Q: 3 clusters Score -1553769 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1553774.625000 Penalty: 4708.433594 Iteration 109Q: 3 clusters Score -1553775 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1553783.250000 Penalty: 4708.433594 Iteration 110Q: 3 clusters Score -1553783 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1553783.750000 Penalty: 4708.433594 Iteration 111Q: 3 clusters Score -1553784 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1553789.500000 Penalty: 4708.433594 Iteration 112Q: 3 clusters Score -1553790 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1553794.000000 Penalty: 4708.433594 Iteration 113Q: 3 clusters Score -1553794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1553800.250000 Penalty: 4708.433594 Iteration 114Q: 3 clusters Score -1553800 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1553805.625000 Penalty: 4708.433594 Iteration 115Q: 3 clusters Score -1553806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1553817.750000 Penalty: 4708.433594 Iteration 116Q: 3 clusters Score -1553818 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1553822.000000 Penalty: 4708.433594 Iteration 117Q: 3 clusters Score -1553822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12004 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1553824.250000 Penalty: 4708.433594 Iteration 118Q: 3 clusters Score -1553824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1553826.250000 Penalty: 4708.433594 Iteration 119Q: 3 clusters Score -1553826 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1553826.625000 Penalty: 4708.433594 Iteration 120F: 3 clusters Score -1553827 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1553831.500000 Penalty: 4708.433594 Iteration 121Q: 3 clusters Score -1553832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1553832.500000 Penalty: 4708.433594 Iteration 122Q: 3 clusters Score -1553832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1553833.125000 Penalty: 4708.433594 Iteration 123Q: 3 clusters Score -1553833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -1553832.250000 Penalty: 4708.433594 Iteration 124Q: 3 clusters Score -1553832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1553835.250000 Penalty: 4708.433594 Iteration 125Q: 3 clusters Score -1553835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1553834.750000 Penalty: 4708.433594 Iteration 126Q: 3 clusters Score -1553835 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -1553836.875000 Penalty: 4708.433594 Iteration 127Q: 3 clusters Score -1553837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1553840.250000 Penalty: 4708.433594 Iteration 128Q: 3 clusters Score -1553840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1553843.125000 Penalty: 4708.433594 Iteration 129Q: 3 clusters Score -1553843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1553841.875000 Penalty: 4708.433594 Iteration 130Q: 3 clusters Score -1553842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1553841.875000 Penalty: 4708.433594 Iteration 131F: 3 clusters Score -1553842 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Entering Unmasked Estep Score: -151673.390625 Penalty: 1785.334961 Iteration 0F: 2 clusters Score -151673.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -149591.093750 Penalty: 3570.669922 Iteration 0F: 3 clusters Score -149591.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -150034.937500 Penalty: 3570.669922 Iteration 1F: 3 clusters Score -150034.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -150261.062500 Penalty: 3570.669922 Iteration 2F: 3 clusters Score -150261.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -150436.593750 Penalty: 3570.669922 Iteration 3F: 3 clusters Score -150436.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -150538.093750 Penalty: 3570.669922 Iteration 4Q: 3 clusters Score -150538.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -150581.906250 Penalty: 3570.669922 Iteration 5Q: 3 clusters Score -150581.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -150606.843750 Penalty: 3570.669922 Iteration 6Q: 3 clusters Score -150606.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -150623.828125 Penalty: 3570.669922 Iteration 7Q: 3 clusters Score -150623.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -150630.000000 Penalty: 3570.669922 Iteration 8Q: 3 clusters Score -150630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -150636.796875 Penalty: 3570.669922 Iteration 9Q: 3 clusters Score -150636.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -150642.968750 Penalty: 3570.669922 Iteration 10Q: 3 clusters Score -150643 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -150646.125000 Penalty: 3570.669922 Iteration 11Q: 3 clusters Score -150646.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -150652.140625 Penalty: 3570.669922 Iteration 12Q: 3 clusters Score -150652.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -150652.984375 Penalty: 3570.669922 Iteration 13Q: 3 clusters Score -150653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -150654.156250 Penalty: 3570.669922 Iteration 14Q: 3 clusters Score -150654.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -150654.156250 Penalty: 3570.669922 Iteration 15F: 3 clusters Score -150654.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42329 members Entering Unmasked Estep Score: -5241151.500000 Penalty: 2642.000488 Iteration 0F: 2 clusters Score -5241152 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 21124 members Entering Unmasked Estep Score: -5212508.500000 Penalty: 5284.000977 Iteration 0F: 3 clusters Score -5212508 nChanged 19468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21555 members Mstep: Class 2 contains 20774 members Entering Unmasked Estep Score: -5223109.000000 Penalty: 5284.000977 Iteration 1F: 3 clusters Score -5223109 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21863 members Mstep: Class 2 contains 20466 members Entering Unmasked Estep Score: -5223723.500000 Penalty: 5284.000977 Iteration 2Q: 3 clusters Score -5223724 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22265 members Mstep: Class 2 contains 20064 members Entering Unmasked Estep Score: -5224346.500000 Penalty: 5284.000977 Iteration 3Q: 3 clusters Score -5224346 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22757 members Mstep: Class 2 contains 19572 members Entering Unmasked Estep Score: -5225083.500000 Penalty: 5284.000977 Iteration 4Q: 3 clusters Score -5225084 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23282 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -5225884.500000 Penalty: 5284.000977 Iteration 5Q: 3 clusters Score -5225884 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23861 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -5226746.000000 Penalty: 5284.000977 Iteration 6Q: 3 clusters Score -5226746 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24579 members Mstep: Class 2 contains 17750 members Entering Unmasked Estep Score: -5227735.500000 Penalty: 5284.000977 Iteration 7Q: 3 clusters Score -5227736 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25345 members Mstep: Class 2 contains 16984 members Entering Unmasked Estep Score: -5228897.000000 Penalty: 5284.000977 Iteration 8Q: 3 clusters Score -5228897 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26097 members Mstep: Class 2 contains 16232 members Entering Unmasked Estep Score: -5230075.000000 Penalty: 5284.000977 Iteration 9Q: 3 clusters Score -5230075 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26760 members Mstep: Class 2 contains 15569 members Entering Unmasked Estep Score: -5231255.500000 Penalty: 5284.000977 Iteration 10Q: 3 clusters Score -5231256 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27344 members Mstep: Class 2 contains 14985 members Entering Unmasked Estep Score: -5232302.000000 Penalty: 5284.000977 Iteration 11Q: 3 clusters Score -5232302 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27831 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -5233017.000000 Penalty: 5284.000977 Iteration 12Q: 3 clusters Score -5233017 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28270 members Mstep: Class 2 contains 14059 members Entering Unmasked Estep Score: -5233499.000000 Penalty: 5284.000977 Iteration 13Q: 3 clusters Score -5233499 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28709 members Mstep: Class 2 contains 13620 members Entering Unmasked Estep Score: -5233833.500000 Penalty: 5284.000977 Iteration 14Q: 3 clusters Score -5233834 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29141 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -5234046.000000 Penalty: 5284.000977 Iteration 15Q: 3 clusters Score -5234046 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29538 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -5234191.000000 Penalty: 5284.000977 Iteration 16Q: 3 clusters Score -5234191 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -5234331.000000 Penalty: 5284.000977 Iteration 17Q: 3 clusters Score -5234331 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30245 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -5234403.000000 Penalty: 5284.000977 Iteration 18Q: 3 clusters Score -5234403 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30615 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -5234482.000000 Penalty: 5284.000977 Iteration 19Q: 3 clusters Score -5234482 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30985 members Mstep: Class 2 contains 11344 members Entering Unmasked Estep Score: -5234568.000000 Penalty: 5284.000977 Iteration 20F: 3 clusters Score -5234568 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31363 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -5234672.000000 Penalty: 5284.000977 Iteration 21Q: 3 clusters Score -5234672 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31718 members Mstep: Class 2 contains 10611 members Entering Unmasked Estep Score: -5234724.500000 Penalty: 5284.000977 Iteration 22Q: 3 clusters Score -5234724 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32064 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -5234787.500000 Penalty: 5284.000977 Iteration 23Q: 3 clusters Score -5234788 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32404 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -5234869.500000 Penalty: 5284.000977 Iteration 24Q: 3 clusters Score -5234870 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32781 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -5234970.500000 Penalty: 5284.000977 Iteration 25Q: 3 clusters Score -5234970 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33162 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -5235032.500000 Penalty: 5284.000977 Iteration 26Q: 3 clusters Score -5235032 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33567 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -5235117.000000 Penalty: 5284.000977 Iteration 27Q: 3 clusters Score -5235117 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33989 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -5235241.500000 Penalty: 5284.000977 Iteration 28Q: 3 clusters Score -5235242 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34438 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -5235350.500000 Penalty: 5284.000977 Iteration 29Q: 3 clusters Score -5235350 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34873 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -5235472.000000 Penalty: 5284.000977 Iteration 30Q: 3 clusters Score -5235472 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35323 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -5235597.000000 Penalty: 5284.000977 Iteration 31Q: 3 clusters Score -5235597 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35825 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -5235758.500000 Penalty: 5284.000977 Iteration 32Q: 3 clusters Score -5235758 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36330 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -5235912.000000 Penalty: 5284.000977 Iteration 33Q: 3 clusters Score -5235912 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36836 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -5236106.000000 Penalty: 5284.000977 Iteration 34Q: 3 clusters Score -5236106 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37366 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -5236298.000000 Penalty: 5284.000977 Iteration 35Q: 3 clusters Score -5236298 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37915 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -5236513.500000 Penalty: 5284.000977 Iteration 36Q: 3 clusters Score -5236514 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38445 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -5236735.500000 Penalty: 5284.000977 Iteration 37Q: 3 clusters Score -5236736 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38951 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -5236942.000000 Penalty: 5284.000977 Iteration 38Q: 3 clusters Score -5236942 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39420 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -5237172.000000 Penalty: 5284.000977 Iteration 39Q: 3 clusters Score -5237172 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39849 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -5237401.500000 Penalty: 5284.000977 Iteration 40F: 3 clusters Score -5237402 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40271 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -5237660.500000 Penalty: 5284.000977 Iteration 41Q: 3 clusters Score -5237660 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40673 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -5237907.500000 Penalty: 5284.000977 Iteration 42Q: 3 clusters Score -5237908 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41018 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -5238115.000000 Penalty: 5284.000977 Iteration 43Q: 3 clusters Score -5238115 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41265 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -5238305.000000 Penalty: 5284.000977 Iteration 44Q: 3 clusters Score -5238305 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41477 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -5238471.000000 Penalty: 5284.000977 Iteration 45Q: 3 clusters Score -5238471 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41598 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -5238569.000000 Penalty: 5284.000977 Iteration 46Q: 3 clusters Score -5238569 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41697 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -5238649.500000 Penalty: 5284.000977 Iteration 47Q: 3 clusters Score -5238650 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41759 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -5238699.000000 Penalty: 5284.000977 Iteration 48Q: 3 clusters Score -5238699 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41804 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -5238745.500000 Penalty: 5284.000977 Iteration 49Q: 3 clusters Score -5238746 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41830 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -5238765.000000 Penalty: 5284.000977 Iteration 50Q: 3 clusters Score -5238765 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41846 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -5238790.000000 Penalty: 5284.000977 Iteration 51Q: 3 clusters Score -5238790 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41868 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -5238816.000000 Penalty: 5284.000977 Iteration 52Q: 3 clusters Score -5238816 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41879 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -5238825.500000 Penalty: 5284.000977 Iteration 53Q: 3 clusters Score -5238826 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41890 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -5238833.000000 Penalty: 5284.000977 Iteration 54Q: 3 clusters Score -5238833 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41897 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -5238840.000000 Penalty: 5284.000977 Iteration 55Q: 3 clusters Score -5238840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41902 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -5238843.500000 Penalty: 5284.000977 Iteration 56Q: 3 clusters Score -5238844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41906 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -5238850.500000 Penalty: 5284.000977 Iteration 57Q: 3 clusters Score -5238850 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41911 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -5238858.000000 Penalty: 5284.000977 Iteration 58Q: 3 clusters Score -5238858 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41914 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -5238864.500000 Penalty: 5284.000977 Iteration 59Q: 3 clusters Score -5238864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41917 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -5238867.500000 Penalty: 5284.000977 Iteration 60F: 3 clusters Score -5238868 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41920 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -5238870.500000 Penalty: 5284.000977 Iteration 61Q: 3 clusters Score -5238870 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41922 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -5238875.500000 Penalty: 5284.000977 Iteration 62Q: 3 clusters Score -5238876 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41926 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -5238876.500000 Penalty: 5284.000977 Iteration 63Q: 3 clusters Score -5238876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41929 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -5238881.500000 Penalty: 5284.000977 Iteration 64Q: 3 clusters Score -5238882 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41929 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -5238881.500000 Penalty: 5284.000977 Iteration 65F: 3 clusters Score -5238882 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Entering Unmasked Estep Score: -919542.250000 Penalty: 2224.761719 Iteration 0F: 2 clusters Score -919542.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -913302.625000 Penalty: 4449.523438 Iteration 0F: 3 clusters Score -913302.6 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -915199.312500 Penalty: 4449.523438 Iteration 1F: 3 clusters Score -915199.3 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -915630.625000 Penalty: 4449.523438 Iteration 2F: 3 clusters Score -915630.6 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -916079.187500 Penalty: 4449.523438 Iteration 3F: 3 clusters Score -916079.2 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -916513.687500 Penalty: 4449.523438 Iteration 4F: 3 clusters Score -916513.7 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -916938.125000 Penalty: 4449.523438 Iteration 5F: 3 clusters Score -916938.1 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -917353.312500 Penalty: 4449.523438 Iteration 6F: 3 clusters Score -917353.3 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -917619.437500 Penalty: 4449.523438 Iteration 7Q: 3 clusters Score -917619.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -917779.812500 Penalty: 4449.523438 Iteration 8Q: 3 clusters Score -917779.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -917925.875000 Penalty: 4449.523438 Iteration 9Q: 3 clusters Score -917925.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -918041.312500 Penalty: 4449.523438 Iteration 10Q: 3 clusters Score -918041.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -918127.062500 Penalty: 4449.523438 Iteration 11Q: 3 clusters Score -918127.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -918173.187500 Penalty: 4449.523438 Iteration 12Q: 3 clusters Score -918173.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -918201.312500 Penalty: 4449.523438 Iteration 13Q: 3 clusters Score -918201.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -918221.375000 Penalty: 4449.523438 Iteration 14Q: 3 clusters Score -918221.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -918233.437500 Penalty: 4449.523438 Iteration 15Q: 3 clusters Score -918233.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -918241.937500 Penalty: 4449.523438 Iteration 16Q: 3 clusters Score -918241.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -918251.250000 Penalty: 4449.523438 Iteration 17Q: 3 clusters Score -918251.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -918259.000000 Penalty: 4449.523438 Iteration 18Q: 3 clusters Score -918259 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -918268.250000 Penalty: 4449.523438 Iteration 19Q: 3 clusters Score -918268.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -918278.312500 Penalty: 4449.523438 Iteration 20F: 3 clusters Score -918278.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -918279.062500 Penalty: 4449.523438 Iteration 21Q: 3 clusters Score -918279.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -918283.687500 Penalty: 4449.523438 Iteration 22Q: 3 clusters Score -918283.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -918286.312500 Penalty: 4449.523438 Iteration 23Q: 3 clusters Score -918286.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -918287.562500 Penalty: 4449.523438 Iteration 24Q: 3 clusters Score -918287.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -918287.812500 Penalty: 4449.523438 Iteration 25Q: 3 clusters Score -918287.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -918287.687500 Penalty: 4449.523438 Iteration 26Q: 3 clusters Score -918287.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -918290.250000 Penalty: 4449.523438 Iteration 27Q: 3 clusters Score -918290.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -918290.062500 Penalty: 4449.523438 Iteration 28Q: 3 clusters Score -918290.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -918294.375000 Penalty: 4449.523438 Iteration 29Q: 3 clusters Score -918294.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -918298.000000 Penalty: 4449.523438 Iteration 30Q: 3 clusters Score -918298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -918299.875000 Penalty: 4449.523438 Iteration 31Q: 3 clusters Score -918299.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -918301.875000 Penalty: 4449.523438 Iteration 32Q: 3 clusters Score -918301.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -918302.687500 Penalty: 4449.523438 Iteration 33Q: 3 clusters Score -918302.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -918304.625000 Penalty: 4449.523438 Iteration 34Q: 3 clusters Score -918304.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -918306.125000 Penalty: 4449.523438 Iteration 35Q: 3 clusters Score -918306.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -918306.562500 Penalty: 4449.523438 Iteration 36Q: 3 clusters Score -918306.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -918308.500000 Penalty: 4449.523438 Iteration 37Q: 3 clusters Score -918308.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -918311.312500 Penalty: 4449.523438 Iteration 38Q: 3 clusters Score -918311.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -918314.687500 Penalty: 4449.523438 Iteration 39Q: 3 clusters Score -918314.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -918315.187500 Penalty: 4449.523438 Iteration 40F: 3 clusters Score -918315.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -918318.312500 Penalty: 4449.523438 Iteration 41Q: 3 clusters Score -918318.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -918320.062500 Penalty: 4449.523438 Iteration 42Q: 3 clusters Score -918320.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -918320.312500 Penalty: 4449.523438 Iteration 43Q: 3 clusters Score -918320.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -918323.875000 Penalty: 4449.523438 Iteration 44Q: 3 clusters Score -918323.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -918325.812500 Penalty: 4449.523438 Iteration 45Q: 3 clusters Score -918325.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -918327.562500 Penalty: 4449.523438 Iteration 46Q: 3 clusters Score -918327.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -918334.500000 Penalty: 4449.523438 Iteration 47Q: 3 clusters Score -918334.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -918343.812500 Penalty: 4449.523438 Iteration 48Q: 3 clusters Score -918343.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -918352.375000 Penalty: 4449.523438 Iteration 49Q: 3 clusters Score -918352.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -918360.000000 Penalty: 4449.523438 Iteration 50Q: 3 clusters Score -918360 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -918366.062500 Penalty: 4449.523438 Iteration 51Q: 3 clusters Score -918366.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -918372.062500 Penalty: 4449.523438 Iteration 52Q: 3 clusters Score -918372.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -918375.250000 Penalty: 4449.523438 Iteration 53Q: 3 clusters Score -918375.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -918383.625000 Penalty: 4449.523438 Iteration 54Q: 3 clusters Score -918383.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -918390.937500 Penalty: 4449.523438 Iteration 55Q: 3 clusters Score -918390.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -918398.062500 Penalty: 4449.523438 Iteration 56Q: 3 clusters Score -918398.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -918405.437500 Penalty: 4449.523438 Iteration 57Q: 3 clusters Score -918405.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -918410.500000 Penalty: 4449.523438 Iteration 58Q: 3 clusters Score -918410.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -918413.125000 Penalty: 4449.523438 Iteration 59Q: 3 clusters Score -918413.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -918417.250000 Penalty: 4449.523438 Iteration 60F: 3 clusters Score -918417.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -918422.000000 Penalty: 4449.523438 Iteration 61Q: 3 clusters Score -918422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -918424.375000 Penalty: 4449.523438 Iteration 62Q: 3 clusters Score -918424.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -918425.750000 Penalty: 4449.523438 Iteration 63Q: 3 clusters Score -918425.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -918426.750000 Penalty: 4449.523438 Iteration 64Q: 3 clusters Score -918426.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -918430.375000 Penalty: 4449.523438 Iteration 65Q: 3 clusters Score -918430.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -918432.312500 Penalty: 4449.523438 Iteration 66Q: 3 clusters Score -918432.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -918432.375000 Penalty: 4449.523438 Iteration 67Q: 3 clusters Score -918432.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -918435.125000 Penalty: 4449.523438 Iteration 68Q: 3 clusters Score -918435.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -918435.437500 Penalty: 4449.523438 Iteration 69Q: 3 clusters Score -918435.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -918434.812500 Penalty: 4449.523438 Iteration 70Q: 3 clusters Score -918434.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -918435.625000 Penalty: 4449.523438 Iteration 71Q: 3 clusters Score -918435.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -918437.750000 Penalty: 4449.523438 Iteration 72Q: 3 clusters Score -918437.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -918437.750000 Penalty: 4449.523438 Iteration 73F: 3 clusters Score -918437.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Entering Unmasked Estep Score: -1019922.937500 Penalty: 2257.704102 Iteration 0F: 2 clusters Score -1019923 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1012857.312500 Penalty: 4515.408203 Iteration 0F: 3 clusters Score -1012857 nChanged 3755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1014955.125000 Penalty: 4515.408203 Iteration 1F: 3 clusters Score -1014955 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1015351.375000 Penalty: 4515.408203 Iteration 2F: 3 clusters Score -1015351 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1015695.062500 Penalty: 4515.408203 Iteration 3F: 3 clusters Score -1015695 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1016069.125000 Penalty: 4515.408203 Iteration 4F: 3 clusters Score -1016069 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1016557.750000 Penalty: 4515.408203 Iteration 5F: 3 clusters Score -1016558 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1017030.812500 Penalty: 4515.408203 Iteration 6F: 3 clusters Score -1017031 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1017421.062500 Penalty: 4515.408203 Iteration 7F: 3 clusters Score -1017421 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1017774.562500 Penalty: 4515.408203 Iteration 8F: 3 clusters Score -1017775 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1018038.687500 Penalty: 4515.408203 Iteration 9Q: 3 clusters Score -1018039 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1018223.937500 Penalty: 4515.408203 Iteration 10Q: 3 clusters Score -1018224 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1018337.000000 Penalty: 4515.408203 Iteration 11Q: 3 clusters Score -1018337 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1018408.500000 Penalty: 4515.408203 Iteration 12Q: 3 clusters Score -1018408 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -1018452.750000 Penalty: 4515.408203 Iteration 13Q: 3 clusters Score -1018453 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -1018472.187500 Penalty: 4515.408203 Iteration 14Q: 3 clusters Score -1018472 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1018479.750000 Penalty: 4515.408203 Iteration 15Q: 3 clusters Score -1018480 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -1018495.625000 Penalty: 4515.408203 Iteration 16Q: 3 clusters Score -1018496 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1018502.125000 Penalty: 4515.408203 Iteration 17Q: 3 clusters Score -1018502 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1018506.000000 Penalty: 4515.408203 Iteration 18Q: 3 clusters Score -1018506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1018508.562500 Penalty: 4515.408203 Iteration 19Q: 3 clusters Score -1018509 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -1018516.250000 Penalty: 4515.408203 Iteration 20F: 3 clusters Score -1018516 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1018519.687500 Penalty: 4515.408203 Iteration 21Q: 3 clusters Score -1018520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1018522.500000 Penalty: 4515.408203 Iteration 22Q: 3 clusters Score -1018522 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1018526.562500 Penalty: 4515.408203 Iteration 23Q: 3 clusters Score -1018527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1018529.312500 Penalty: 4515.408203 Iteration 24Q: 3 clusters Score -1018529 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1018530.062500 Penalty: 4515.408203 Iteration 25Q: 3 clusters Score -1018530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1018531.250000 Penalty: 4515.408203 Iteration 26Q: 3 clusters Score -1018531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -1018530.687500 Penalty: 4515.408203 Iteration 27Q: 3 clusters Score -1018531 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1018533.562500 Penalty: 4515.408203 Iteration 28Q: 3 clusters Score -1018534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1018534.125000 Penalty: 4515.408203 Iteration 29Q: 3 clusters Score -1018534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1018533.375000 Penalty: 4515.408203 Iteration 30Q: 3 clusters Score -1018533 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1018534.250000 Penalty: 4515.408203 Iteration 31Q: 3 clusters Score -1018534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1018537.375000 Penalty: 4515.408203 Iteration 32Q: 3 clusters Score -1018537 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1018537.937500 Penalty: 4515.408203 Iteration 33Q: 3 clusters Score -1018538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1018537.937500 Penalty: 4515.408203 Iteration 34Q: 3 clusters Score -1018538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1018537.812500 Penalty: 4515.408203 Iteration 35Q: 3 clusters Score -1018538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1018541.375000 Penalty: 4515.408203 Iteration 36Q: 3 clusters Score -1018541 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1018542.750000 Penalty: 4515.408203 Iteration 37Q: 3 clusters Score -1018543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -1018541.125000 Penalty: 4515.408203 Iteration 38Q: 3 clusters Score -1018541 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1018542.500000 Penalty: 4515.408203 Iteration 39Q: 3 clusters Score -1018542 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -1018542.562500 Penalty: 4515.408203 Iteration 40F: 3 clusters Score -1018543 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (24574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24574 members Entering Unmasked Estep Score: -2914013.500000 Penalty: 2507.142334 Iteration 0F: 2 clusters Score -2914014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12350 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -2896957.750000 Penalty: 5014.284668 Iteration 0F: 3 clusters Score -2896958 nChanged 11008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13060 members Mstep: Class 2 contains 11514 members Entering Unmasked Estep Score: -2903144.750000 Penalty: 5014.284668 Iteration 1F: 3 clusters Score -2903145 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13512 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -2903722.500000 Penalty: 5014.284668 Iteration 2F: 3 clusters Score -2903722 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14169 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -2904319.500000 Penalty: 5014.284668 Iteration 3F: 3 clusters Score -2904320 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15058 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -2904996.000000 Penalty: 5014.284668 Iteration 4F: 3 clusters Score -2904996 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -2905790.000000 Penalty: 5014.284668 Iteration 5F: 3 clusters Score -2905790 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17373 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -2906728.500000 Penalty: 5014.284668 Iteration 6F: 3 clusters Score -2906728 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18714 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -2907773.000000 Penalty: 5014.284668 Iteration 7F: 3 clusters Score -2907773 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19941 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -2908769.750000 Penalty: 5014.284668 Iteration 8F: 3 clusters Score -2908770 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21058 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -2909654.750000 Penalty: 5014.284668 Iteration 9Q: 3 clusters Score -2909655 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21975 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -2910377.000000 Penalty: 5014.284668 Iteration 10Q: 3 clusters Score -2910377 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22657 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -2910916.500000 Penalty: 5014.284668 Iteration 11Q: 3 clusters Score -2910916 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23097 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -2911247.000000 Penalty: 5014.284668 Iteration 12Q: 3 clusters Score -2911247 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23401 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -2911465.000000 Penalty: 5014.284668 Iteration 13Q: 3 clusters Score -2911465 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23595 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -2911608.500000 Penalty: 5014.284668 Iteration 14Q: 3 clusters Score -2911608 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23722 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -2911706.500000 Penalty: 5014.284668 Iteration 15Q: 3 clusters Score -2911706 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23818 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -2911799.500000 Penalty: 5014.284668 Iteration 16Q: 3 clusters Score -2911800 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -2911856.250000 Penalty: 5014.284668 Iteration 17Q: 3 clusters Score -2911856 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23930 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2911901.750000 Penalty: 5014.284668 Iteration 18Q: 3 clusters Score -2911902 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23951 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -2911938.250000 Penalty: 5014.284668 Iteration 19Q: 3 clusters Score -2911938 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23980 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -2911963.000000 Penalty: 5014.284668 Iteration 20F: 3 clusters Score -2911963 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24006 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -2911993.000000 Penalty: 5014.284668 Iteration 21Q: 3 clusters Score -2911993 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24017 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -2912004.000000 Penalty: 5014.284668 Iteration 22Q: 3 clusters Score -2912004 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24029 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2912020.000000 Penalty: 5014.284668 Iteration 23Q: 3 clusters Score -2912020 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24039 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -2912028.000000 Penalty: 5014.284668 Iteration 24Q: 3 clusters Score -2912028 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24042 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -2912032.000000 Penalty: 5014.284668 Iteration 25Q: 3 clusters Score -2912032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24042 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -2912033.500000 Penalty: 5014.284668 Iteration 26Q: 3 clusters Score -2912034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -2912034.500000 Penalty: 5014.284668 Iteration 27Q: 3 clusters Score -2912034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -2912036.750000 Penalty: 5014.284668 Iteration 28Q: 3 clusters Score -2912037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -2912036.750000 Penalty: 5014.284668 Iteration 29Q: 3 clusters Score -2912037 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -2912036.750000 Penalty: 5014.284668 Iteration 30F: 3 clusters Score -2912037 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Entering Unmasked Estep Score: -163403.296875 Penalty: 1810.517212 Iteration 0F: 2 clusters Score -163403.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -161149.593750 Penalty: 3621.034424 Iteration 0F: 3 clusters Score -161149.6 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -161491.359375 Penalty: 3621.034424 Iteration 1F: 3 clusters Score -161491.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -161615.015625 Penalty: 3621.034424 Iteration 2F: 3 clusters Score -161615 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -161674.859375 Penalty: 3621.034424 Iteration 3Q: 3 clusters Score -161674.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -161726.609375 Penalty: 3621.034424 Iteration 4Q: 3 clusters Score -161726.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -161765.906250 Penalty: 3621.034424 Iteration 5Q: 3 clusters Score -161765.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -161791.000000 Penalty: 3621.034424 Iteration 6Q: 3 clusters Score -161791 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -161804.171875 Penalty: 3621.034424 Iteration 7Q: 3 clusters Score -161804.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -161812.296875 Penalty: 3621.034424 Iteration 8Q: 3 clusters Score -161812.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -161817.156250 Penalty: 3621.034424 Iteration 9Q: 3 clusters Score -161817.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -161817.968750 Penalty: 3621.034424 Iteration 10Q: 3 clusters Score -161818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -161818.281250 Penalty: 3621.034424 Iteration 11Q: 3 clusters Score -161818.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -161818.734375 Penalty: 3621.034424 Iteration 12Q: 3 clusters Score -161818.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -161818.734375 Penalty: 3621.034424 Iteration 13F: 3 clusters Score -161818.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -42944.332031 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42944.33 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -43156.277344 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43156.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -43248.281250 Penalty: 2970.524658 Iteration 2F: 3 clusters Score -43248.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -43290.148438 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43290.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -43316.316406 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43316.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -43334.839844 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43334.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -43340.917969 Penalty: 2970.524658 Iteration 6Q: 3 clusters Score -43340.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -43344.585938 Penalty: 2970.524658 Iteration 7Q: 3 clusters Score -43344.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -43347.746094 Penalty: 2970.524658 Iteration 8Q: 3 clusters Score -43347.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -43348.992188 Penalty: 2970.524658 Iteration 9Q: 3 clusters Score -43348.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -43348.992188 Penalty: 2970.524658 Iteration 10F: 3 clusters Score -43348.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -163265.421875 Penalty: 1792.099854 Iteration 0F: 2 clusters Score -163265.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -161126.015625 Penalty: 3584.199707 Iteration 0F: 3 clusters Score -161126 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -161681.062500 Penalty: 3584.199707 Iteration 1F: 3 clusters Score -161681.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -162065.015625 Penalty: 3584.199707 Iteration 2F: 3 clusters Score -162065 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -162440.640625 Penalty: 3584.199707 Iteration 3F: 3 clusters Score -162440.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -162691.843750 Penalty: 3584.199707 Iteration 4F: 3 clusters Score -162691.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -162826.703125 Penalty: 3584.199707 Iteration 5Q: 3 clusters Score -162826.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -162888.984375 Penalty: 3584.199707 Iteration 6Q: 3 clusters Score -162889 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -162935.546875 Penalty: 3584.199707 Iteration 7Q: 3 clusters Score -162935.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -162955.453125 Penalty: 3584.199707 Iteration 8Q: 3 clusters Score -162955.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -162969.734375 Penalty: 3584.199707 Iteration 9Q: 3 clusters Score -162969.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -162973.593750 Penalty: 3584.199707 Iteration 10Q: 3 clusters Score -162973.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -162979.234375 Penalty: 3584.199707 Iteration 11Q: 3 clusters Score -162979.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -162981.671875 Penalty: 3584.199707 Iteration 12Q: 3 clusters Score -162981.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -162986.953125 Penalty: 3584.199707 Iteration 13Q: 3 clusters Score -162987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -162987.796875 Penalty: 3584.199707 Iteration 14Q: 3 clusters Score -162987.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -162987.796875 Penalty: 3584.199707 Iteration 15F: 3 clusters Score -162987.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Entering Unmasked Estep Score: -837724.437500 Penalty: 2190.734863 Iteration 0F: 2 clusters Score -837724.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -832032.500000 Penalty: 4381.469727 Iteration 0F: 3 clusters Score -832032.5 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -833712.000000 Penalty: 4381.469727 Iteration 1F: 3 clusters Score -833712 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -834094.875000 Penalty: 4381.469727 Iteration 2F: 3 clusters Score -834094.9 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -834410.062500 Penalty: 4381.469727 Iteration 3F: 3 clusters Score -834410.1 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -834687.062500 Penalty: 4381.469727 Iteration 4F: 3 clusters Score -834687.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -834982.750000 Penalty: 4381.469727 Iteration 5F: 3 clusters Score -834982.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -835310.625000 Penalty: 4381.469727 Iteration 6F: 3 clusters Score -835310.6 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -835695.500000 Penalty: 4381.469727 Iteration 7Q: 3 clusters Score -835695.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -836047.937500 Penalty: 4381.469727 Iteration 8Q: 3 clusters Score -836047.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -836295.937500 Penalty: 4381.469727 Iteration 9Q: 3 clusters Score -836295.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -836442.250000 Penalty: 4381.469727 Iteration 10Q: 3 clusters Score -836442.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -836555.750000 Penalty: 4381.469727 Iteration 11Q: 3 clusters Score -836555.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -836662.375000 Penalty: 4381.469727 Iteration 12Q: 3 clusters Score -836662.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -836760.562500 Penalty: 4381.469727 Iteration 13Q: 3 clusters Score -836760.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -836858.437500 Penalty: 4381.469727 Iteration 14Q: 3 clusters Score -836858.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -836953.562500 Penalty: 4381.469727 Iteration 15Q: 3 clusters Score -836953.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -837047.687500 Penalty: 4381.469727 Iteration 16Q: 3 clusters Score -837047.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -837157.562500 Penalty: 4381.469727 Iteration 17Q: 3 clusters Score -837157.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -837281.875000 Penalty: 4381.469727 Iteration 18Q: 3 clusters Score -837281.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -837429.375000 Penalty: 4381.469727 Iteration 19Q: 3 clusters Score -837429.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -837610.625000 Penalty: 4381.469727 Iteration 20F: 3 clusters Score -837610.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -837854.000000 Penalty: 4381.469727 Iteration 21Q: 3 clusters Score -837854 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -838119.625000 Penalty: 4381.469727 Iteration 22Q: 3 clusters Score -838119.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -838358.125000 Penalty: 4381.469727 Iteration 23Q: 3 clusters Score -838358.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -838480.500000 Penalty: 4381.469727 Iteration 24Q: 3 clusters Score -838480.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -838501.875000 Penalty: 4381.469727 Iteration 25Q: 3 clusters Score -838501.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -838508.937500 Penalty: 4381.469727 Iteration 26Q: 3 clusters Score -838508.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -838511.500000 Penalty: 4381.469727 Iteration 27Q: 3 clusters Score -838511.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -838515.687500 Penalty: 4381.469727 Iteration 28Q: 3 clusters Score -838515.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -838515.125000 Penalty: 4381.469727 Iteration 29Q: 3 clusters Score -838515.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -838514.750000 Penalty: 4381.469727 Iteration 30Q: 3 clusters Score -838514.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -838517.812500 Penalty: 4381.469727 Iteration 31Q: 3 clusters Score -838517.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -838517.312500 Penalty: 4381.469727 Iteration 32Q: 3 clusters Score -838517.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -838518.937500 Penalty: 4381.469727 Iteration 33Q: 3 clusters Score -838518.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -838519.812500 Penalty: 4381.469727 Iteration 34Q: 3 clusters Score -838519.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -838520.875000 Penalty: 4381.469727 Iteration 35Q: 3 clusters Score -838520.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -838521.312500 Penalty: 4381.469727 Iteration 36Q: 3 clusters Score -838521.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -838520.187500 Penalty: 4381.469727 Iteration 37Q: 3 clusters Score -838520.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -838520.187500 Penalty: 4381.469727 Iteration 38F: 3 clusters Score -838520.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54403 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8988 members Mstep: Class 9 contains 24574 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 4563 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152786 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28221 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 2298 members Entering Unmasked Estep Score: -52027756.000000 Penalty: 74024.335938 Splitting cluster 13 changes total score from -52028000.000000 to -52027756.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (8696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Entering Unmasked Estep Score: -1061592.125000 Penalty: 2249.513428 Iteration 0F: 2 clusters Score -1061592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1054711.125000 Penalty: 4499.026855 Iteration 0F: 3 clusters Score -1054711 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1056679.750000 Penalty: 4499.026855 Iteration 1F: 3 clusters Score -1056680 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1056976.750000 Penalty: 4499.026855 Iteration 2F: 3 clusters Score -1056977 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -1057174.250000 Penalty: 4499.026855 Iteration 3F: 3 clusters Score -1057174 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1057346.875000 Penalty: 4499.026855 Iteration 4Q: 3 clusters Score -1057347 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1057533.375000 Penalty: 4499.026855 Iteration 5Q: 3 clusters Score -1057533 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1057744.125000 Penalty: 4499.026855 Iteration 6Q: 3 clusters Score -1057744 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -1057971.500000 Penalty: 4499.026855 Iteration 7Q: 3 clusters Score -1057972 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1058199.750000 Penalty: 4499.026855 Iteration 8Q: 3 clusters Score -1058200 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1058419.000000 Penalty: 4499.026855 Iteration 9Q: 3 clusters Score -1058419 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1058638.250000 Penalty: 4499.026855 Iteration 10Q: 3 clusters Score -1058638 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1058818.000000 Penalty: 4499.026855 Iteration 11Q: 3 clusters Score -1058818 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1058994.875000 Penalty: 4499.026855 Iteration 12Q: 3 clusters Score -1058995 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1059157.500000 Penalty: 4499.026855 Iteration 13Q: 3 clusters Score -1059158 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1059268.875000 Penalty: 4499.026855 Iteration 14Q: 3 clusters Score -1059269 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1059344.125000 Penalty: 4499.026855 Iteration 15Q: 3 clusters Score -1059344 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1059406.125000 Penalty: 4499.026855 Iteration 16Q: 3 clusters Score -1059406 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1059468.625000 Penalty: 4499.026855 Iteration 17Q: 3 clusters Score -1059469 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1059508.000000 Penalty: 4499.026855 Iteration 18Q: 3 clusters Score -1059508 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1059536.125000 Penalty: 4499.026855 Iteration 19Q: 3 clusters Score -1059536 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1059551.000000 Penalty: 4499.026855 Iteration 20F: 3 clusters Score -1059551 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1059561.125000 Penalty: 4499.026855 Iteration 21Q: 3 clusters Score -1059561 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1059563.750000 Penalty: 4499.026855 Iteration 22Q: 3 clusters Score -1059564 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1059563.750000 Penalty: 4499.026855 Iteration 23F: 3 clusters Score -1059564 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152786 members Entering Unmasked Estep Score: -19099704.000000 Penalty: 2960.324707 Iteration 0F: 2 clusters Score -1.90997e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76212 members Mstep: Class 2 contains 76574 members Entering Unmasked Estep Score: -18998654.000000 Penalty: 5920.649414 Iteration 0F: 3 clusters Score -1.899865e+07 nChanged 72758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72724 members Mstep: Class 2 contains 80062 members Entering Unmasked Estep Score: -19041488.000000 Penalty: 5920.649414 Iteration 1F: 3 clusters Score -1.904149e+07 nChanged 5040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70412 members Mstep: Class 2 contains 82374 members Entering Unmasked Estep Score: -19042906.000000 Penalty: 5920.649414 Iteration 2Q: 3 clusters Score -1.904291e+07 nChanged 5897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66759 members Mstep: Class 2 contains 86027 members Entering Unmasked Estep Score: -19044818.000000 Penalty: 5920.649414 Iteration 3Q: 3 clusters Score -1.904482e+07 nChanged 7433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61182 members Mstep: Class 2 contains 91604 members Entering Unmasked Estep Score: -19048132.000000 Penalty: 5920.649414 Iteration 4Q: 3 clusters Score -1.904813e+07 nChanged 9555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53091 members Mstep: Class 2 contains 99695 members Entering Unmasked Estep Score: -19053450.000000 Penalty: 5920.649414 Iteration 5F: 3 clusters Score -1.905345e+07 nChanged 11512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42669 members Mstep: Class 2 contains 110117 members Entering Unmasked Estep Score: -19061272.000000 Penalty: 5920.649414 Iteration 6F: 3 clusters Score -1.906127e+07 nChanged 12022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31331 members Mstep: Class 2 contains 121455 members Entering Unmasked Estep Score: -19070470.000000 Penalty: 5920.649414 Iteration 7F: 3 clusters Score -1.907047e+07 nChanged 10770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20919 members Mstep: Class 2 contains 131867 members Entering Unmasked Estep Score: -19079632.000000 Penalty: 5920.649414 Iteration 8F: 3 clusters Score -1.907963e+07 nChanged 8418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 140147 members Entering Unmasked Estep Score: -19087410.000000 Penalty: 5920.649414 Iteration 9F: 3 clusters Score -1.908741e+07 nChanged 5535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 145626 members Entering Unmasked Estep Score: -19092220.000000 Penalty: 5920.649414 Iteration 10Q: 3 clusters Score -1.909222e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 148677 members Entering Unmasked Estep Score: -19094910.000000 Penalty: 5920.649414 Iteration 11Q: 3 clusters Score -1.909491e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 150208 members Entering Unmasked Estep Score: -19096168.000000 Penalty: 5920.649414 Iteration 12Q: 3 clusters Score -1.909617e+07 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 150915 members Entering Unmasked Estep Score: -19096656.000000 Penalty: 5920.649414 Iteration 13Q: 3 clusters Score -1.909666e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 151275 members Entering Unmasked Estep Score: -19096928.000000 Penalty: 5920.649414 Iteration 14Q: 3 clusters Score -1.909693e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 151476 members Entering Unmasked Estep Score: -19097100.000000 Penalty: 5920.649414 Iteration 15Q: 3 clusters Score -1.90971e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 151571 members Entering Unmasked Estep Score: -19097244.000000 Penalty: 5920.649414 Iteration 16Q: 3 clusters Score -1.909724e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 151627 members Entering Unmasked Estep Score: -19097288.000000 Penalty: 5920.649414 Iteration 17Q: 3 clusters Score -1.909729e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 151676 members Entering Unmasked Estep Score: -19097346.000000 Penalty: 5920.649414 Iteration 18Q: 3 clusters Score -1.909735e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 151708 members Entering Unmasked Estep Score: -19097390.000000 Penalty: 5920.649414 Iteration 19Q: 3 clusters Score -1.909739e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 151713 members Entering Unmasked Estep Score: -19097428.000000 Penalty: 5920.649414 Iteration 20F: 3 clusters Score -1.909743e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 151723 members Entering Unmasked Estep Score: -19097452.000000 Penalty: 5920.649414 Iteration 21Q: 3 clusters Score -1.909745e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 151738 members Entering Unmasked Estep Score: -19097474.000000 Penalty: 5920.649414 Iteration 22Q: 3 clusters Score -1.909747e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 151751 members Entering Unmasked Estep Score: -19097518.000000 Penalty: 5920.649414 Iteration 23Q: 3 clusters Score -1.909752e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 151758 members Entering Unmasked Estep Score: -19097528.000000 Penalty: 5920.649414 Iteration 24Q: 3 clusters Score -1.909753e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 151764 members Entering Unmasked Estep Score: -19097548.000000 Penalty: 5920.649414 Iteration 25Q: 3 clusters Score -1.909755e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 151778 members Entering Unmasked Estep Score: -19097544.000000 Penalty: 5920.649414 Iteration 26Q: 3 clusters Score -1.909754e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 151782 members Entering Unmasked Estep Score: -19097586.000000 Penalty: 5920.649414 Iteration 27Q: 3 clusters Score -1.909759e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 151787 members Entering Unmasked Estep Score: -19097568.000000 Penalty: 5920.649414 Iteration 28Q: 3 clusters Score -1.909757e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 151795 members Entering Unmasked Estep Score: -19097578.000000 Penalty: 5920.649414 Iteration 29Q: 3 clusters Score -1.909758e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 151796 members Entering Unmasked Estep Score: -19097590.000000 Penalty: 5920.649414 Iteration 30Q: 3 clusters Score -1.909759e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 151800 members Entering Unmasked Estep Score: -19097612.000000 Penalty: 5920.649414 Iteration 31Q: 3 clusters Score -1.909761e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 151800 members Entering Unmasked Estep Score: -19097602.000000 Penalty: 5920.649414 Iteration 32Q: 3 clusters Score -1.90976e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 151803 members Entering Unmasked Estep Score: -19097618.000000 Penalty: 5920.649414 Iteration 33Q: 3 clusters Score -1.909762e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 151804 members Entering Unmasked Estep Score: -19097622.000000 Penalty: 5920.649414 Iteration 34Q: 3 clusters Score -1.909762e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 151803 members Entering Unmasked Estep Score: -19097622.000000 Penalty: 5920.649414 Iteration 35Q: 3 clusters Score -1.909762e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 151804 members Entering Unmasked Estep Score: -19097618.000000 Penalty: 5920.649414 Iteration 36Q: 3 clusters Score -1.909762e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 151807 members Entering Unmasked Estep Score: -19097636.000000 Penalty: 5920.649414 Iteration 37Q: 3 clusters Score -1.909764e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 151811 members Entering Unmasked Estep Score: -19097640.000000 Penalty: 5920.649414 Iteration 38Q: 3 clusters Score -1.909764e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 151813 members Entering Unmasked Estep Score: -19097650.000000 Penalty: 5920.649414 Iteration 39Q: 3 clusters Score -1.909765e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 151810 members Entering Unmasked Estep Score: -19097638.000000 Penalty: 5920.649414 Iteration 40F: 3 clusters Score -1.909764e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 151808 members Entering Unmasked Estep Score: -19097626.000000 Penalty: 5920.649414 Iteration 41Q: 3 clusters Score -1.909763e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 151807 members Entering Unmasked Estep Score: -19097638.000000 Penalty: 5920.649414 Iteration 42Q: 3 clusters Score -1.909764e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 151806 members Entering Unmasked Estep Score: -19097638.000000 Penalty: 5920.649414 Iteration 43Q: 3 clusters Score -1.909764e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 151809 members Entering Unmasked Estep Score: -19097638.000000 Penalty: 5920.649414 Iteration 44Q: 3 clusters Score -1.909764e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 151811 members Entering Unmasked Estep Score: -19097626.000000 Penalty: 5920.649414 Iteration 45Q: 3 clusters Score -1.909763e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 151810 members Entering Unmasked Estep Score: -19097632.000000 Penalty: 5920.649414 Iteration 46Q: 3 clusters Score -1.909763e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 151809 members Entering Unmasked Estep Score: -19097636.000000 Penalty: 5920.649414 Iteration 47Q: 3 clusters Score -1.909764e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 151809 members Entering Unmasked Estep Score: -19097636.000000 Penalty: 5920.649414 Iteration 48F: 3 clusters Score -1.909764e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Entering Unmasked Estep Score: -661410.125000 Penalty: 2141.782471 Iteration 0F: 2 clusters Score -661410.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -656455.062500 Penalty: 4283.564941 Iteration 0F: 3 clusters Score -656455.1 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -657741.875000 Penalty: 4283.564941 Iteration 1F: 3 clusters Score -657741.9 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -657976.812500 Penalty: 4283.564941 Iteration 2F: 3 clusters Score -657976.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -658125.375000 Penalty: 4283.564941 Iteration 3Q: 3 clusters Score -658125.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -658222.875000 Penalty: 4283.564941 Iteration 4Q: 3 clusters Score -658222.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -658299.750000 Penalty: 4283.564941 Iteration 5Q: 3 clusters Score -658299.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -658377.375000 Penalty: 4283.564941 Iteration 6Q: 3 clusters Score -658377.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -658444.750000 Penalty: 4283.564941 Iteration 7Q: 3 clusters Score -658444.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -658512.187500 Penalty: 4283.564941 Iteration 8Q: 3 clusters Score -658512.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -658575.437500 Penalty: 4283.564941 Iteration 9Q: 3 clusters Score -658575.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -658622.875000 Penalty: 4283.564941 Iteration 10Q: 3 clusters Score -658622.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -658667.937500 Penalty: 4283.564941 Iteration 11Q: 3 clusters Score -658667.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -658712.937500 Penalty: 4283.564941 Iteration 12Q: 3 clusters Score -658712.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -658753.937500 Penalty: 4283.564941 Iteration 13Q: 3 clusters Score -658753.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -658798.562500 Penalty: 4283.564941 Iteration 14Q: 3 clusters Score -658798.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -658846.000000 Penalty: 4283.564941 Iteration 15Q: 3 clusters Score -658846 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -658888.500000 Penalty: 4283.564941 Iteration 16Q: 3 clusters Score -658888.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -658925.125000 Penalty: 4283.564941 Iteration 17Q: 3 clusters Score -658925.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -658968.437500 Penalty: 4283.564941 Iteration 18Q: 3 clusters Score -658968.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -658998.000000 Penalty: 4283.564941 Iteration 19Q: 3 clusters Score -658998 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -659025.937500 Penalty: 4283.564941 Iteration 20F: 3 clusters Score -659025.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -659051.812500 Penalty: 4283.564941 Iteration 21Q: 3 clusters Score -659051.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -659077.875000 Penalty: 4283.564941 Iteration 22Q: 3 clusters Score -659077.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -659109.250000 Penalty: 4283.564941 Iteration 23Q: 3 clusters Score -659109.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -659141.625000 Penalty: 4283.564941 Iteration 24Q: 3 clusters Score -659141.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -659170.187500 Penalty: 4283.564941 Iteration 25Q: 3 clusters Score -659170.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -659203.937500 Penalty: 4283.564941 Iteration 26Q: 3 clusters Score -659203.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -659252.625000 Penalty: 4283.564941 Iteration 27Q: 3 clusters Score -659252.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -659297.125000 Penalty: 4283.564941 Iteration 28Q: 3 clusters Score -659297.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -659335.687500 Penalty: 4283.564941 Iteration 29Q: 3 clusters Score -659335.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -659369.062500 Penalty: 4283.564941 Iteration 30Q: 3 clusters Score -659369.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -659410.187500 Penalty: 4283.564941 Iteration 31Q: 3 clusters Score -659410.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -659441.375000 Penalty: 4283.564941 Iteration 32Q: 3 clusters Score -659441.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -659458.000000 Penalty: 4283.564941 Iteration 33Q: 3 clusters Score -659458 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -659476.500000 Penalty: 4283.564941 Iteration 34Q: 3 clusters Score -659476.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -659492.187500 Penalty: 4283.564941 Iteration 35Q: 3 clusters Score -659492.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -659507.437500 Penalty: 4283.564941 Iteration 36Q: 3 clusters Score -659507.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -659526.312500 Penalty: 4283.564941 Iteration 37Q: 3 clusters Score -659526.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -659546.375000 Penalty: 4283.564941 Iteration 38Q: 3 clusters Score -659546.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -659560.125000 Penalty: 4283.564941 Iteration 39Q: 3 clusters Score -659560.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -659577.000000 Penalty: 4283.564941 Iteration 40F: 3 clusters Score -659577 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -659592.625000 Penalty: 4283.564941 Iteration 41Q: 3 clusters Score -659592.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -659601.625000 Penalty: 4283.564941 Iteration 42Q: 3 clusters Score -659601.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -659609.562500 Penalty: 4283.564941 Iteration 43Q: 3 clusters Score -659609.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -659616.875000 Penalty: 4283.564941 Iteration 44Q: 3 clusters Score -659616.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -659621.875000 Penalty: 4283.564941 Iteration 45Q: 3 clusters Score -659621.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -659628.437500 Penalty: 4283.564941 Iteration 46Q: 3 clusters Score -659628.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -659633.875000 Penalty: 4283.564941 Iteration 47Q: 3 clusters Score -659633.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -659636.500000 Penalty: 4283.564941 Iteration 48Q: 3 clusters Score -659636.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -659636.500000 Penalty: 4283.564941 Iteration 49F: 3 clusters Score -659636.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Entering Unmasked Estep Score: -708223.625000 Penalty: 2158.098877 Iteration 0F: 2 clusters Score -708223.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -703072.687500 Penalty: 4316.197754 Iteration 0F: 3 clusters Score -703072.7 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -704365.937500 Penalty: 4316.197754 Iteration 1F: 3 clusters Score -704365.9 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -704583.125000 Penalty: 4316.197754 Iteration 2F: 3 clusters Score -704583.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -704716.000000 Penalty: 4316.197754 Iteration 3Q: 3 clusters Score -704716 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -704808.125000 Penalty: 4316.197754 Iteration 4Q: 3 clusters Score -704808.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -704861.937500 Penalty: 4316.197754 Iteration 5Q: 3 clusters Score -704861.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -704908.812500 Penalty: 4316.197754 Iteration 6Q: 3 clusters Score -704908.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -704946.937500 Penalty: 4316.197754 Iteration 7Q: 3 clusters Score -704946.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -704979.375000 Penalty: 4316.197754 Iteration 8Q: 3 clusters Score -704979.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -705006.187500 Penalty: 4316.197754 Iteration 9Q: 3 clusters Score -705006.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -705032.437500 Penalty: 4316.197754 Iteration 10Q: 3 clusters Score -705032.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -705062.187500 Penalty: 4316.197754 Iteration 11Q: 3 clusters Score -705062.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -705085.750000 Penalty: 4316.197754 Iteration 12Q: 3 clusters Score -705085.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -705115.375000 Penalty: 4316.197754 Iteration 13Q: 3 clusters Score -705115.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -705143.375000 Penalty: 4316.197754 Iteration 14Q: 3 clusters Score -705143.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -705180.312500 Penalty: 4316.197754 Iteration 15Q: 3 clusters Score -705180.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -705223.875000 Penalty: 4316.197754 Iteration 16Q: 3 clusters Score -705223.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -705286.812500 Penalty: 4316.197754 Iteration 17Q: 3 clusters Score -705286.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -705360.250000 Penalty: 4316.197754 Iteration 18Q: 3 clusters Score -705360.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -705416.687500 Penalty: 4316.197754 Iteration 19Q: 3 clusters Score -705416.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -705483.625000 Penalty: 4316.197754 Iteration 20F: 3 clusters Score -705483.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -705550.812500 Penalty: 4316.197754 Iteration 21Q: 3 clusters Score -705550.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -705625.625000 Penalty: 4316.197754 Iteration 22Q: 3 clusters Score -705625.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -705690.875000 Penalty: 4316.197754 Iteration 23Q: 3 clusters Score -705690.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -705739.500000 Penalty: 4316.197754 Iteration 24Q: 3 clusters Score -705739.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -705779.312500 Penalty: 4316.197754 Iteration 25Q: 3 clusters Score -705779.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -705820.250000 Penalty: 4316.197754 Iteration 26Q: 3 clusters Score -705820.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -705859.375000 Penalty: 4316.197754 Iteration 27Q: 3 clusters Score -705859.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -705899.062500 Penalty: 4316.197754 Iteration 28Q: 3 clusters Score -705899.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -705951.875000 Penalty: 4316.197754 Iteration 29Q: 3 clusters Score -705951.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -705999.125000 Penalty: 4316.197754 Iteration 30Q: 3 clusters Score -705999.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -706049.812500 Penalty: 4316.197754 Iteration 31Q: 3 clusters Score -706049.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -706101.750000 Penalty: 4316.197754 Iteration 32Q: 3 clusters Score -706101.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -706150.125000 Penalty: 4316.197754 Iteration 33Q: 3 clusters Score -706150.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -706199.125000 Penalty: 4316.197754 Iteration 34Q: 3 clusters Score -706199.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -706245.562500 Penalty: 4316.197754 Iteration 35Q: 3 clusters Score -706245.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -706298.625000 Penalty: 4316.197754 Iteration 36Q: 3 clusters Score -706298.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -706342.625000 Penalty: 4316.197754 Iteration 37Q: 3 clusters Score -706342.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -706372.500000 Penalty: 4316.197754 Iteration 38Q: 3 clusters Score -706372.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -706400.187500 Penalty: 4316.197754 Iteration 39Q: 3 clusters Score -706400.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -706418.687500 Penalty: 4316.197754 Iteration 40F: 3 clusters Score -706418.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -706435.875000 Penalty: 4316.197754 Iteration 41Q: 3 clusters Score -706435.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -706450.312500 Penalty: 4316.197754 Iteration 42Q: 3 clusters Score -706450.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -706463.125000 Penalty: 4316.197754 Iteration 43Q: 3 clusters Score -706463.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -706475.125000 Penalty: 4316.197754 Iteration 44Q: 3 clusters Score -706475.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -706490.250000 Penalty: 4316.197754 Iteration 45Q: 3 clusters Score -706490.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -706505.625000 Penalty: 4316.197754 Iteration 46Q: 3 clusters Score -706505.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -706518.000000 Penalty: 4316.197754 Iteration 47Q: 3 clusters Score -706518 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -706534.437500 Penalty: 4316.197754 Iteration 48Q: 3 clusters Score -706534.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -706547.937500 Penalty: 4316.197754 Iteration 49Q: 3 clusters Score -706547.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -706571.750000 Penalty: 4316.197754 Iteration 50Q: 3 clusters Score -706571.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -706591.500000 Penalty: 4316.197754 Iteration 51Q: 3 clusters Score -706591.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -706608.875000 Penalty: 4316.197754 Iteration 52Q: 3 clusters Score -706608.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -706623.875000 Penalty: 4316.197754 Iteration 53Q: 3 clusters Score -706623.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -706637.937500 Penalty: 4316.197754 Iteration 54Q: 3 clusters Score -706637.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -706649.312500 Penalty: 4316.197754 Iteration 55Q: 3 clusters Score -706649.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -706661.875000 Penalty: 4316.197754 Iteration 56Q: 3 clusters Score -706661.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -706676.375000 Penalty: 4316.197754 Iteration 57Q: 3 clusters Score -706676.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -706694.375000 Penalty: 4316.197754 Iteration 58Q: 3 clusters Score -706694.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -706711.437500 Penalty: 4316.197754 Iteration 59Q: 3 clusters Score -706711.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -706724.750000 Penalty: 4316.197754 Iteration 60F: 3 clusters Score -706724.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -706738.937500 Penalty: 4316.197754 Iteration 61Q: 3 clusters Score -706738.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -706750.125000 Penalty: 4316.197754 Iteration 62Q: 3 clusters Score -706750.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -706759.750000 Penalty: 4316.197754 Iteration 63Q: 3 clusters Score -706759.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -706763.937500 Penalty: 4316.197754 Iteration 64Q: 3 clusters Score -706763.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -706766.187500 Penalty: 4316.197754 Iteration 65Q: 3 clusters Score -706766.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -706769.312500 Penalty: 4316.197754 Iteration 66Q: 3 clusters Score -706769.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -706773.937500 Penalty: 4316.197754 Iteration 67Q: 3 clusters Score -706773.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -706778.750000 Penalty: 4316.197754 Iteration 68Q: 3 clusters Score -706778.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -706783.875000 Penalty: 4316.197754 Iteration 69Q: 3 clusters Score -706783.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -706789.062500 Penalty: 4316.197754 Iteration 70Q: 3 clusters Score -706789.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -706799.187500 Penalty: 4316.197754 Iteration 71Q: 3 clusters Score -706799.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -706806.312500 Penalty: 4316.197754 Iteration 72Q: 3 clusters Score -706806.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -706810.437500 Penalty: 4316.197754 Iteration 73Q: 3 clusters Score -706810.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -706816.250000 Penalty: 4316.197754 Iteration 74Q: 3 clusters Score -706816.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -706819.187500 Penalty: 4316.197754 Iteration 75Q: 3 clusters Score -706819.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -706819.812500 Penalty: 4316.197754 Iteration 76Q: 3 clusters Score -706819.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -706820.562500 Penalty: 4316.197754 Iteration 77Q: 3 clusters Score -706820.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -706825.562500 Penalty: 4316.197754 Iteration 78Q: 3 clusters Score -706825.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -706830.312500 Penalty: 4316.197754 Iteration 79Q: 3 clusters Score -706830.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -706834.875000 Penalty: 4316.197754 Iteration 80F: 3 clusters Score -706834.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -706842.937500 Penalty: 4316.197754 Iteration 81Q: 3 clusters Score -706842.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -706849.500000 Penalty: 4316.197754 Iteration 82Q: 3 clusters Score -706849.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -706856.500000 Penalty: 4316.197754 Iteration 83Q: 3 clusters Score -706856.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -706860.312500 Penalty: 4316.197754 Iteration 84Q: 3 clusters Score -706860.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -706872.312500 Penalty: 4316.197754 Iteration 85Q: 3 clusters Score -706872.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -706884.812500 Penalty: 4316.197754 Iteration 86Q: 3 clusters Score -706884.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -706897.250000 Penalty: 4316.197754 Iteration 87Q: 3 clusters Score -706897.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -706906.312500 Penalty: 4316.197754 Iteration 88Q: 3 clusters Score -706906.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -706914.500000 Penalty: 4316.197754 Iteration 89Q: 3 clusters Score -706914.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -706925.500000 Penalty: 4316.197754 Iteration 90Q: 3 clusters Score -706925.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -706934.937500 Penalty: 4316.197754 Iteration 91Q: 3 clusters Score -706934.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -706945.187500 Penalty: 4316.197754 Iteration 92Q: 3 clusters Score -706945.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -706955.062500 Penalty: 4316.197754 Iteration 93Q: 3 clusters Score -706955.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -706965.625000 Penalty: 4316.197754 Iteration 94Q: 3 clusters Score -706965.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -706978.812500 Penalty: 4316.197754 Iteration 95Q: 3 clusters Score -706978.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -706996.062500 Penalty: 4316.197754 Iteration 96Q: 3 clusters Score -706996.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -707008.750000 Penalty: 4316.197754 Iteration 97Q: 3 clusters Score -707008.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -707018.375000 Penalty: 4316.197754 Iteration 98Q: 3 clusters Score -707018.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -707024.125000 Penalty: 4316.197754 Iteration 99Q: 3 clusters Score -707024.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -707032.125000 Penalty: 4316.197754 Iteration 100F: 3 clusters Score -707032.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -707038.687500 Penalty: 4316.197754 Iteration 101Q: 3 clusters Score -707038.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -707042.625000 Penalty: 4316.197754 Iteration 102Q: 3 clusters Score -707042.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -707044.500000 Penalty: 4316.197754 Iteration 103Q: 3 clusters Score -707044.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -707045.375000 Penalty: 4316.197754 Iteration 104Q: 3 clusters Score -707045.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -707048.500000 Penalty: 4316.197754 Iteration 105Q: 3 clusters Score -707048.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -707050.375000 Penalty: 4316.197754 Iteration 106Q: 3 clusters Score -707050.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -707048.812500 Penalty: 4316.197754 Iteration 107Q: 3 clusters Score -707048.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -707049.625000 Penalty: 4316.197754 Iteration 108Q: 3 clusters Score -707049.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -707051.625000 Penalty: 4316.197754 Iteration 109Q: 3 clusters Score -707051.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -707050.937500 Penalty: 4316.197754 Iteration 110Q: 3 clusters Score -707050.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -707052.375000 Penalty: 4316.197754 Iteration 111Q: 3 clusters Score -707052.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -707053.187500 Penalty: 4316.197754 Iteration 112Q: 3 clusters Score -707053.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -707053.250000 Penalty: 4316.197754 Iteration 113Q: 3 clusters Score -707053.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -707053.312500 Penalty: 4316.197754 Iteration 114Q: 3 clusters Score -707053.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -707053.812500 Penalty: 4316.197754 Iteration 115Q: 3 clusters Score -707053.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -707053.937500 Penalty: 4316.197754 Iteration 116Q: 3 clusters Score -707053.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -707053.687500 Penalty: 4316.197754 Iteration 117Q: 3 clusters Score -707053.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -707053.500000 Penalty: 4316.197754 Iteration 118Q: 3 clusters Score -707053.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -707055.875000 Penalty: 4316.197754 Iteration 119Q: 3 clusters Score -707055.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -707058.000000 Penalty: 4316.197754 Iteration 120F: 3 clusters Score -707058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -707057.375000 Penalty: 4316.197754 Iteration 121Q: 3 clusters Score -707057.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -707057.125000 Penalty: 4316.197754 Iteration 122Q: 3 clusters Score -707057.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -707056.437500 Penalty: 4316.197754 Iteration 123Q: 3 clusters Score -707056.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -707057.500000 Penalty: 4316.197754 Iteration 124Q: 3 clusters Score -707057.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -707057.687500 Penalty: 4316.197754 Iteration 125Q: 3 clusters Score -707057.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -707059.187500 Penalty: 4316.197754 Iteration 126Q: 3 clusters Score -707059.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -707059.187500 Penalty: 4316.197754 Iteration 127F: 3 clusters Score -707059.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -69600.906250 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69600.91 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -69856.140625 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69856.14 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -69971.937500 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -69971.94 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70071.632812 Penalty: 3217.891357 Iteration 3F: 3 clusters Score -70071.63 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -70195.335938 Penalty: 3217.891357 Iteration 4F: 3 clusters Score -70195.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -70281.226562 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -70281.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70388.406250 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -70388.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -70557.687500 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -70557.69 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -70854.640625 Penalty: 3217.891357 Iteration 8F: 3 clusters Score -70854.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -71072.101562 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -71072.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -71235.328125 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -71235.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -71446.476562 Penalty: 3217.891357 Iteration 11Q: 3 clusters Score -71446.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -71521.804688 Penalty: 3217.891357 Iteration 12Q: 3 clusters Score -71521.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -71538.109375 Penalty: 3217.891357 Iteration 13Q: 3 clusters Score -71538.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -71551.812500 Penalty: 3217.891357 Iteration 14Q: 3 clusters Score -71551.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -71564.375000 Penalty: 3217.891357 Iteration 15Q: 3 clusters Score -71564.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -71564.375000 Penalty: 3217.891357 Iteration 16F: 3 clusters Score -71564.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54403 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8988 members Mstep: Class 9 contains 24574 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152786 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 381 members Mstep: Class 19 contains 28221 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 276 members Entering Unmasked Estep Score: -52026720.000000 Penalty: 74024.335938 Splitting cluster 18 changes total score from -52028000.000000 to -52026720.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (28221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28221 members Entering Unmasked Estep Score: -3390165.250000 Penalty: 2541.459717 Iteration 0F: 2 clusters Score -3390165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 14308 members Entering Unmasked Estep Score: -3370821.250000 Penalty: 5082.919434 Iteration 0F: 3 clusters Score -3370821 nChanged 12598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 15342 members Entering Unmasked Estep Score: -3377588.000000 Penalty: 5082.919434 Iteration 1F: 3 clusters Score -3377588 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -3378199.000000 Penalty: 5082.919434 Iteration 2F: 3 clusters Score -3378199 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 17011 members Entering Unmasked Estep Score: -3378959.250000 Penalty: 5082.919434 Iteration 3F: 3 clusters Score -3378959 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9949 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -3379852.250000 Penalty: 5082.919434 Iteration 4F: 3 clusters Score -3379852 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 19771 members Entering Unmasked Estep Score: -3380996.750000 Penalty: 5082.919434 Iteration 5F: 3 clusters Score -3380997 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 21470 members Entering Unmasked Estep Score: -3382405.000000 Penalty: 5082.919434 Iteration 6F: 3 clusters Score -3382405 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 23174 members Entering Unmasked Estep Score: -3383899.000000 Penalty: 5082.919434 Iteration 7F: 3 clusters Score -3383899 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 24703 members Entering Unmasked Estep Score: -3385259.250000 Penalty: 5082.919434 Iteration 8F: 3 clusters Score -3385259 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 25861 members Entering Unmasked Estep Score: -3386299.000000 Penalty: 5082.919434 Iteration 9Q: 3 clusters Score -3386299 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 26629 members Entering Unmasked Estep Score: -3386971.250000 Penalty: 5082.919434 Iteration 10Q: 3 clusters Score -3386971 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 27082 members Entering Unmasked Estep Score: -3387371.250000 Penalty: 5082.919434 Iteration 11Q: 3 clusters Score -3387371 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 27344 members Entering Unmasked Estep Score: -3387570.250000 Penalty: 5082.919434 Iteration 12Q: 3 clusters Score -3387570 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 27499 members Entering Unmasked Estep Score: -3387691.250000 Penalty: 5082.919434 Iteration 13Q: 3 clusters Score -3387691 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 27610 members Entering Unmasked Estep Score: -3387775.750000 Penalty: 5082.919434 Iteration 14Q: 3 clusters Score -3387776 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 27668 members Entering Unmasked Estep Score: -3387827.750000 Penalty: 5082.919434 Iteration 15Q: 3 clusters Score -3387828 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 27708 members Entering Unmasked Estep Score: -3387871.250000 Penalty: 5082.919434 Iteration 16Q: 3 clusters Score -3387871 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 27740 members Entering Unmasked Estep Score: -3387904.000000 Penalty: 5082.919434 Iteration 17Q: 3 clusters Score -3387904 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 27760 members Entering Unmasked Estep Score: -3387923.750000 Penalty: 5082.919434 Iteration 18Q: 3 clusters Score -3387924 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 27777 members Entering Unmasked Estep Score: -3387945.750000 Penalty: 5082.919434 Iteration 19Q: 3 clusters Score -3387946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 27788 members Entering Unmasked Estep Score: -3387960.750000 Penalty: 5082.919434 Iteration 20F: 3 clusters Score -3387961 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 27796 members Entering Unmasked Estep Score: -3387968.000000 Penalty: 5082.919434 Iteration 21Q: 3 clusters Score -3387968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -3387973.750000 Penalty: 5082.919434 Iteration 22Q: 3 clusters Score -3387974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 27809 members Entering Unmasked Estep Score: -3387977.250000 Penalty: 5082.919434 Iteration 23Q: 3 clusters Score -3387977 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 27814 members Entering Unmasked Estep Score: -3387988.250000 Penalty: 5082.919434 Iteration 24Q: 3 clusters Score -3387988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 27820 members Entering Unmasked Estep Score: -3387996.000000 Penalty: 5082.919434 Iteration 25Q: 3 clusters Score -3387996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 27823 members Entering Unmasked Estep Score: -3388000.250000 Penalty: 5082.919434 Iteration 26Q: 3 clusters Score -3388000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 27827 members Entering Unmasked Estep Score: -3388007.000000 Penalty: 5082.919434 Iteration 27Q: 3 clusters Score -3388007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 27825 members Entering Unmasked Estep Score: -3388007.250000 Penalty: 5082.919434 Iteration 28Q: 3 clusters Score -3388007 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 27825 members Entering Unmasked Estep Score: -3388007.250000 Penalty: 5082.919434 Iteration 29F: 3 clusters Score -3388007 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (40904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40904 members Entering Unmasked Estep Score: -5050693.000000 Penalty: 2633.507812 Iteration 0F: 2 clusters Score -5050693 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20575 members Mstep: Class 2 contains 20329 members Entering Unmasked Estep Score: -5023021.500000 Penalty: 5267.015625 Iteration 0F: 3 clusters Score -5023022 nChanged 18692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21503 members Mstep: Class 2 contains 19401 members Entering Unmasked Estep Score: -5033334.500000 Penalty: 5267.015625 Iteration 1F: 3 clusters Score -5033334 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22142 members Mstep: Class 2 contains 18762 members Entering Unmasked Estep Score: -5033914.000000 Penalty: 5267.015625 Iteration 2Q: 3 clusters Score -5033914 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23055 members Mstep: Class 2 contains 17849 members Entering Unmasked Estep Score: -5034443.000000 Penalty: 5267.015625 Iteration 3Q: 3 clusters Score -5034443 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24375 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -5035163.500000 Penalty: 5267.015625 Iteration 4Q: 3 clusters Score -5035164 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26131 members Mstep: Class 2 contains 14773 members Entering Unmasked Estep Score: -5036132.000000 Penalty: 5267.015625 Iteration 5Q: 3 clusters Score -5036132 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28434 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -5037601.000000 Penalty: 5267.015625 Iteration 6F: 3 clusters Score -5037601 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31254 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -5039704.500000 Penalty: 5267.015625 Iteration 7F: 3 clusters Score -5039704 nChanged 3126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34374 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -5042450.000000 Penalty: 5267.015625 Iteration 8F: 3 clusters Score -5042450 nChanged 2738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37102 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -5045013.000000 Penalty: 5267.015625 Iteration 9F: 3 clusters Score -5045013 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38994 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -5046756.000000 Penalty: 5267.015625 Iteration 10Q: 3 clusters Score -5046756 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39959 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -5047693.500000 Penalty: 5267.015625 Iteration 11Q: 3 clusters Score -5047694 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40354 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -5048049.500000 Penalty: 5267.015625 Iteration 12Q: 3 clusters Score -5048050 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40511 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -5048216.500000 Penalty: 5267.015625 Iteration 13Q: 3 clusters Score -5048216 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40563 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -5048279.500000 Penalty: 5267.015625 Iteration 14Q: 3 clusters Score -5048280 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40587 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -5048317.500000 Penalty: 5267.015625 Iteration 15Q: 3 clusters Score -5048318 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40597 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -5048342.000000 Penalty: 5267.015625 Iteration 16Q: 3 clusters Score -5048342 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40604 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -5048345.500000 Penalty: 5267.015625 Iteration 17Q: 3 clusters Score -5048346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40609 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -5048352.500000 Penalty: 5267.015625 Iteration 18Q: 3 clusters Score -5048352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40612 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -5048351.500000 Penalty: 5267.015625 Iteration 19Q: 3 clusters Score -5048352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40613 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -5048359.000000 Penalty: 5267.015625 Iteration 20F: 3 clusters Score -5048359 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40616 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5048366.500000 Penalty: 5267.015625 Iteration 21Q: 3 clusters Score -5048366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40616 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5048367.500000 Penalty: 5267.015625 Iteration 22Q: 3 clusters Score -5048368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40616 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5048369.500000 Penalty: 5267.015625 Iteration 23Q: 3 clusters Score -5048370 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40616 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5048369.500000 Penalty: 5267.015625 Iteration 24F: 3 clusters Score -5048370 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -71583.710938 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71583.71 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -72341.414062 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -72341.41 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -72732.773438 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72732.77 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -72974.406250 Penalty: 3259.157959 Iteration 3F: 3 clusters Score -72974.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -73195.546875 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -73195.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -73386.156250 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -73386.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -73461.687500 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -73461.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -73533.367188 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -73533.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -73550.828125 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -73550.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -73559.132812 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -73559.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -73572.742188 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -73572.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -73572.742188 Penalty: 3259.157959 Iteration 11F: 3 clusters Score -73572.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54403 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8988 members Mstep: Class 9 contains 24574 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152786 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28221 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 575 members Entering Unmasked Estep Score: -52026888.000000 Penalty: 74024.335938 Splitting cluster 21 changes total score from -52028000.000000 to -52026888.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Entering Unmasked Estep Score: -43823.421875 Penalty: 1493.814941 Iteration 0F: 2 clusters Score -43823.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -42491.304688 Penalty: 2987.629883 Iteration 0F: 3 clusters Score -42491.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -42673.152344 Penalty: 2987.629883 Iteration 1F: 3 clusters Score -42673.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -42736.089844 Penalty: 2987.629883 Iteration 2F: 3 clusters Score -42736.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -42769.195312 Penalty: 2987.629883 Iteration 3Q: 3 clusters Score -42769.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -42797.382812 Penalty: 2987.629883 Iteration 4Q: 3 clusters Score -42797.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42805.007812 Penalty: 2987.629883 Iteration 5Q: 3 clusters Score -42805.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -42810.558594 Penalty: 2987.629883 Iteration 6Q: 3 clusters Score -42810.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -42810.558594 Penalty: 2987.629883 Iteration 7F: 3 clusters Score -42810.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54403 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8988 members Mstep: Class 9 contains 24574 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152786 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28221 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028044.000000 Penalty: 70805.890625 Iteration 199Q: 23 clusters Score -5.202804e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54425 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8984 members Mstep: Class 9 contains 24551 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152789 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28222 members Mstep: Class 20 contains 40905 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028020.000000 Penalty: 70805.890625 Iteration 200F: 23 clusters Score -5.202802e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54444 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8977 members Mstep: Class 9 contains 24529 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152789 members Mstep: Class 16 contains 5632 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28230 members Mstep: Class 20 contains 40907 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028024.000000 Penalty: 70805.890625 Iteration 201Q: 23 clusters Score -5.202802e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54461 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13264 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8967 members Mstep: Class 9 contains 24511 members Mstep: Class 10 contains 1482 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152785 members Mstep: Class 16 contains 5633 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28241 members Mstep: Class 20 contains 40906 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028020.000000 Penalty: 70805.890625 Iteration 202Q: 23 clusters Score -5.202802e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54468 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13265 members Mstep: Class 5 contains 1338 members Mstep: Class 6 contains 42329 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8958 members Mstep: Class 9 contains 24504 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152781 members Mstep: Class 16 contains 5633 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28255 members Mstep: Class 20 contains 40903 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 203Q: 23 clusters Score -5.2028e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54476 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13267 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42328 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8953 members Mstep: Class 9 contains 24496 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152781 members Mstep: Class 16 contains 5635 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28261 members Mstep: Class 20 contains 40900 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 204Q: 23 clusters Score -5.2028e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54479 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13269 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42327 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8946 members Mstep: Class 9 contains 24492 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152780 members Mstep: Class 16 contains 5635 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28270 members Mstep: Class 20 contains 40899 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027980.000000 Penalty: 70805.890625 Iteration 205Q: 23 clusters Score -5.202798e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54482 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13272 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42324 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8938 members Mstep: Class 9 contains 24488 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152776 members Mstep: Class 16 contains 5637 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28282 members Mstep: Class 20 contains 40898 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027976.000000 Penalty: 70805.890625 Iteration 206Q: 23 clusters Score -5.202798e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54486 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13274 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8933 members Mstep: Class 9 contains 24484 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152775 members Mstep: Class 16 contains 5638 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28290 members Mstep: Class 20 contains 40895 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 207Q: 23 clusters Score -5.2028e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54487 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13274 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8929 members Mstep: Class 9 contains 24485 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152777 members Mstep: Class 16 contains 5637 members Mstep: Class 17 contains 6014 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28295 members Mstep: Class 20 contains 40894 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028000.000000 Penalty: 70805.890625 Iteration 208Q: 23 clusters Score -5.2028e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54488 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13274 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8928 members Mstep: Class 9 contains 24483 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152779 members Mstep: Class 16 contains 5636 members Mstep: Class 17 contains 6015 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28298 members Mstep: Class 20 contains 40893 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028008.000000 Penalty: 70805.890625 Iteration 209Q: 23 clusters Score -5.202801e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54491 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8925 members Mstep: Class 9 contains 24479 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152777 members Mstep: Class 16 contains 5637 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28304 members Mstep: Class 20 contains 40891 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 210Q: 23 clusters Score -5.2028e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54496 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8922 members Mstep: Class 9 contains 24475 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152775 members Mstep: Class 16 contains 5637 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28310 members Mstep: Class 20 contains 40889 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027988.000000 Penalty: 70805.890625 Iteration 211Q: 23 clusters Score -5.202799e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54503 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8921 members Mstep: Class 9 contains 24468 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152776 members Mstep: Class 16 contains 5637 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28311 members Mstep: Class 20 contains 40888 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027960.000000 Penalty: 70805.890625 Iteration 212Q: 23 clusters Score -5.202796e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54507 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8919 members Mstep: Class 9 contains 24464 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152777 members Mstep: Class 16 contains 5638 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28311 members Mstep: Class 20 contains 40888 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027968.000000 Penalty: 70805.890625 Iteration 213Q: 23 clusters Score -5.202797e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54515 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8916 members Mstep: Class 9 contains 24456 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152779 members Mstep: Class 16 contains 5640 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28312 members Mstep: Class 20 contains 40887 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027920.000000 Penalty: 70805.890625 Iteration 214Q: 23 clusters Score -5.202792e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54523 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8910 members Mstep: Class 9 contains 24449 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152780 members Mstep: Class 16 contains 5644 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28315 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 70805.890625 Iteration 215Q: 23 clusters Score -5.2028e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54531 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8906 members Mstep: Class 9 contains 24440 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152780 members Mstep: Class 16 contains 5644 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28319 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027988.000000 Penalty: 70805.890625 Iteration 216Q: 23 clusters Score -5.202799e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54539 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13276 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8900 members Mstep: Class 9 contains 24431 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152778 members Mstep: Class 16 contains 5645 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28328 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028000.000000 Penalty: 70805.890625 Iteration 217Q: 23 clusters Score -5.2028e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54550 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13276 members Mstep: Class 5 contains 1337 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 8894 members Mstep: Class 9 contains 24422 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152776 members Mstep: Class 16 contains 5645 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28334 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027956.000000 Penalty: 70805.890625 Iteration 218Q: 23 clusters Score -5.202796e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54559 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8889 members Mstep: Class 9 contains 24413 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152775 members Mstep: Class 16 contains 5645 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28340 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027956.000000 Penalty: 70805.890625 Iteration 219Q: 23 clusters Score -5.202796e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54568 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8884 members Mstep: Class 9 contains 24405 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152778 members Mstep: Class 16 contains 5645 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027956.000000 Penalty: 70805.890625 Iteration 220F: 23 clusters Score -5.202796e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54575 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8874 members Mstep: Class 9 contains 24398 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152777 members Mstep: Class 16 contains 5647 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28350 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027976.000000 Penalty: 70805.890625 Iteration 221Q: 23 clusters Score -5.202798e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54584 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 8866 members Mstep: Class 9 contains 24388 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152775 members Mstep: Class 16 contains 5649 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28361 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027988.000000 Penalty: 70805.890625 Iteration 222Q: 23 clusters Score -5.202799e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54598 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8856 members Mstep: Class 9 contains 24376 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152771 members Mstep: Class 16 contains 5650 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28370 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028016.000000 Penalty: 70805.890625 Iteration 223Q: 23 clusters Score -5.202802e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54607 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8851 members Mstep: Class 9 contains 24366 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152771 members Mstep: Class 16 contains 5650 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28375 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027984.000000 Penalty: 70805.890625 Iteration 224Q: 23 clusters Score -5.202798e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54621 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8841 members Mstep: Class 9 contains 24355 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152767 members Mstep: Class 16 contains 5650 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28385 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027976.000000 Penalty: 70805.890625 Iteration 225Q: 23 clusters Score -5.202798e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54633 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8835 members Mstep: Class 9 contains 24341 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152763 members Mstep: Class 16 contains 5650 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28396 members Mstep: Class 20 contains 40887 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028008.000000 Penalty: 70805.890625 Iteration 226Q: 23 clusters Score -5.202801e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54642 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8834 members Mstep: Class 9 contains 24334 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152762 members Mstep: Class 16 contains 5650 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28397 members Mstep: Class 20 contains 40886 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027976.000000 Penalty: 70805.890625 Iteration 227Q: 23 clusters Score -5.202798e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54652 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8834 members Mstep: Class 9 contains 24324 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152761 members Mstep: Class 16 contains 5650 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40886 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027980.000000 Penalty: 70805.890625 Iteration 228Q: 23 clusters Score -5.202798e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54663 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8834 members Mstep: Class 9 contains 24311 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152761 members Mstep: Class 16 contains 5651 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40886 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027952.000000 Penalty: 70805.890625 Iteration 229Q: 23 clusters Score -5.202795e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54672 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8834 members Mstep: Class 9 contains 24301 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152761 members Mstep: Class 16 contains 5651 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027976.000000 Penalty: 70805.890625 Iteration 230Q: 23 clusters Score -5.202798e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54685 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8834 members Mstep: Class 9 contains 24288 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152761 members Mstep: Class 16 contains 5652 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027972.000000 Penalty: 70805.890625 Iteration 231Q: 23 clusters Score -5.202797e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54702 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8833 members Mstep: Class 9 contains 24271 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152761 members Mstep: Class 16 contains 5653 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028000.000000 Penalty: 70805.890625 Iteration 232Q: 23 clusters Score -5.2028e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54721 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8829 members Mstep: Class 9 contains 24255 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152761 members Mstep: Class 16 contains 5654 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028024.000000 Penalty: 70805.890625 Iteration 233Q: 23 clusters Score -5.202802e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54739 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8827 members Mstep: Class 9 contains 24236 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152762 members Mstep: Class 16 contains 5656 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 40885 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028056.000000 Penalty: 70805.890625 Iteration 234Q: 23 clusters Score -5.202806e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54748 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7876 members Mstep: Class 8 contains 8824 members Mstep: Class 9 contains 24222 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152762 members Mstep: Class 16 contains 5659 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28400 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028024.000000 Penalty: 70805.890625 Iteration 235Q: 23 clusters Score -5.202802e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54757 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7878 members Mstep: Class 8 contains 8822 members Mstep: Class 9 contains 24204 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152758 members Mstep: Class 16 contains 5668 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28402 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028024.000000 Penalty: 70805.890625 Iteration 236Q: 23 clusters Score -5.202802e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54773 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7880 members Mstep: Class 8 contains 8821 members Mstep: Class 9 contains 24183 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152756 members Mstep: Class 16 contains 5674 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28403 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027992.000000 Penalty: 70805.890625 Iteration 237Q: 23 clusters Score -5.202799e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54794 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7881 members Mstep: Class 8 contains 8817 members Mstep: Class 9 contains 24160 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152754 members Mstep: Class 16 contains 5680 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28404 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028004.000000 Penalty: 70805.890625 Iteration 238Q: 23 clusters Score -5.2028e+07 nChanged 26 Entering ConstructFrom: Score: -52028004.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (54809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54809 members Entering Unmasked Estep Score: -6790659.000000 Penalty: 2706.079102 Iteration 0F: 2 clusters Score -6790659 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27536 members Mstep: Class 2 contains 27273 members Entering Unmasked Estep Score: -6753762.500000 Penalty: 5412.158203 Iteration 0F: 3 clusters Score -6753762 nChanged 25375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27867 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -6767915.000000 Penalty: 5412.158203 Iteration 1F: 3 clusters Score -6767915 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28025 members Mstep: Class 2 contains 26784 members Entering Unmasked Estep Score: -6768411.500000 Penalty: 5412.158203 Iteration 2Q: 3 clusters Score -6768412 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28236 members Mstep: Class 2 contains 26573 members Entering Unmasked Estep Score: -6768976.500000 Penalty: 5412.158203 Iteration 3Q: 3 clusters Score -6768976 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28516 members Mstep: Class 2 contains 26293 members Entering Unmasked Estep Score: -6769527.000000 Penalty: 5412.158203 Iteration 4Q: 3 clusters Score -6769527 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28945 members Mstep: Class 2 contains 25864 members Entering Unmasked Estep Score: -6770117.000000 Penalty: 5412.158203 Iteration 5Q: 3 clusters Score -6770117 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29519 members Mstep: Class 2 contains 25290 members Entering Unmasked Estep Score: -6770917.500000 Penalty: 5412.158203 Iteration 6Q: 3 clusters Score -6770918 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30284 members Mstep: Class 2 contains 24525 members Entering Unmasked Estep Score: -6771778.000000 Penalty: 5412.158203 Iteration 7Q: 3 clusters Score -6771778 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31280 members Mstep: Class 2 contains 23529 members Entering Unmasked Estep Score: -6772729.000000 Penalty: 5412.158203 Iteration 8Q: 3 clusters Score -6772729 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32683 members Mstep: Class 2 contains 22126 members Entering Unmasked Estep Score: -6773949.000000 Penalty: 5412.158203 Iteration 9Q: 3 clusters Score -6773949 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34495 members Mstep: Class 2 contains 20314 members Entering Unmasked Estep Score: -6775337.000000 Penalty: 5412.158203 Iteration 10Q: 3 clusters Score -6775337 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36678 members Mstep: Class 2 contains 18131 members Entering Unmasked Estep Score: -6776842.000000 Penalty: 5412.158203 Iteration 11Q: 3 clusters Score -6776842 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39197 members Mstep: Class 2 contains 15612 members Entering Unmasked Estep Score: -6778485.500000 Penalty: 5412.158203 Iteration 12F: 3 clusters Score -6778486 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41875 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -6780117.500000 Penalty: 5412.158203 Iteration 13F: 3 clusters Score -6780118 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44676 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -6781905.000000 Penalty: 5412.158203 Iteration 14F: 3 clusters Score -6781905 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47325 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -6783729.000000 Penalty: 5412.158203 Iteration 15Q: 3 clusters Score -6783729 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49570 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -6785243.500000 Penalty: 5412.158203 Iteration 16Q: 3 clusters Score -6785244 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51215 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -6786364.000000 Penalty: 5412.158203 Iteration 17Q: 3 clusters Score -6786364 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52340 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -6787080.000000 Penalty: 5412.158203 Iteration 18Q: 3 clusters Score -6787080 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53052 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -6787549.000000 Penalty: 5412.158203 Iteration 19Q: 3 clusters Score -6787549 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53471 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -6787835.000000 Penalty: 5412.158203 Iteration 20F: 3 clusters Score -6787835 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53709 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -6787995.500000 Penalty: 5412.158203 Iteration 21Q: 3 clusters Score -6787996 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53868 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -6788081.000000 Penalty: 5412.158203 Iteration 22Q: 3 clusters Score -6788081 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53972 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -6788165.500000 Penalty: 5412.158203 Iteration 23Q: 3 clusters Score -6788166 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54040 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -6788220.500000 Penalty: 5412.158203 Iteration 24Q: 3 clusters Score -6788220 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54091 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -6788268.000000 Penalty: 5412.158203 Iteration 25Q: 3 clusters Score -6788268 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54131 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -6788292.500000 Penalty: 5412.158203 Iteration 26Q: 3 clusters Score -6788292 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54157 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6788309.000000 Penalty: 5412.158203 Iteration 27Q: 3 clusters Score -6788309 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54174 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -6788315.000000 Penalty: 5412.158203 Iteration 28Q: 3 clusters Score -6788315 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54189 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -6788330.500000 Penalty: 5412.158203 Iteration 29Q: 3 clusters Score -6788330 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54201 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -6788338.500000 Penalty: 5412.158203 Iteration 30Q: 3 clusters Score -6788338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54209 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -6788341.000000 Penalty: 5412.158203 Iteration 31Q: 3 clusters Score -6788341 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54216 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -6788348.000000 Penalty: 5412.158203 Iteration 32Q: 3 clusters Score -6788348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54218 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -6788351.000000 Penalty: 5412.158203 Iteration 33Q: 3 clusters Score -6788351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54218 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -6788352.000000 Penalty: 5412.158203 Iteration 34Q: 3 clusters Score -6788352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54220 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -6788350.000000 Penalty: 5412.158203 Iteration 35Q: 3 clusters Score -6788350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54220 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -6788350.000000 Penalty: 5412.158203 Iteration 36F: 3 clusters Score -6788350 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24703 members Entering Unmasked Estep Score: -2992863.500000 Penalty: 2508.440674 Iteration 0F: 2 clusters Score -2992864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12359 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -2975802.500000 Penalty: 5016.881348 Iteration 0F: 3 clusters Score -2975802 nChanged 11072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -2981696.250000 Penalty: 5016.881348 Iteration 1F: 3 clusters Score -2981696 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 12512 members Entering Unmasked Estep Score: -2982195.250000 Penalty: 5016.881348 Iteration 2F: 3 clusters Score -2982195 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 12648 members Entering Unmasked Estep Score: -2982710.500000 Penalty: 5016.881348 Iteration 3Q: 3 clusters Score -2982710 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -2983393.500000 Penalty: 5016.881348 Iteration 4Q: 3 clusters Score -2983394 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -2984152.250000 Penalty: 5016.881348 Iteration 5Q: 3 clusters Score -2984152 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -2984932.750000 Penalty: 5016.881348 Iteration 6F: 3 clusters Score -2984933 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 12333 members Entering Unmasked Estep Score: -2985655.000000 Penalty: 5016.881348 Iteration 7F: 3 clusters Score -2985655 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -2986298.000000 Penalty: 5016.881348 Iteration 8F: 3 clusters Score -2986298 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13576 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -2986934.000000 Penalty: 5016.881348 Iteration 9F: 3 clusters Score -2986934 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -2987600.000000 Penalty: 5016.881348 Iteration 10F: 3 clusters Score -2987600 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -2988249.500000 Penalty: 5016.881348 Iteration 11Q: 3 clusters Score -2988250 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -2988881.250000 Penalty: 5016.881348 Iteration 12Q: 3 clusters Score -2988881 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17412 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -2989504.750000 Penalty: 5016.881348 Iteration 13Q: 3 clusters Score -2989505 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18388 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -2990135.500000 Penalty: 5016.881348 Iteration 14Q: 3 clusters Score -2990136 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19334 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -2990778.750000 Penalty: 5016.881348 Iteration 15Q: 3 clusters Score -2990779 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20152 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -2991283.000000 Penalty: 5016.881348 Iteration 16Q: 3 clusters Score -2991283 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20816 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -2991664.250000 Penalty: 5016.881348 Iteration 17Q: 3 clusters Score -2991664 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -2991966.750000 Penalty: 5016.881348 Iteration 18Q: 3 clusters Score -2991967 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21700 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -2992115.500000 Penalty: 5016.881348 Iteration 19Q: 3 clusters Score -2992116 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21993 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -2992252.750000 Penalty: 5016.881348 Iteration 20F: 3 clusters Score -2992253 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22245 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -2992342.000000 Penalty: 5016.881348 Iteration 21Q: 3 clusters Score -2992342 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22437 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -2992416.000000 Penalty: 5016.881348 Iteration 22Q: 3 clusters Score -2992416 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22591 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -2992463.250000 Penalty: 5016.881348 Iteration 23Q: 3 clusters Score -2992463 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -2992516.250000 Penalty: 5016.881348 Iteration 24Q: 3 clusters Score -2992516 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22805 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -2992543.750000 Penalty: 5016.881348 Iteration 25Q: 3 clusters Score -2992544 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -2992567.000000 Penalty: 5016.881348 Iteration 26Q: 3 clusters Score -2992567 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22932 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -2992585.500000 Penalty: 5016.881348 Iteration 27Q: 3 clusters Score -2992586 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22972 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -2992590.750000 Penalty: 5016.881348 Iteration 28Q: 3 clusters Score -2992591 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23004 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -2992602.500000 Penalty: 5016.881348 Iteration 29Q: 3 clusters Score -2992602 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23027 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -2992604.500000 Penalty: 5016.881348 Iteration 30Q: 3 clusters Score -2992604 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23043 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -2992603.500000 Penalty: 5016.881348 Iteration 31Q: 3 clusters Score -2992604 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23061 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -2992603.750000 Penalty: 5016.881348 Iteration 32Q: 3 clusters Score -2992604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23076 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -2992615.000000 Penalty: 5016.881348 Iteration 33Q: 3 clusters Score -2992615 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23085 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -2992615.250000 Penalty: 5016.881348 Iteration 34Q: 3 clusters Score -2992615 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23095 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -2992618.750000 Penalty: 5016.881348 Iteration 35Q: 3 clusters Score -2992619 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23103 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -2992620.000000 Penalty: 5016.881348 Iteration 36Q: 3 clusters Score -2992620 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23112 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -2992624.750000 Penalty: 5016.881348 Iteration 37Q: 3 clusters Score -2992625 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23117 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -2992628.250000 Penalty: 5016.881348 Iteration 38Q: 3 clusters Score -2992628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -2992629.000000 Penalty: 5016.881348 Iteration 39Q: 3 clusters Score -2992629 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23122 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2992632.250000 Penalty: 5016.881348 Iteration 40F: 3 clusters Score -2992632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2992633.500000 Penalty: 5016.881348 Iteration 41Q: 3 clusters Score -2992634 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2992633.500000 Penalty: 5016.881348 Iteration 42F: 3 clusters Score -2992634 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -98325.007812 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98325.01 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -98843.179688 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98843.18 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -99177.960938 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99177.96 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -99377.156250 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99377.16 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -99540.859375 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -99540.86 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -99619.656250 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -99619.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -99663.289062 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -99663.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -99705.210938 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -99705.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -99795.742188 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -99795.74 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -99886.859375 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -99886.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -100000.960938 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100001 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -100042.367188 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100042.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -100051.101562 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100051.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -100063.875000 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -100063.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -100074.125000 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -100074.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -100080.351562 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -100080.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -100085.601562 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -100085.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -100092.687500 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -100092.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -100099.484375 Penalty: 3415.212646 Iteration 18Q: 3 clusters Score -100099.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -100099.960938 Penalty: 3415.212646 Iteration 19Q: 3 clusters Score -100100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -100103.890625 Penalty: 3415.212646 Iteration 20F: 3 clusters Score -100103.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -100114.062500 Penalty: 3415.212646 Iteration 21Q: 3 clusters Score -100114.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -100116.703125 Penalty: 3415.212646 Iteration 22Q: 3 clusters Score -100116.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -100121.593750 Penalty: 3415.212646 Iteration 23Q: 3 clusters Score -100121.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -100129.078125 Penalty: 3415.212646 Iteration 24Q: 3 clusters Score -100129.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -100130.101562 Penalty: 3415.212646 Iteration 25Q: 3 clusters Score -100130.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -100131.234375 Penalty: 3415.212646 Iteration 26Q: 3 clusters Score -100131.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -100131.796875 Penalty: 3415.212646 Iteration 27Q: 3 clusters Score -100131.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -100131.796875 Penalty: 3415.212646 Iteration 28F: 3 clusters Score -100131.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13277 members Entering Unmasked Estep Score: -1557161.875000 Penalty: 2354.459717 Iteration 0F: 2 clusters Score -1557162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -1547398.375000 Penalty: 4708.919434 Iteration 0F: 3 clusters Score -1547398 nChanged 5704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1550498.875000 Penalty: 4708.919434 Iteration 1F: 3 clusters Score -1550499 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -1550940.875000 Penalty: 4708.919434 Iteration 2F: 3 clusters Score -1550941 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1551315.875000 Penalty: 4708.919434 Iteration 3F: 3 clusters Score -1551316 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1551671.250000 Penalty: 4708.919434 Iteration 4Q: 3 clusters Score -1551671 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -1551984.000000 Penalty: 4708.919434 Iteration 5Q: 3 clusters Score -1551984 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1552249.250000 Penalty: 4708.919434 Iteration 6Q: 3 clusters Score -1552249 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1552471.500000 Penalty: 4708.919434 Iteration 7Q: 3 clusters Score -1552472 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1552692.125000 Penalty: 4708.919434 Iteration 8Q: 3 clusters Score -1552692 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1552923.375000 Penalty: 4708.919434 Iteration 9Q: 3 clusters Score -1552923 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -1553137.500000 Penalty: 4708.919434 Iteration 10Q: 3 clusters Score -1553138 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1553373.625000 Penalty: 4708.919434 Iteration 11Q: 3 clusters Score -1553374 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1553615.875000 Penalty: 4708.919434 Iteration 12Q: 3 clusters Score -1553616 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1553835.375000 Penalty: 4708.919434 Iteration 13Q: 3 clusters Score -1553835 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -1554013.250000 Penalty: 4708.919434 Iteration 14Q: 3 clusters Score -1554013 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -1554171.250000 Penalty: 4708.919434 Iteration 15Q: 3 clusters Score -1554171 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1554296.875000 Penalty: 4708.919434 Iteration 16Q: 3 clusters Score -1554297 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1554377.125000 Penalty: 4708.919434 Iteration 17Q: 3 clusters Score -1554377 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -1554435.000000 Penalty: 4708.919434 Iteration 18Q: 3 clusters Score -1554435 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -1554475.250000 Penalty: 4708.919434 Iteration 19Q: 3 clusters Score -1554475 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1554514.750000 Penalty: 4708.919434 Iteration 20F: 3 clusters Score -1554515 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -1554538.000000 Penalty: 4708.919434 Iteration 21Q: 3 clusters Score -1554538 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1554562.875000 Penalty: 4708.919434 Iteration 22Q: 3 clusters Score -1554563 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -1554586.125000 Penalty: 4708.919434 Iteration 23Q: 3 clusters Score -1554586 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1554594.750000 Penalty: 4708.919434 Iteration 24Q: 3 clusters Score -1554595 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -1554615.625000 Penalty: 4708.919434 Iteration 25Q: 3 clusters Score -1554616 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -1554627.625000 Penalty: 4708.919434 Iteration 26Q: 3 clusters Score -1554628 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -1554649.250000 Penalty: 4708.919434 Iteration 27Q: 3 clusters Score -1554649 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -1554662.500000 Penalty: 4708.919434 Iteration 28Q: 3 clusters Score -1554662 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -1554672.375000 Penalty: 4708.919434 Iteration 29Q: 3 clusters Score -1554672 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1554680.625000 Penalty: 4708.919434 Iteration 30Q: 3 clusters Score -1554681 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1554689.500000 Penalty: 4708.919434 Iteration 31Q: 3 clusters Score -1554690 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1554697.250000 Penalty: 4708.919434 Iteration 32Q: 3 clusters Score -1554697 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1554705.500000 Penalty: 4708.919434 Iteration 33Q: 3 clusters Score -1554706 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -1554710.875000 Penalty: 4708.919434 Iteration 34Q: 3 clusters Score -1554711 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1554719.250000 Penalty: 4708.919434 Iteration 35Q: 3 clusters Score -1554719 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1554724.000000 Penalty: 4708.919434 Iteration 36Q: 3 clusters Score -1554724 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -1554736.250000 Penalty: 4708.919434 Iteration 37Q: 3 clusters Score -1554736 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -1554735.125000 Penalty: 4708.919434 Iteration 38Q: 3 clusters Score -1554735 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1554738.625000 Penalty: 4708.919434 Iteration 39Q: 3 clusters Score -1554739 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -1554741.000000 Penalty: 4708.919434 Iteration 40F: 3 clusters Score -1554741 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -1554742.500000 Penalty: 4708.919434 Iteration 41Q: 3 clusters Score -1554742 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -1554746.500000 Penalty: 4708.919434 Iteration 42Q: 3 clusters Score -1554746 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -1554745.750000 Penalty: 4708.919434 Iteration 43Q: 3 clusters Score -1554746 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -1554744.125000 Penalty: 4708.919434 Iteration 44Q: 3 clusters Score -1554744 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -1554744.000000 Penalty: 4708.919434 Iteration 45Q: 3 clusters Score -1554744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -1554747.750000 Penalty: 4708.919434 Iteration 46Q: 3 clusters Score -1554748 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1554747.750000 Penalty: 4708.919434 Iteration 47Q: 3 clusters Score -1554748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1554750.875000 Penalty: 4708.919434 Iteration 48Q: 3 clusters Score -1554751 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -1554751.750000 Penalty: 4708.919434 Iteration 49Q: 3 clusters Score -1554752 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1554750.500000 Penalty: 4708.919434 Iteration 50Q: 3 clusters Score -1554750 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1554754.500000 Penalty: 4708.919434 Iteration 51Q: 3 clusters Score -1554754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1554755.375000 Penalty: 4708.919434 Iteration 52Q: 3 clusters Score -1554755 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -1554753.250000 Penalty: 4708.919434 Iteration 53Q: 3 clusters Score -1554753 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1554752.250000 Penalty: 4708.919434 Iteration 54Q: 3 clusters Score -1554752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -1554757.375000 Penalty: 4708.919434 Iteration 55Q: 3 clusters Score -1554757 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1554760.875000 Penalty: 4708.919434 Iteration 56Q: 3 clusters Score -1554761 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -1554759.500000 Penalty: 4708.919434 Iteration 57Q: 3 clusters Score -1554760 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -1554764.125000 Penalty: 4708.919434 Iteration 58Q: 3 clusters Score -1554764 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1554777.750000 Penalty: 4708.919434 Iteration 59Q: 3 clusters Score -1554778 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -1554788.125000 Penalty: 4708.919434 Iteration 60F: 3 clusters Score -1554788 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -1554796.625000 Penalty: 4708.919434 Iteration 61Q: 3 clusters Score -1554797 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1554804.750000 Penalty: 4708.919434 Iteration 62Q: 3 clusters Score -1554805 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1554827.500000 Penalty: 4708.919434 Iteration 63Q: 3 clusters Score -1554828 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -1554879.000000 Penalty: 4708.919434 Iteration 64Q: 3 clusters Score -1554879 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -1554941.375000 Penalty: 4708.919434 Iteration 65Q: 3 clusters Score -1554941 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -1555014.375000 Penalty: 4708.919434 Iteration 66Q: 3 clusters Score -1555014 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -1555107.125000 Penalty: 4708.919434 Iteration 67Q: 3 clusters Score -1555107 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -1555189.750000 Penalty: 4708.919434 Iteration 68Q: 3 clusters Score -1555190 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 8653 members Entering Unmasked Estep Score: -1555240.750000 Penalty: 4708.919434 Iteration 69Q: 3 clusters Score -1555241 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1555286.750000 Penalty: 4708.919434 Iteration 70Q: 3 clusters Score -1555287 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -1555315.375000 Penalty: 4708.919434 Iteration 71Q: 3 clusters Score -1555315 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -1555333.250000 Penalty: 4708.919434 Iteration 72Q: 3 clusters Score -1555333 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -1555347.125000 Penalty: 4708.919434 Iteration 73Q: 3 clusters Score -1555347 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -1555352.625000 Penalty: 4708.919434 Iteration 74Q: 3 clusters Score -1555353 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -1555364.000000 Penalty: 4708.919434 Iteration 75Q: 3 clusters Score -1555364 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -1555367.625000 Penalty: 4708.919434 Iteration 76Q: 3 clusters Score -1555368 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -1555374.000000 Penalty: 4708.919434 Iteration 77Q: 3 clusters Score -1555374 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -1555382.750000 Penalty: 4708.919434 Iteration 78Q: 3 clusters Score -1555383 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -1555380.625000 Penalty: 4708.919434 Iteration 79Q: 3 clusters Score -1555381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -1555384.250000 Penalty: 4708.919434 Iteration 80F: 3 clusters Score -1555384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -1555388.500000 Penalty: 4708.919434 Iteration 81Q: 3 clusters Score -1555388 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1555387.250000 Penalty: 4708.919434 Iteration 82Q: 3 clusters Score -1555387 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -1555391.500000 Penalty: 4708.919434 Iteration 83Q: 3 clusters Score -1555392 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1555390.000000 Penalty: 4708.919434 Iteration 84Q: 3 clusters Score -1555390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -1555394.750000 Penalty: 4708.919434 Iteration 85Q: 3 clusters Score -1555395 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -1555395.875000 Penalty: 4708.919434 Iteration 86Q: 3 clusters Score -1555396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -1555392.250000 Penalty: 4708.919434 Iteration 87Q: 3 clusters Score -1555392 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -1555395.625000 Penalty: 4708.919434 Iteration 88Q: 3 clusters Score -1555396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -1555395.875000 Penalty: 4708.919434 Iteration 89Q: 3 clusters Score -1555396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -1555397.750000 Penalty: 4708.919434 Iteration 90Q: 3 clusters Score -1555398 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 9096 members Entering Unmasked Estep Score: -1555399.250000 Penalty: 4708.919434 Iteration 91Q: 3 clusters Score -1555399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -1555397.500000 Penalty: 4708.919434 Iteration 92Q: 3 clusters Score -1555398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -1555396.750000 Penalty: 4708.919434 Iteration 93Q: 3 clusters Score -1555397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -1555394.750000 Penalty: 4708.919434 Iteration 94Q: 3 clusters Score -1555395 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -1555399.750000 Penalty: 4708.919434 Iteration 95Q: 3 clusters Score -1555400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -1555403.625000 Penalty: 4708.919434 Iteration 96Q: 3 clusters Score -1555404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1555401.250000 Penalty: 4708.919434 Iteration 97Q: 3 clusters Score -1555401 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -1555401.000000 Penalty: 4708.919434 Iteration 98Q: 3 clusters Score -1555401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -1555398.000000 Penalty: 4708.919434 Iteration 99Q: 3 clusters Score -1555398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -1555400.750000 Penalty: 4708.919434 Iteration 100F: 3 clusters Score -1555401 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Entering Unmasked Estep Score: -151444.203125 Penalty: 1784.963989 Iteration 0F: 2 clusters Score -151444.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -149327.062500 Penalty: 3569.927979 Iteration 0F: 3 clusters Score -149327.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -149871.265625 Penalty: 3569.927979 Iteration 1F: 3 clusters Score -149871.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -150039.375000 Penalty: 3569.927979 Iteration 2F: 3 clusters Score -150039.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -150136.171875 Penalty: 3569.927979 Iteration 3F: 3 clusters Score -150136.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -150186.703125 Penalty: 3569.927979 Iteration 4Q: 3 clusters Score -150186.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -150220.359375 Penalty: 3569.927979 Iteration 5Q: 3 clusters Score -150220.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -150249.812500 Penalty: 3569.927979 Iteration 6Q: 3 clusters Score -150249.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -150286.031250 Penalty: 3569.927979 Iteration 7Q: 3 clusters Score -150286 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -150301.312500 Penalty: 3569.927979 Iteration 8Q: 3 clusters Score -150301.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -150314.781250 Penalty: 3569.927979 Iteration 9Q: 3 clusters Score -150314.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -150316.656250 Penalty: 3569.927979 Iteration 10Q: 3 clusters Score -150316.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -150317.968750 Penalty: 3569.927979 Iteration 11Q: 3 clusters Score -150318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -150318.984375 Penalty: 3569.927979 Iteration 12Q: 3 clusters Score -150319 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -150318.984375 Penalty: 3569.927979 Iteration 13F: 3 clusters Score -150319 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42322 members Entering Unmasked Estep Score: -5240317.500000 Penalty: 2641.959229 Iteration 0F: 2 clusters Score -5240318 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21125 members Mstep: Class 2 contains 21197 members Entering Unmasked Estep Score: -5211647.500000 Penalty: 5283.918457 Iteration 0F: 3 clusters Score -5211648 nChanged 19390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20957 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -5222481.500000 Penalty: 5283.918457 Iteration 1F: 3 clusters Score -5222482 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21031 members Mstep: Class 2 contains 21291 members Entering Unmasked Estep Score: -5223275.500000 Penalty: 5283.918457 Iteration 2Q: 3 clusters Score -5223276 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 21118 members Entering Unmasked Estep Score: -5224186.000000 Penalty: 5283.918457 Iteration 3Q: 3 clusters Score -5224186 nChanged 2192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21588 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -5225277.000000 Penalty: 5283.918457 Iteration 4F: 3 clusters Score -5225277 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22204 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -5226329.500000 Penalty: 5283.918457 Iteration 5F: 3 clusters Score -5226330 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22994 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -5227417.000000 Penalty: 5283.918457 Iteration 6F: 3 clusters Score -5227417 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24005 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -5228790.000000 Penalty: 5283.918457 Iteration 7F: 3 clusters Score -5228790 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25170 members Mstep: Class 2 contains 17152 members Entering Unmasked Estep Score: -5230283.500000 Penalty: 5283.918457 Iteration 8F: 3 clusters Score -5230284 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26432 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -5231818.500000 Penalty: 5283.918457 Iteration 9F: 3 clusters Score -5231818 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27558 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -5233130.500000 Penalty: 5283.918457 Iteration 10Q: 3 clusters Score -5233130 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28519 members Mstep: Class 2 contains 13803 members Entering Unmasked Estep Score: -5234163.000000 Penalty: 5283.918457 Iteration 11Q: 3 clusters Score -5234163 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29292 members Mstep: Class 2 contains 13030 members Entering Unmasked Estep Score: -5234839.000000 Penalty: 5283.918457 Iteration 12Q: 3 clusters Score -5234839 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29932 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -5235233.000000 Penalty: 5283.918457 Iteration 13Q: 3 clusters Score -5235233 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30466 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -5235480.000000 Penalty: 5283.918457 Iteration 14Q: 3 clusters Score -5235480 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30947 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -5235672.500000 Penalty: 5283.918457 Iteration 15Q: 3 clusters Score -5235672 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31404 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -5235848.500000 Penalty: 5283.918457 Iteration 16Q: 3 clusters Score -5235848 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31873 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -5235989.000000 Penalty: 5283.918457 Iteration 17Q: 3 clusters Score -5235989 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32306 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -5236116.500000 Penalty: 5283.918457 Iteration 18Q: 3 clusters Score -5236116 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32700 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -5236252.000000 Penalty: 5283.918457 Iteration 19Q: 3 clusters Score -5236252 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33095 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -5236357.000000 Penalty: 5283.918457 Iteration 20F: 3 clusters Score -5236357 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33505 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -5236473.000000 Penalty: 5283.918457 Iteration 21Q: 3 clusters Score -5236473 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33899 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -5236589.500000 Penalty: 5283.918457 Iteration 22Q: 3 clusters Score -5236590 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34261 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -5236699.000000 Penalty: 5283.918457 Iteration 23Q: 3 clusters Score -5236699 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34617 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -5236796.000000 Penalty: 5283.918457 Iteration 24Q: 3 clusters Score -5236796 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34948 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -5236891.500000 Penalty: 5283.918457 Iteration 25Q: 3 clusters Score -5236892 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35248 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -5236947.500000 Penalty: 5283.918457 Iteration 26Q: 3 clusters Score -5236948 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35508 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -5237023.500000 Penalty: 5283.918457 Iteration 27Q: 3 clusters Score -5237024 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35755 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -5237069.500000 Penalty: 5283.918457 Iteration 28Q: 3 clusters Score -5237070 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36013 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -5237135.500000 Penalty: 5283.918457 Iteration 29Q: 3 clusters Score -5237136 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36259 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -5237206.000000 Penalty: 5283.918457 Iteration 30Q: 3 clusters Score -5237206 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36505 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -5237310.000000 Penalty: 5283.918457 Iteration 31Q: 3 clusters Score -5237310 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36781 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -5237471.500000 Penalty: 5283.918457 Iteration 32Q: 3 clusters Score -5237472 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37081 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -5237651.000000 Penalty: 5283.918457 Iteration 33Q: 3 clusters Score -5237651 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37372 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -5237861.000000 Penalty: 5283.918457 Iteration 34Q: 3 clusters Score -5237861 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37651 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -5238089.500000 Penalty: 5283.918457 Iteration 35Q: 3 clusters Score -5238090 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37957 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -5238361.500000 Penalty: 5283.918457 Iteration 36Q: 3 clusters Score -5238362 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38218 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -5238580.500000 Penalty: 5283.918457 Iteration 37Q: 3 clusters Score -5238580 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38437 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -5238734.000000 Penalty: 5283.918457 Iteration 38Q: 3 clusters Score -5238734 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38606 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -5238826.000000 Penalty: 5283.918457 Iteration 39Q: 3 clusters Score -5238826 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38741 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -5238888.000000 Penalty: 5283.918457 Iteration 40F: 3 clusters Score -5238888 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38866 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -5238930.000000 Penalty: 5283.918457 Iteration 41Q: 3 clusters Score -5238930 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38960 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -5238958.500000 Penalty: 5283.918457 Iteration 42Q: 3 clusters Score -5238958 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39023 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -5238953.500000 Penalty: 5283.918457 Iteration 43Q: 3 clusters Score -5238954 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39088 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -5238959.500000 Penalty: 5283.918457 Iteration 44Q: 3 clusters Score -5238960 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39152 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -5238996.500000 Penalty: 5283.918457 Iteration 45Q: 3 clusters Score -5238996 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39216 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -5238988.500000 Penalty: 5283.918457 Iteration 46Q: 3 clusters Score -5238988 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39277 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -5239006.000000 Penalty: 5283.918457 Iteration 47Q: 3 clusters Score -5239006 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39319 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -5239004.500000 Penalty: 5283.918457 Iteration 48Q: 3 clusters Score -5239004 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39355 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -5239015.000000 Penalty: 5283.918457 Iteration 49Q: 3 clusters Score -5239015 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39389 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -5239018.500000 Penalty: 5283.918457 Iteration 50Q: 3 clusters Score -5239018 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -5239029.500000 Penalty: 5283.918457 Iteration 51Q: 3 clusters Score -5239030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39438 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -5239038.500000 Penalty: 5283.918457 Iteration 52Q: 3 clusters Score -5239038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39450 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -5239042.000000 Penalty: 5283.918457 Iteration 53Q: 3 clusters Score -5239042 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39459 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -5239039.000000 Penalty: 5283.918457 Iteration 54Q: 3 clusters Score -5239039 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39470 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -5239038.000000 Penalty: 5283.918457 Iteration 55Q: 3 clusters Score -5239038 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39478 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -5239045.000000 Penalty: 5283.918457 Iteration 56Q: 3 clusters Score -5239045 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39485 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -5239048.000000 Penalty: 5283.918457 Iteration 57Q: 3 clusters Score -5239048 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39492 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -5239037.000000 Penalty: 5283.918457 Iteration 58Q: 3 clusters Score -5239037 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39494 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -5239044.000000 Penalty: 5283.918457 Iteration 59Q: 3 clusters Score -5239044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39497 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -5239041.000000 Penalty: 5283.918457 Iteration 60F: 3 clusters Score -5239041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39501 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -5239043.000000 Penalty: 5283.918457 Iteration 61Q: 3 clusters Score -5239043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39505 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -5239052.500000 Penalty: 5283.918457 Iteration 62Q: 3 clusters Score -5239052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39508 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -5239047.000000 Penalty: 5283.918457 Iteration 63Q: 3 clusters Score -5239047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39510 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -5239052.000000 Penalty: 5283.918457 Iteration 64Q: 3 clusters Score -5239052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39514 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -5239046.500000 Penalty: 5283.918457 Iteration 65Q: 3 clusters Score -5239046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39519 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -5239053.500000 Penalty: 5283.918457 Iteration 66Q: 3 clusters Score -5239054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39522 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -5239053.500000 Penalty: 5283.918457 Iteration 67Q: 3 clusters Score -5239054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39525 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -5239050.500000 Penalty: 5283.918457 Iteration 68Q: 3 clusters Score -5239050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39527 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -5239052.500000 Penalty: 5283.918457 Iteration 69Q: 3 clusters Score -5239052 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39532 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -5239054.500000 Penalty: 5283.918457 Iteration 70Q: 3 clusters Score -5239054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39536 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -5239054.000000 Penalty: 5283.918457 Iteration 71Q: 3 clusters Score -5239054 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39541 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -5239057.500000 Penalty: 5283.918457 Iteration 72Q: 3 clusters Score -5239058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39544 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -5239059.000000 Penalty: 5283.918457 Iteration 73Q: 3 clusters Score -5239059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39548 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -5239055.500000 Penalty: 5283.918457 Iteration 74Q: 3 clusters Score -5239056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39548 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -5239055.500000 Penalty: 5283.918457 Iteration 75F: 3 clusters Score -5239056 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Entering Unmasked Estep Score: -920545.875000 Penalty: 2225.045166 Iteration 0F: 2 clusters Score -920545.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -914113.437500 Penalty: 4450.090332 Iteration 0F: 3 clusters Score -914113.4 nChanged 3283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -915960.562500 Penalty: 4450.090332 Iteration 1F: 3 clusters Score -915960.6 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -916286.125000 Penalty: 4450.090332 Iteration 2F: 3 clusters Score -916286.1 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -916504.625000 Penalty: 4450.090332 Iteration 3F: 3 clusters Score -916504.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -916644.187500 Penalty: 4450.090332 Iteration 4Q: 3 clusters Score -916644.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -916750.937500 Penalty: 4450.090332 Iteration 5Q: 3 clusters Score -916750.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -916834.500000 Penalty: 4450.090332 Iteration 6Q: 3 clusters Score -916834.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -916908.687500 Penalty: 4450.090332 Iteration 7Q: 3 clusters Score -916908.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -916993.500000 Penalty: 4450.090332 Iteration 8Q: 3 clusters Score -916993.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -917070.687500 Penalty: 4450.090332 Iteration 9Q: 3 clusters Score -917070.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -917143.625000 Penalty: 4450.090332 Iteration 10Q: 3 clusters Score -917143.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -917218.437500 Penalty: 4450.090332 Iteration 11Q: 3 clusters Score -917218.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -917297.812500 Penalty: 4450.090332 Iteration 12Q: 3 clusters Score -917297.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -917395.562500 Penalty: 4450.090332 Iteration 13Q: 3 clusters Score -917395.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -917484.750000 Penalty: 4450.090332 Iteration 14Q: 3 clusters Score -917484.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -917590.937500 Penalty: 4450.090332 Iteration 15Q: 3 clusters Score -917590.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -917707.125000 Penalty: 4450.090332 Iteration 16Q: 3 clusters Score -917707.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -917833.437500 Penalty: 4450.090332 Iteration 17Q: 3 clusters Score -917833.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -917979.750000 Penalty: 4450.090332 Iteration 18Q: 3 clusters Score -917979.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -918117.625000 Penalty: 4450.090332 Iteration 19Q: 3 clusters Score -918117.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -918241.937500 Penalty: 4450.090332 Iteration 20F: 3 clusters Score -918241.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -918337.500000 Penalty: 4450.090332 Iteration 21Q: 3 clusters Score -918337.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -918404.250000 Penalty: 4450.090332 Iteration 22Q: 3 clusters Score -918404.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -918462.750000 Penalty: 4450.090332 Iteration 23Q: 3 clusters Score -918462.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -918522.500000 Penalty: 4450.090332 Iteration 24Q: 3 clusters Score -918522.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -918565.312500 Penalty: 4450.090332 Iteration 25Q: 3 clusters Score -918565.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -918605.500000 Penalty: 4450.090332 Iteration 26Q: 3 clusters Score -918605.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -918641.562500 Penalty: 4450.090332 Iteration 27Q: 3 clusters Score -918641.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -918680.187500 Penalty: 4450.090332 Iteration 28Q: 3 clusters Score -918680.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -918720.000000 Penalty: 4450.090332 Iteration 29Q: 3 clusters Score -918720 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -918777.625000 Penalty: 4450.090332 Iteration 30Q: 3 clusters Score -918777.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -918824.875000 Penalty: 4450.090332 Iteration 31Q: 3 clusters Score -918824.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -918869.250000 Penalty: 4450.090332 Iteration 32Q: 3 clusters Score -918869.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -918912.750000 Penalty: 4450.090332 Iteration 33Q: 3 clusters Score -918912.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -918962.875000 Penalty: 4450.090332 Iteration 34Q: 3 clusters Score -918962.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -919009.625000 Penalty: 4450.090332 Iteration 35Q: 3 clusters Score -919009.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -919036.875000 Penalty: 4450.090332 Iteration 36Q: 3 clusters Score -919036.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -919056.125000 Penalty: 4450.090332 Iteration 37Q: 3 clusters Score -919056.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -919066.062500 Penalty: 4450.090332 Iteration 38Q: 3 clusters Score -919066.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -919078.125000 Penalty: 4450.090332 Iteration 39Q: 3 clusters Score -919078.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -919090.500000 Penalty: 4450.090332 Iteration 40F: 3 clusters Score -919090.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -919104.875000 Penalty: 4450.090332 Iteration 41Q: 3 clusters Score -919104.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -919118.750000 Penalty: 4450.090332 Iteration 42Q: 3 clusters Score -919118.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -919128.437500 Penalty: 4450.090332 Iteration 43Q: 3 clusters Score -919128.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -919137.000000 Penalty: 4450.090332 Iteration 44Q: 3 clusters Score -919137 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -919139.937500 Penalty: 4450.090332 Iteration 45Q: 3 clusters Score -919139.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -919145.187500 Penalty: 4450.090332 Iteration 46Q: 3 clusters Score -919145.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -919149.000000 Penalty: 4450.090332 Iteration 47Q: 3 clusters Score -919149 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -919149.875000 Penalty: 4450.090332 Iteration 48Q: 3 clusters Score -919149.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -919151.812500 Penalty: 4450.090332 Iteration 49Q: 3 clusters Score -919151.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -919152.437500 Penalty: 4450.090332 Iteration 50Q: 3 clusters Score -919152.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -919151.875000 Penalty: 4450.090332 Iteration 51Q: 3 clusters Score -919151.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -919151.875000 Penalty: 4450.090332 Iteration 52F: 3 clusters Score -919151.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Entering Unmasked Estep Score: -999944.187500 Penalty: 2252.827881 Iteration 0F: 2 clusters Score -999944.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -993094.312500 Penalty: 4505.655762 Iteration 0F: 3 clusters Score -993094.3 nChanged 3565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -994953.750000 Penalty: 4505.655762 Iteration 1F: 3 clusters Score -994953.8 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -995250.187500 Penalty: 4505.655762 Iteration 2F: 3 clusters Score -995250.2 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -995528.312500 Penalty: 4505.655762 Iteration 3F: 3 clusters Score -995528.3 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -995785.375000 Penalty: 4505.655762 Iteration 4Q: 3 clusters Score -995785.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -996074.500000 Penalty: 4505.655762 Iteration 5Q: 3 clusters Score -996074.5 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -996344.562500 Penalty: 4505.655762 Iteration 6Q: 3 clusters Score -996344.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -996593.625000 Penalty: 4505.655762 Iteration 7Q: 3 clusters Score -996593.6 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -996822.437500 Penalty: 4505.655762 Iteration 8Q: 3 clusters Score -996822.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -997047.312500 Penalty: 4505.655762 Iteration 9Q: 3 clusters Score -997047.3 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -997235.562500 Penalty: 4505.655762 Iteration 10Q: 3 clusters Score -997235.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -997429.125000 Penalty: 4505.655762 Iteration 11Q: 3 clusters Score -997429.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -997641.625000 Penalty: 4505.655762 Iteration 12Q: 3 clusters Score -997641.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -997826.687500 Penalty: 4505.655762 Iteration 13Q: 3 clusters Score -997826.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -997994.000000 Penalty: 4505.655762 Iteration 14Q: 3 clusters Score -997994 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -998135.125000 Penalty: 4505.655762 Iteration 15Q: 3 clusters Score -998135.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -998247.375000 Penalty: 4505.655762 Iteration 16Q: 3 clusters Score -998247.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -998317.250000 Penalty: 4505.655762 Iteration 17Q: 3 clusters Score -998317.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -998367.375000 Penalty: 4505.655762 Iteration 18Q: 3 clusters Score -998367.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -998395.875000 Penalty: 4505.655762 Iteration 19Q: 3 clusters Score -998395.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -998421.750000 Penalty: 4505.655762 Iteration 20F: 3 clusters Score -998421.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -998436.750000 Penalty: 4505.655762 Iteration 21Q: 3 clusters Score -998436.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -998455.562500 Penalty: 4505.655762 Iteration 22Q: 3 clusters Score -998455.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -998468.937500 Penalty: 4505.655762 Iteration 23Q: 3 clusters Score -998468.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -998482.625000 Penalty: 4505.655762 Iteration 24Q: 3 clusters Score -998482.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -998486.875000 Penalty: 4505.655762 Iteration 25Q: 3 clusters Score -998486.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -998491.375000 Penalty: 4505.655762 Iteration 26Q: 3 clusters Score -998491.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -998497.375000 Penalty: 4505.655762 Iteration 27Q: 3 clusters Score -998497.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -998504.375000 Penalty: 4505.655762 Iteration 28Q: 3 clusters Score -998504.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -998509.125000 Penalty: 4505.655762 Iteration 29Q: 3 clusters Score -998509.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -998512.437500 Penalty: 4505.655762 Iteration 30Q: 3 clusters Score -998512.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -998515.687500 Penalty: 4505.655762 Iteration 31Q: 3 clusters Score -998515.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -998521.250000 Penalty: 4505.655762 Iteration 32Q: 3 clusters Score -998521.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -998523.500000 Penalty: 4505.655762 Iteration 33Q: 3 clusters Score -998523.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -998525.000000 Penalty: 4505.655762 Iteration 34Q: 3 clusters Score -998525 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -998533.437500 Penalty: 4505.655762 Iteration 35Q: 3 clusters Score -998533.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -998543.000000 Penalty: 4505.655762 Iteration 36Q: 3 clusters Score -998543 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -998549.062500 Penalty: 4505.655762 Iteration 37Q: 3 clusters Score -998549.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -998561.000000 Penalty: 4505.655762 Iteration 38Q: 3 clusters Score -998561 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -998570.250000 Penalty: 4505.655762 Iteration 39Q: 3 clusters Score -998570.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -998572.812500 Penalty: 4505.655762 Iteration 40F: 3 clusters Score -998572.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -998576.250000 Penalty: 4505.655762 Iteration 41Q: 3 clusters Score -998576.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -998577.875000 Penalty: 4505.655762 Iteration 42Q: 3 clusters Score -998577.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -998582.125000 Penalty: 4505.655762 Iteration 43Q: 3 clusters Score -998582.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -998584.875000 Penalty: 4505.655762 Iteration 44Q: 3 clusters Score -998584.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -998586.937500 Penalty: 4505.655762 Iteration 45Q: 3 clusters Score -998586.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -998589.875000 Penalty: 4505.655762 Iteration 46Q: 3 clusters Score -998589.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -998591.062500 Penalty: 4505.655762 Iteration 47Q: 3 clusters Score -998591.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -998592.875000 Penalty: 4505.655762 Iteration 48Q: 3 clusters Score -998592.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -998592.937500 Penalty: 4505.655762 Iteration 49Q: 3 clusters Score -998592.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -998595.125000 Penalty: 4505.655762 Iteration 50Q: 3 clusters Score -998595.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -998594.562500 Penalty: 4505.655762 Iteration 51Q: 3 clusters Score -998594.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -998594.375000 Penalty: 4505.655762 Iteration 52Q: 3 clusters Score -998594.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -998594.375000 Penalty: 4505.655762 Iteration 53F: 3 clusters Score -998594.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (24143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24143 members Entering Unmasked Estep Score: -2862636.500000 Penalty: 2502.754150 Iteration 0F: 2 clusters Score -2862636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -2845846.750000 Penalty: 5005.508301 Iteration 0F: 3 clusters Score -2845847 nChanged 10825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -2851793.250000 Penalty: 5005.508301 Iteration 1F: 3 clusters Score -2851793 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12904 members Mstep: Class 2 contains 11239 members Entering Unmasked Estep Score: -2852303.250000 Penalty: 5005.508301 Iteration 2F: 3 clusters Score -2852303 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -2852733.500000 Penalty: 5005.508301 Iteration 3Q: 3 clusters Score -2852734 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 10726 members Entering Unmasked Estep Score: -2853115.250000 Penalty: 5005.508301 Iteration 4Q: 3 clusters Score -2853115 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -2853445.000000 Penalty: 5005.508301 Iteration 5Q: 3 clusters Score -2853445 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14178 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -2853786.500000 Penalty: 5005.508301 Iteration 6Q: 3 clusters Score -2853786 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -2854164.000000 Penalty: 5005.508301 Iteration 7Q: 3 clusters Score -2854164 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15367 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -2854611.500000 Penalty: 5005.508301 Iteration 8Q: 3 clusters Score -2854612 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16152 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -2855153.500000 Penalty: 5005.508301 Iteration 9Q: 3 clusters Score -2855154 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17017 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -2855802.250000 Penalty: 5005.508301 Iteration 10Q: 3 clusters Score -2855802 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -2856480.500000 Penalty: 5005.508301 Iteration 11Q: 3 clusters Score -2856480 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18823 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -2857143.000000 Penalty: 5005.508301 Iteration 12Q: 3 clusters Score -2857143 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19717 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -2857769.750000 Penalty: 5005.508301 Iteration 13Q: 3 clusters Score -2857770 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20548 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -2858379.000000 Penalty: 5005.508301 Iteration 14Q: 3 clusters Score -2858379 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21236 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -2858854.000000 Penalty: 5005.508301 Iteration 15Q: 3 clusters Score -2858854 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21811 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -2859286.250000 Penalty: 5005.508301 Iteration 16Q: 3 clusters Score -2859286 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22278 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -2859633.250000 Penalty: 5005.508301 Iteration 17Q: 3 clusters Score -2859633 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22594 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -2859899.500000 Penalty: 5005.508301 Iteration 18Q: 3 clusters Score -2859900 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22809 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -2860081.500000 Penalty: 5005.508301 Iteration 19Q: 3 clusters Score -2860082 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22956 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -2860197.250000 Penalty: 5005.508301 Iteration 20F: 3 clusters Score -2860197 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23080 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -2860288.500000 Penalty: 5005.508301 Iteration 21Q: 3 clusters Score -2860288 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23164 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -2860349.500000 Penalty: 5005.508301 Iteration 22Q: 3 clusters Score -2860350 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23227 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -2860387.000000 Penalty: 5005.508301 Iteration 23Q: 3 clusters Score -2860387 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -2860422.000000 Penalty: 5005.508301 Iteration 24Q: 3 clusters Score -2860422 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23301 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -2860438.750000 Penalty: 5005.508301 Iteration 25Q: 3 clusters Score -2860439 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23320 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -2860453.500000 Penalty: 5005.508301 Iteration 26Q: 3 clusters Score -2860454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23345 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -2860479.250000 Penalty: 5005.508301 Iteration 27Q: 3 clusters Score -2860479 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23362 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -2860490.500000 Penalty: 5005.508301 Iteration 28Q: 3 clusters Score -2860490 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23384 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -2860500.500000 Penalty: 5005.508301 Iteration 29Q: 3 clusters Score -2860500 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23394 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -2860509.250000 Penalty: 5005.508301 Iteration 30Q: 3 clusters Score -2860509 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -2860521.750000 Penalty: 5005.508301 Iteration 31Q: 3 clusters Score -2860522 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -2860526.500000 Penalty: 5005.508301 Iteration 32Q: 3 clusters Score -2860526 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23435 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -2860543.000000 Penalty: 5005.508301 Iteration 33Q: 3 clusters Score -2860543 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -2860557.000000 Penalty: 5005.508301 Iteration 34Q: 3 clusters Score -2860557 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23457 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -2860564.250000 Penalty: 5005.508301 Iteration 35Q: 3 clusters Score -2860564 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23467 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -2860572.250000 Penalty: 5005.508301 Iteration 36Q: 3 clusters Score -2860572 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23476 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -2860575.500000 Penalty: 5005.508301 Iteration 37Q: 3 clusters Score -2860576 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23486 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -2860587.000000 Penalty: 5005.508301 Iteration 38Q: 3 clusters Score -2860587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23491 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -2860589.250000 Penalty: 5005.508301 Iteration 39Q: 3 clusters Score -2860589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -2860590.500000 Penalty: 5005.508301 Iteration 40F: 3 clusters Score -2860590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -2860592.250000 Penalty: 5005.508301 Iteration 41Q: 3 clusters Score -2860592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23496 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -2860598.000000 Penalty: 5005.508301 Iteration 42Q: 3 clusters Score -2860598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2860599.000000 Penalty: 5005.508301 Iteration 43Q: 3 clusters Score -2860599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2860602.250000 Penalty: 5005.508301 Iteration 44Q: 3 clusters Score -2860602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2860605.000000 Penalty: 5005.508301 Iteration 45Q: 3 clusters Score -2860605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23498 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -2860604.250000 Penalty: 5005.508301 Iteration 46Q: 3 clusters Score -2860604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23498 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -2860604.250000 Penalty: 5005.508301 Iteration 47F: 3 clusters Score -2860604 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Entering Unmasked Estep Score: -162839.546875 Penalty: 1809.678589 Iteration 0F: 2 clusters Score -162839.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -160549.718750 Penalty: 3619.357178 Iteration 0F: 3 clusters Score -160549.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -160897.171875 Penalty: 3619.357178 Iteration 1F: 3 clusters Score -160897.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -161020.812500 Penalty: 3619.357178 Iteration 2F: 3 clusters Score -161020.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -161086.796875 Penalty: 3619.357178 Iteration 3Q: 3 clusters Score -161086.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -161131.531250 Penalty: 3619.357178 Iteration 4Q: 3 clusters Score -161131.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -161167.171875 Penalty: 3619.357178 Iteration 5Q: 3 clusters Score -161167.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -161188.203125 Penalty: 3619.357178 Iteration 6Q: 3 clusters Score -161188.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -161204.484375 Penalty: 3619.357178 Iteration 7Q: 3 clusters Score -161204.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -161216.796875 Penalty: 3619.357178 Iteration 8Q: 3 clusters Score -161216.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -161221.296875 Penalty: 3619.357178 Iteration 9Q: 3 clusters Score -161221.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -161225.156250 Penalty: 3619.357178 Iteration 10Q: 3 clusters Score -161225.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -161228.671875 Penalty: 3619.357178 Iteration 11Q: 3 clusters Score -161228.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -161233.156250 Penalty: 3619.357178 Iteration 12Q: 3 clusters Score -161233.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -161236.109375 Penalty: 3619.357178 Iteration 13Q: 3 clusters Score -161236.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -161236.890625 Penalty: 3619.357178 Iteration 14Q: 3 clusters Score -161236.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -161237.125000 Penalty: 3619.357178 Iteration 15Q: 3 clusters Score -161237.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -161239.359375 Penalty: 3619.357178 Iteration 16Q: 3 clusters Score -161239.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -161240.234375 Penalty: 3619.357178 Iteration 17Q: 3 clusters Score -161240.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -161242.062500 Penalty: 3619.357178 Iteration 18Q: 3 clusters Score -161242.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -161245.453125 Penalty: 3619.357178 Iteration 19Q: 3 clusters Score -161245.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -161248.062500 Penalty: 3619.357178 Iteration 20F: 3 clusters Score -161248.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -161249.031250 Penalty: 3619.357178 Iteration 21Q: 3 clusters Score -161249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -161250.187500 Penalty: 3619.357178 Iteration 22Q: 3 clusters Score -161250.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -161250.859375 Penalty: 3619.357178 Iteration 23Q: 3 clusters Score -161250.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -161252.593750 Penalty: 3619.357178 Iteration 24Q: 3 clusters Score -161252.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -161253.468750 Penalty: 3619.357178 Iteration 25Q: 3 clusters Score -161253.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -161253.468750 Penalty: 3619.357178 Iteration 26F: 3 clusters Score -161253.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42974.054688 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42974.05 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -43184.843750 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43184.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -43269.824219 Penalty: 2970.524658 Iteration 2F: 3 clusters Score -43269.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -43312.917969 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43312.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -43342.058594 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43342.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -43352.816406 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43352.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -43362.046875 Penalty: 2970.524658 Iteration 6Q: 3 clusters Score -43362.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -43366.265625 Penalty: 2970.524658 Iteration 7Q: 3 clusters Score -43366.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -43368.921875 Penalty: 2970.524658 Iteration 8Q: 3 clusters Score -43368.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -43368.921875 Penalty: 2970.524658 Iteration 9F: 3 clusters Score -43368.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -163265.421875 Penalty: 1792.099854 Iteration 0F: 2 clusters Score -163265.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -161074.593750 Penalty: 3584.199707 Iteration 0F: 3 clusters Score -161074.6 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -161562.734375 Penalty: 3584.199707 Iteration 1F: 3 clusters Score -161562.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -161702.125000 Penalty: 3584.199707 Iteration 2F: 3 clusters Score -161702.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -161779.500000 Penalty: 3584.199707 Iteration 3Q: 3 clusters Score -161779.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -161829.234375 Penalty: 3584.199707 Iteration 4Q: 3 clusters Score -161829.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -161884.812500 Penalty: 3584.199707 Iteration 5Q: 3 clusters Score -161884.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -161907.796875 Penalty: 3584.199707 Iteration 6Q: 3 clusters Score -161907.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -161935.625000 Penalty: 3584.199707 Iteration 7Q: 3 clusters Score -161935.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -161976.265625 Penalty: 3584.199707 Iteration 8Q: 3 clusters Score -161976.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -162079.718750 Penalty: 3584.199707 Iteration 9Q: 3 clusters Score -162079.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -162217.218750 Penalty: 3584.199707 Iteration 10Q: 3 clusters Score -162217.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -162314.328125 Penalty: 3584.199707 Iteration 11Q: 3 clusters Score -162314.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -162358.078125 Penalty: 3584.199707 Iteration 12Q: 3 clusters Score -162358.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -162385.296875 Penalty: 3584.199707 Iteration 13Q: 3 clusters Score -162385.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -162400.781250 Penalty: 3584.199707 Iteration 14Q: 3 clusters Score -162400.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -162417.375000 Penalty: 3584.199707 Iteration 15Q: 3 clusters Score -162417.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -162432.875000 Penalty: 3584.199707 Iteration 16Q: 3 clusters Score -162432.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -162442.437500 Penalty: 3584.199707 Iteration 17Q: 3 clusters Score -162442.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -162451.156250 Penalty: 3584.199707 Iteration 18Q: 3 clusters Score -162451.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -162458.656250 Penalty: 3584.199707 Iteration 19Q: 3 clusters Score -162458.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -162460.406250 Penalty: 3584.199707 Iteration 20F: 3 clusters Score -162460.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -162467.937500 Penalty: 3584.199707 Iteration 21Q: 3 clusters Score -162467.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -162483.062500 Penalty: 3584.199707 Iteration 22Q: 3 clusters Score -162483.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -162498.203125 Penalty: 3584.199707 Iteration 23Q: 3 clusters Score -162498.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -162512.250000 Penalty: 3584.199707 Iteration 24Q: 3 clusters Score -162512.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -162530.671875 Penalty: 3584.199707 Iteration 25Q: 3 clusters Score -162530.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -162545.875000 Penalty: 3584.199707 Iteration 26Q: 3 clusters Score -162545.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -162565.437500 Penalty: 3584.199707 Iteration 27Q: 3 clusters Score -162565.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -162576.906250 Penalty: 3584.199707 Iteration 28Q: 3 clusters Score -162576.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -162579.593750 Penalty: 3584.199707 Iteration 29Q: 3 clusters Score -162579.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -162581.812500 Penalty: 3584.199707 Iteration 30Q: 3 clusters Score -162581.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -162584.359375 Penalty: 3584.199707 Iteration 31Q: 3 clusters Score -162584.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -162587.015625 Penalty: 3584.199707 Iteration 32Q: 3 clusters Score -162587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -162589.984375 Penalty: 3584.199707 Iteration 33Q: 3 clusters Score -162590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -162595.468750 Penalty: 3584.199707 Iteration 34Q: 3 clusters Score -162595.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -162605.593750 Penalty: 3584.199707 Iteration 35Q: 3 clusters Score -162605.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -162620.531250 Penalty: 3584.199707 Iteration 36Q: 3 clusters Score -162620.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -162628.578125 Penalty: 3584.199707 Iteration 37Q: 3 clusters Score -162628.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -162641.078125 Penalty: 3584.199707 Iteration 38Q: 3 clusters Score -162641.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -162647.062500 Penalty: 3584.199707 Iteration 39Q: 3 clusters Score -162647.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -162651.500000 Penalty: 3584.199707 Iteration 40F: 3 clusters Score -162651.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -162663.265625 Penalty: 3584.199707 Iteration 41Q: 3 clusters Score -162663.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -162679.171875 Penalty: 3584.199707 Iteration 42Q: 3 clusters Score -162679.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -162699.640625 Penalty: 3584.199707 Iteration 43Q: 3 clusters Score -162699.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -162720.078125 Penalty: 3584.199707 Iteration 44Q: 3 clusters Score -162720.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -162734.828125 Penalty: 3584.199707 Iteration 45Q: 3 clusters Score -162734.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -162766.078125 Penalty: 3584.199707 Iteration 46Q: 3 clusters Score -162766.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -162817.734375 Penalty: 3584.199707 Iteration 47Q: 3 clusters Score -162817.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -162863.968750 Penalty: 3584.199707 Iteration 48Q: 3 clusters Score -162864 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -162909.609375 Penalty: 3584.199707 Iteration 49Q: 3 clusters Score -162909.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -162936.296875 Penalty: 3584.199707 Iteration 50Q: 3 clusters Score -162936.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -162946.453125 Penalty: 3584.199707 Iteration 51Q: 3 clusters Score -162946.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -162951.515625 Penalty: 3584.199707 Iteration 52Q: 3 clusters Score -162951.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -162960.546875 Penalty: 3584.199707 Iteration 53Q: 3 clusters Score -162960.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -162969.531250 Penalty: 3584.199707 Iteration 54Q: 3 clusters Score -162969.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -162974.234375 Penalty: 3584.199707 Iteration 55Q: 3 clusters Score -162974.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -162977.468750 Penalty: 3584.199707 Iteration 56Q: 3 clusters Score -162977.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -162979.609375 Penalty: 3584.199707 Iteration 57Q: 3 clusters Score -162979.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -162981.296875 Penalty: 3584.199707 Iteration 58Q: 3 clusters Score -162981.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -162981.937500 Penalty: 3584.199707 Iteration 59Q: 3 clusters Score -162981.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -162982.812500 Penalty: 3584.199707 Iteration 60F: 3 clusters Score -162982.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Entering Unmasked Estep Score: -837713.375000 Penalty: 2190.734863 Iteration 0F: 2 clusters Score -837713.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -832042.687500 Penalty: 4381.469727 Iteration 0F: 3 clusters Score -832042.7 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -833424.500000 Penalty: 4381.469727 Iteration 1F: 3 clusters Score -833424.5 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -833634.687500 Penalty: 4381.469727 Iteration 2F: 3 clusters Score -833634.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -833762.875000 Penalty: 4381.469727 Iteration 3Q: 3 clusters Score -833762.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -833862.125000 Penalty: 4381.469727 Iteration 4Q: 3 clusters Score -833862.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -833934.875000 Penalty: 4381.469727 Iteration 5Q: 3 clusters Score -833934.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -834001.125000 Penalty: 4381.469727 Iteration 6Q: 3 clusters Score -834001.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -834053.687500 Penalty: 4381.469727 Iteration 7Q: 3 clusters Score -834053.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -834103.812500 Penalty: 4381.469727 Iteration 8Q: 3 clusters Score -834103.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -834168.312500 Penalty: 4381.469727 Iteration 9Q: 3 clusters Score -834168.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -834239.062500 Penalty: 4381.469727 Iteration 10Q: 3 clusters Score -834239.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -834314.062500 Penalty: 4381.469727 Iteration 11Q: 3 clusters Score -834314.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -834403.062500 Penalty: 4381.469727 Iteration 12Q: 3 clusters Score -834403.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -834494.875000 Penalty: 4381.469727 Iteration 13Q: 3 clusters Score -834494.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -834598.500000 Penalty: 4381.469727 Iteration 14Q: 3 clusters Score -834598.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -834714.375000 Penalty: 4381.469727 Iteration 15Q: 3 clusters Score -834714.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -834828.062500 Penalty: 4381.469727 Iteration 16Q: 3 clusters Score -834828.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -834952.250000 Penalty: 4381.469727 Iteration 17Q: 3 clusters Score -834952.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -835046.000000 Penalty: 4381.469727 Iteration 18Q: 3 clusters Score -835046 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -835136.937500 Penalty: 4381.469727 Iteration 19Q: 3 clusters Score -835136.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -835227.562500 Penalty: 4381.469727 Iteration 20F: 3 clusters Score -835227.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -835322.312500 Penalty: 4381.469727 Iteration 21Q: 3 clusters Score -835322.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -835410.187500 Penalty: 4381.469727 Iteration 22Q: 3 clusters Score -835410.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -835494.687500 Penalty: 4381.469727 Iteration 23Q: 3 clusters Score -835494.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -835580.812500 Penalty: 4381.469727 Iteration 24Q: 3 clusters Score -835580.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -835687.062500 Penalty: 4381.469727 Iteration 25Q: 3 clusters Score -835687.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -835889.750000 Penalty: 4381.469727 Iteration 26Q: 3 clusters Score -835889.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -836236.437500 Penalty: 4381.469727 Iteration 27Q: 3 clusters Score -836236.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -836922.437500 Penalty: 4381.469727 Iteration 28Q: 3 clusters Score -836922.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -837531.125000 Penalty: 4381.469727 Iteration 29Q: 3 clusters Score -837531.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -837825.750000 Penalty: 4381.469727 Iteration 30Q: 3 clusters Score -837825.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -838010.000000 Penalty: 4381.469727 Iteration 31Q: 3 clusters Score -838010 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -838187.625000 Penalty: 4381.469727 Iteration 32Q: 3 clusters Score -838187.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -838349.687500 Penalty: 4381.469727 Iteration 33Q: 3 clusters Score -838349.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -838443.500000 Penalty: 4381.469727 Iteration 34Q: 3 clusters Score -838443.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -838467.062500 Penalty: 4381.469727 Iteration 35Q: 3 clusters Score -838467.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -838470.312500 Penalty: 4381.469727 Iteration 36Q: 3 clusters Score -838470.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -838492.750000 Penalty: 4381.469727 Iteration 37F: 3 clusters Score -838492.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -838497.937500 Penalty: 4381.469727 Iteration 38Q: 3 clusters Score -838497.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -838500.937500 Penalty: 4381.469727 Iteration 39Q: 3 clusters Score -838500.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -838501.062500 Penalty: 4381.469727 Iteration 40F: 3 clusters Score -838501.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -838502.187500 Penalty: 4381.469727 Iteration 41Q: 3 clusters Score -838502.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -838503.562500 Penalty: 4381.469727 Iteration 42Q: 3 clusters Score -838503.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -838504.125000 Penalty: 4381.469727 Iteration 43Q: 3 clusters Score -838504.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -838505.187500 Penalty: 4381.469727 Iteration 44Q: 3 clusters Score -838505.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -838505.187500 Penalty: 4381.469727 Iteration 45F: 3 clusters Score -838505.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54809 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7879 members Mstep: Class 8 contains 8813 members Mstep: Class 9 contains 24143 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 2306 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152753 members Mstep: Class 16 contains 5688 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28405 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 4555 members Entering Unmasked Estep Score: -52027636.000000 Penalty: 74024.335938 Splitting cluster 13 changes total score from -52028004.000000 to -52027636.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (8699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Entering Unmasked Estep Score: -1061968.250000 Penalty: 2249.598877 Iteration 0F: 2 clusters Score -1061968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1055087.000000 Penalty: 4499.197754 Iteration 0F: 3 clusters Score -1055087 nChanged 3648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1057052.000000 Penalty: 4499.197754 Iteration 1F: 3 clusters Score -1057052 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1057409.125000 Penalty: 4499.197754 Iteration 2F: 3 clusters Score -1057409 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1057702.000000 Penalty: 4499.197754 Iteration 3F: 3 clusters Score -1057702 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1057956.250000 Penalty: 4499.197754 Iteration 4F: 3 clusters Score -1057956 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -1058216.000000 Penalty: 4499.197754 Iteration 5Q: 3 clusters Score -1058216 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1058433.500000 Penalty: 4499.197754 Iteration 6Q: 3 clusters Score -1058434 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1058634.125000 Penalty: 4499.197754 Iteration 7Q: 3 clusters Score -1058634 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1058802.375000 Penalty: 4499.197754 Iteration 8Q: 3 clusters Score -1058802 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -1058938.500000 Penalty: 4499.197754 Iteration 9Q: 3 clusters Score -1058938 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1059053.875000 Penalty: 4499.197754 Iteration 10Q: 3 clusters Score -1059054 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1059164.500000 Penalty: 4499.197754 Iteration 11Q: 3 clusters Score -1059164 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1059260.875000 Penalty: 4499.197754 Iteration 12Q: 3 clusters Score -1059261 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1059352.250000 Penalty: 4499.197754 Iteration 13Q: 3 clusters Score -1059352 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -1059420.625000 Penalty: 4499.197754 Iteration 14Q: 3 clusters Score -1059421 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1059485.000000 Penalty: 4499.197754 Iteration 15Q: 3 clusters Score -1059485 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1059543.625000 Penalty: 4499.197754 Iteration 16Q: 3 clusters Score -1059544 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1059592.000000 Penalty: 4499.197754 Iteration 17Q: 3 clusters Score -1059592 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1059637.500000 Penalty: 4499.197754 Iteration 18Q: 3 clusters Score -1059638 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1059673.625000 Penalty: 4499.197754 Iteration 19Q: 3 clusters Score -1059674 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1059704.500000 Penalty: 4499.197754 Iteration 20F: 3 clusters Score -1059704 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1059727.750000 Penalty: 4499.197754 Iteration 21Q: 3 clusters Score -1059728 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1059751.250000 Penalty: 4499.197754 Iteration 22Q: 3 clusters Score -1059751 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1059778.875000 Penalty: 4499.197754 Iteration 23Q: 3 clusters Score -1059779 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1059798.250000 Penalty: 4499.197754 Iteration 24Q: 3 clusters Score -1059798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1059817.375000 Penalty: 4499.197754 Iteration 25Q: 3 clusters Score -1059817 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1059836.500000 Penalty: 4499.197754 Iteration 26Q: 3 clusters Score -1059836 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1059854.500000 Penalty: 4499.197754 Iteration 27Q: 3 clusters Score -1059854 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1059869.625000 Penalty: 4499.197754 Iteration 28Q: 3 clusters Score -1059870 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1059881.125000 Penalty: 4499.197754 Iteration 29Q: 3 clusters Score -1059881 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1059894.750000 Penalty: 4499.197754 Iteration 30Q: 3 clusters Score -1059895 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1059913.000000 Penalty: 4499.197754 Iteration 31Q: 3 clusters Score -1059913 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1059930.250000 Penalty: 4499.197754 Iteration 32Q: 3 clusters Score -1059930 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1059947.250000 Penalty: 4499.197754 Iteration 33Q: 3 clusters Score -1059947 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1059958.750000 Penalty: 4499.197754 Iteration 34Q: 3 clusters Score -1059959 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1059970.750000 Penalty: 4499.197754 Iteration 35Q: 3 clusters Score -1059971 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1059983.000000 Penalty: 4499.197754 Iteration 36Q: 3 clusters Score -1059983 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1059990.750000 Penalty: 4499.197754 Iteration 37Q: 3 clusters Score -1059991 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1059996.875000 Penalty: 4499.197754 Iteration 38Q: 3 clusters Score -1059997 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1060004.500000 Penalty: 4499.197754 Iteration 39Q: 3 clusters Score -1060004 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1060012.875000 Penalty: 4499.197754 Iteration 40F: 3 clusters Score -1060013 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1060022.750000 Penalty: 4499.197754 Iteration 41Q: 3 clusters Score -1060023 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1060031.750000 Penalty: 4499.197754 Iteration 42Q: 3 clusters Score -1060032 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -1060042.250000 Penalty: 4499.197754 Iteration 43Q: 3 clusters Score -1060042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1060048.625000 Penalty: 4499.197754 Iteration 44Q: 3 clusters Score -1060049 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1060051.000000 Penalty: 4499.197754 Iteration 45Q: 3 clusters Score -1060051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1060055.625000 Penalty: 4499.197754 Iteration 46Q: 3 clusters Score -1060056 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1060062.500000 Penalty: 4499.197754 Iteration 47Q: 3 clusters Score -1060062 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8151 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1060067.000000 Penalty: 4499.197754 Iteration 48Q: 3 clusters Score -1060067 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1060069.625000 Penalty: 4499.197754 Iteration 49Q: 3 clusters Score -1060070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1060070.250000 Penalty: 4499.197754 Iteration 50Q: 3 clusters Score -1060070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1060072.875000 Penalty: 4499.197754 Iteration 51Q: 3 clusters Score -1060073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1060074.375000 Penalty: 4499.197754 Iteration 52Q: 3 clusters Score -1060074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1060077.625000 Penalty: 4499.197754 Iteration 53Q: 3 clusters Score -1060078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1060080.000000 Penalty: 4499.197754 Iteration 54Q: 3 clusters Score -1060080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1060080.125000 Penalty: 4499.197754 Iteration 55Q: 3 clusters Score -1060080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1060082.500000 Penalty: 4499.197754 Iteration 56Q: 3 clusters Score -1060082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1060082.500000 Penalty: 4499.197754 Iteration 57F: 3 clusters Score -1060082 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152753 members Entering Unmasked Estep Score: -19096168.000000 Penalty: 2960.271240 Iteration 0F: 2 clusters Score -1.909617e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76762 members Mstep: Class 2 contains 75991 members Entering Unmasked Estep Score: -18995606.000000 Penalty: 5920.542480 Iteration 0F: 3 clusters Score -1.899561e+07 nChanged 72777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82269 members Mstep: Class 2 contains 70484 members Entering Unmasked Estep Score: -19037388.000000 Penalty: 5920.542480 Iteration 1F: 3 clusters Score -1.903739e+07 nChanged 4809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85652 members Mstep: Class 2 contains 67101 members Entering Unmasked Estep Score: -19038648.000000 Penalty: 5920.542480 Iteration 2Q: 3 clusters Score -1.903865e+07 nChanged 5973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90889 members Mstep: Class 2 contains 61864 members Entering Unmasked Estep Score: -19040702.000000 Penalty: 5920.542480 Iteration 3Q: 3 clusters Score -1.90407e+07 nChanged 8191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98764 members Mstep: Class 2 contains 53989 members Entering Unmasked Estep Score: -19044734.000000 Penalty: 5920.542480 Iteration 4F: 3 clusters Score -1.904473e+07 nChanged 11504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110148 members Mstep: Class 2 contains 42605 members Entering Unmasked Estep Score: -19052848.000000 Penalty: 5920.542480 Iteration 5F: 3 clusters Score -1.905285e+07 nChanged 14411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124501 members Mstep: Class 2 contains 28252 members Entering Unmasked Estep Score: -19065576.000000 Penalty: 5920.542480 Iteration 6F: 3 clusters Score -1.906558e+07 nChanged 13682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138161 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -19079534.000000 Penalty: 5920.542480 Iteration 7F: 3 clusters Score -1.907953e+07 nChanged 8946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147087 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -19088522.000000 Penalty: 5920.542480 Iteration 8F: 3 clusters Score -1.908852e+07 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150687 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -19091916.000000 Penalty: 5920.542480 Iteration 9Q: 3 clusters Score -1.909192e+07 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151826 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -19092968.000000 Penalty: 5920.542480 Iteration 10Q: 3 clusters Score -1.909297e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152162 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -19093192.000000 Penalty: 5920.542480 Iteration 11Q: 3 clusters Score -1.909319e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152265 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -19093382.000000 Penalty: 5920.542480 Iteration 12Q: 3 clusters Score -1.909338e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152313 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -19093454.000000 Penalty: 5920.542480 Iteration 13Q: 3 clusters Score -1.909345e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152332 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -19093512.000000 Penalty: 5920.542480 Iteration 14Q: 3 clusters Score -1.909351e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152344 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -19093568.000000 Penalty: 5920.542480 Iteration 15Q: 3 clusters Score -1.909357e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152345 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -19093602.000000 Penalty: 5920.542480 Iteration 16Q: 3 clusters Score -1.90936e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152350 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -19093612.000000 Penalty: 5920.542480 Iteration 17Q: 3 clusters Score -1.909361e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152345 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -19093634.000000 Penalty: 5920.542480 Iteration 18Q: 3 clusters Score -1.909363e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152344 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -19093650.000000 Penalty: 5920.542480 Iteration 19Q: 3 clusters Score -1.909365e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152348 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -19093636.000000 Penalty: 5920.542480 Iteration 20F: 3 clusters Score -1.909364e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152345 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -19093644.000000 Penalty: 5920.542480 Iteration 21Q: 3 clusters Score -1.909364e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152347 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -19093648.000000 Penalty: 5920.542480 Iteration 22Q: 3 clusters Score -1.909365e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152350 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -19093636.000000 Penalty: 5920.542480 Iteration 23Q: 3 clusters Score -1.909364e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152352 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -19093644.000000 Penalty: 5920.542480 Iteration 24Q: 3 clusters Score -1.909364e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152353 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -19093636.000000 Penalty: 5920.542480 Iteration 25Q: 3 clusters Score -1.909364e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152350 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -19093646.000000 Penalty: 5920.542480 Iteration 26Q: 3 clusters Score -1.909365e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152349 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -19093644.000000 Penalty: 5920.542480 Iteration 27Q: 3 clusters Score -1.909364e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152348 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -19093654.000000 Penalty: 5920.542480 Iteration 28Q: 3 clusters Score -1.909365e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152346 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -19093654.000000 Penalty: 5920.542480 Iteration 29Q: 3 clusters Score -1.909365e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152347 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -19093656.000000 Penalty: 5920.542480 Iteration 30Q: 3 clusters Score -1.909366e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152346 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -19093658.000000 Penalty: 5920.542480 Iteration 31Q: 3 clusters Score -1.909366e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152346 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -19093658.000000 Penalty: 5920.542480 Iteration 32F: 3 clusters Score -1.909366e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Entering Unmasked Estep Score: -667807.000000 Penalty: 2144.236328 Iteration 0F: 2 clusters Score -667807 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -662865.187500 Penalty: 4288.472656 Iteration 0F: 3 clusters Score -662865.2 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -664060.562500 Penalty: 4288.472656 Iteration 1F: 3 clusters Score -664060.6 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -664276.062500 Penalty: 4288.472656 Iteration 2F: 3 clusters Score -664276.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -664412.562500 Penalty: 4288.472656 Iteration 3Q: 3 clusters Score -664412.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -664505.687500 Penalty: 4288.472656 Iteration 4Q: 3 clusters Score -664505.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -664564.125000 Penalty: 4288.472656 Iteration 5Q: 3 clusters Score -664564.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -664610.312500 Penalty: 4288.472656 Iteration 6Q: 3 clusters Score -664610.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -664646.000000 Penalty: 4288.472656 Iteration 7Q: 3 clusters Score -664646 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -664678.312500 Penalty: 4288.472656 Iteration 8Q: 3 clusters Score -664678.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -664706.437500 Penalty: 4288.472656 Iteration 9Q: 3 clusters Score -664706.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -664736.687500 Penalty: 4288.472656 Iteration 10Q: 3 clusters Score -664736.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -664771.062500 Penalty: 4288.472656 Iteration 11Q: 3 clusters Score -664771.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -664803.562500 Penalty: 4288.472656 Iteration 12Q: 3 clusters Score -664803.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -664833.437500 Penalty: 4288.472656 Iteration 13Q: 3 clusters Score -664833.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -664863.125000 Penalty: 4288.472656 Iteration 14Q: 3 clusters Score -664863.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -664886.000000 Penalty: 4288.472656 Iteration 15Q: 3 clusters Score -664886 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -664912.500000 Penalty: 4288.472656 Iteration 16Q: 3 clusters Score -664912.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -664934.625000 Penalty: 4288.472656 Iteration 17Q: 3 clusters Score -664934.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -664960.125000 Penalty: 4288.472656 Iteration 18Q: 3 clusters Score -664960.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -664982.437500 Penalty: 4288.472656 Iteration 19Q: 3 clusters Score -664982.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -665015.562500 Penalty: 4288.472656 Iteration 20F: 3 clusters Score -665015.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -665044.937500 Penalty: 4288.472656 Iteration 21Q: 3 clusters Score -665044.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -665074.812500 Penalty: 4288.472656 Iteration 22Q: 3 clusters Score -665074.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -665099.375000 Penalty: 4288.472656 Iteration 23Q: 3 clusters Score -665099.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -665130.125000 Penalty: 4288.472656 Iteration 24Q: 3 clusters Score -665130.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -665165.937500 Penalty: 4288.472656 Iteration 25Q: 3 clusters Score -665165.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -665202.062500 Penalty: 4288.472656 Iteration 26Q: 3 clusters Score -665202.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -665240.875000 Penalty: 4288.472656 Iteration 27Q: 3 clusters Score -665240.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -665274.562500 Penalty: 4288.472656 Iteration 28Q: 3 clusters Score -665274.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -665306.875000 Penalty: 4288.472656 Iteration 29Q: 3 clusters Score -665306.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -665331.125000 Penalty: 4288.472656 Iteration 30Q: 3 clusters Score -665331.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -665350.500000 Penalty: 4288.472656 Iteration 31Q: 3 clusters Score -665350.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -665368.312500 Penalty: 4288.472656 Iteration 32Q: 3 clusters Score -665368.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -665388.187500 Penalty: 4288.472656 Iteration 33Q: 3 clusters Score -665388.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -665404.437500 Penalty: 4288.472656 Iteration 34Q: 3 clusters Score -665404.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -665416.937500 Penalty: 4288.472656 Iteration 35Q: 3 clusters Score -665416.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -665426.125000 Penalty: 4288.472656 Iteration 36Q: 3 clusters Score -665426.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -665436.750000 Penalty: 4288.472656 Iteration 37Q: 3 clusters Score -665436.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -665445.812500 Penalty: 4288.472656 Iteration 38Q: 3 clusters Score -665445.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -665453.750000 Penalty: 4288.472656 Iteration 39Q: 3 clusters Score -665453.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -665460.250000 Penalty: 4288.472656 Iteration 40F: 3 clusters Score -665460.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -665465.562500 Penalty: 4288.472656 Iteration 41Q: 3 clusters Score -665465.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -665472.000000 Penalty: 4288.472656 Iteration 42Q: 3 clusters Score -665472 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -665476.625000 Penalty: 4288.472656 Iteration 43Q: 3 clusters Score -665476.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -665480.875000 Penalty: 4288.472656 Iteration 44Q: 3 clusters Score -665480.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -665485.062500 Penalty: 4288.472656 Iteration 45Q: 3 clusters Score -665485.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -665492.250000 Penalty: 4288.472656 Iteration 46Q: 3 clusters Score -665492.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -665502.062500 Penalty: 4288.472656 Iteration 47Q: 3 clusters Score -665502.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -665509.312500 Penalty: 4288.472656 Iteration 48Q: 3 clusters Score -665509.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -665513.187500 Penalty: 4288.472656 Iteration 49Q: 3 clusters Score -665513.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -665517.687500 Penalty: 4288.472656 Iteration 50Q: 3 clusters Score -665517.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -665520.062500 Penalty: 4288.472656 Iteration 51Q: 3 clusters Score -665520.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -665524.500000 Penalty: 4288.472656 Iteration 52Q: 3 clusters Score -665524.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -665533.187500 Penalty: 4288.472656 Iteration 53Q: 3 clusters Score -665533.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -665538.937500 Penalty: 4288.472656 Iteration 54Q: 3 clusters Score -665538.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -665543.812500 Penalty: 4288.472656 Iteration 55Q: 3 clusters Score -665543.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -665547.562500 Penalty: 4288.472656 Iteration 56Q: 3 clusters Score -665547.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -665549.375000 Penalty: 4288.472656 Iteration 57Q: 3 clusters Score -665549.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -665550.750000 Penalty: 4288.472656 Iteration 58Q: 3 clusters Score -665550.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -665555.000000 Penalty: 4288.472656 Iteration 59Q: 3 clusters Score -665555 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -665557.812500 Penalty: 4288.472656 Iteration 60F: 3 clusters Score -665557.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -665562.312500 Penalty: 4288.472656 Iteration 61Q: 3 clusters Score -665562.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -665569.125000 Penalty: 4288.472656 Iteration 62Q: 3 clusters Score -665569.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -665572.312500 Penalty: 4288.472656 Iteration 63Q: 3 clusters Score -665572.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -665576.187500 Penalty: 4288.472656 Iteration 64Q: 3 clusters Score -665576.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -665583.062500 Penalty: 4288.472656 Iteration 65Q: 3 clusters Score -665583.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -665587.437500 Penalty: 4288.472656 Iteration 66Q: 3 clusters Score -665587.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -665597.375000 Penalty: 4288.472656 Iteration 67Q: 3 clusters Score -665597.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -665599.812500 Penalty: 4288.472656 Iteration 68Q: 3 clusters Score -665599.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -665604.937500 Penalty: 4288.472656 Iteration 69Q: 3 clusters Score -665604.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -665606.812500 Penalty: 4288.472656 Iteration 70Q: 3 clusters Score -665606.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -665606.875000 Penalty: 4288.472656 Iteration 71Q: 3 clusters Score -665606.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -665607.875000 Penalty: 4288.472656 Iteration 72Q: 3 clusters Score -665607.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -665609.250000 Penalty: 4288.472656 Iteration 73Q: 3 clusters Score -665609.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -665609.562500 Penalty: 4288.472656 Iteration 74Q: 3 clusters Score -665609.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -665612.750000 Penalty: 4288.472656 Iteration 75Q: 3 clusters Score -665612.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -665612.625000 Penalty: 4288.472656 Iteration 76Q: 3 clusters Score -665612.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -665613.812500 Penalty: 4288.472656 Iteration 77Q: 3 clusters Score -665613.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -665617.250000 Penalty: 4288.472656 Iteration 78Q: 3 clusters Score -665617.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -665618.625000 Penalty: 4288.472656 Iteration 79Q: 3 clusters Score -665618.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -665620.437500 Penalty: 4288.472656 Iteration 80F: 3 clusters Score -665620.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -665621.437500 Penalty: 4288.472656 Iteration 81Q: 3 clusters Score -665621.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -665621.437500 Penalty: 4288.472656 Iteration 82F: 3 clusters Score -665621.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6020 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Entering Unmasked Estep Score: -708803.125000 Penalty: 2158.304932 Iteration 0F: 2 clusters Score -708803.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -703653.250000 Penalty: 4316.609863 Iteration 0F: 3 clusters Score -703653.2 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -704907.000000 Penalty: 4316.609863 Iteration 1F: 3 clusters Score -704907 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -705143.000000 Penalty: 4316.609863 Iteration 2F: 3 clusters Score -705143 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -705296.562500 Penalty: 4316.609863 Iteration 3Q: 3 clusters Score -705296.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -705413.625000 Penalty: 4316.609863 Iteration 4Q: 3 clusters Score -705413.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -705510.812500 Penalty: 4316.609863 Iteration 5Q: 3 clusters Score -705510.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -705625.687500 Penalty: 4316.609863 Iteration 6Q: 3 clusters Score -705625.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -705745.812500 Penalty: 4316.609863 Iteration 7Q: 3 clusters Score -705745.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -705870.812500 Penalty: 4316.609863 Iteration 8Q: 3 clusters Score -705870.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -705980.750000 Penalty: 4316.609863 Iteration 9Q: 3 clusters Score -705980.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -706070.937500 Penalty: 4316.609863 Iteration 10Q: 3 clusters Score -706070.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -706171.062500 Penalty: 4316.609863 Iteration 11Q: 3 clusters Score -706171.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -706267.625000 Penalty: 4316.609863 Iteration 12Q: 3 clusters Score -706267.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -706360.250000 Penalty: 4316.609863 Iteration 13Q: 3 clusters Score -706360.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -706444.500000 Penalty: 4316.609863 Iteration 14Q: 3 clusters Score -706444.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -706525.125000 Penalty: 4316.609863 Iteration 15Q: 3 clusters Score -706525.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -706600.750000 Penalty: 4316.609863 Iteration 16Q: 3 clusters Score -706600.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -706674.250000 Penalty: 4316.609863 Iteration 17Q: 3 clusters Score -706674.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -706741.875000 Penalty: 4316.609863 Iteration 18Q: 3 clusters Score -706741.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -706787.312500 Penalty: 4316.609863 Iteration 19Q: 3 clusters Score -706787.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -706820.250000 Penalty: 4316.609863 Iteration 20F: 3 clusters Score -706820.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -706850.000000 Penalty: 4316.609863 Iteration 21Q: 3 clusters Score -706850 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -706862.437500 Penalty: 4316.609863 Iteration 22Q: 3 clusters Score -706862.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -706875.000000 Penalty: 4316.609863 Iteration 23Q: 3 clusters Score -706875 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -706883.875000 Penalty: 4316.609863 Iteration 24Q: 3 clusters Score -706883.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -706892.562500 Penalty: 4316.609863 Iteration 25Q: 3 clusters Score -706892.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -706903.250000 Penalty: 4316.609863 Iteration 26Q: 3 clusters Score -706903.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -706911.937500 Penalty: 4316.609863 Iteration 27Q: 3 clusters Score -706911.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -706918.062500 Penalty: 4316.609863 Iteration 28Q: 3 clusters Score -706918.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -706923.875000 Penalty: 4316.609863 Iteration 29Q: 3 clusters Score -706923.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -706932.687500 Penalty: 4316.609863 Iteration 30Q: 3 clusters Score -706932.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -706940.250000 Penalty: 4316.609863 Iteration 31Q: 3 clusters Score -706940.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -706944.812500 Penalty: 4316.609863 Iteration 32Q: 3 clusters Score -706944.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -706948.437500 Penalty: 4316.609863 Iteration 33Q: 3 clusters Score -706948.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -706954.250000 Penalty: 4316.609863 Iteration 34Q: 3 clusters Score -706954.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -706958.937500 Penalty: 4316.609863 Iteration 35Q: 3 clusters Score -706958.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -706962.000000 Penalty: 4316.609863 Iteration 36Q: 3 clusters Score -706962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -706965.625000 Penalty: 4316.609863 Iteration 37Q: 3 clusters Score -706965.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -706965.875000 Penalty: 4316.609863 Iteration 38Q: 3 clusters Score -706965.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -706965.875000 Penalty: 4316.609863 Iteration 39F: 3 clusters Score -706965.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -69599.695312 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69599.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69836.046875 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69836.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -69908.679688 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -69908.68 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -69939.375000 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -69939.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69968.726562 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -69968.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -69975.515625 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -69975.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -69975.796875 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -69975.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -69976.859375 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -69976.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69977.984375 Penalty: 3217.891357 Iteration 8Q: 3 clusters Score -69977.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -69978.617188 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -69978.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -69985.312500 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -69985.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69991.453125 Penalty: 3217.891357 Iteration 11Q: 3 clusters Score -69991.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69998.968750 Penalty: 3217.891357 Iteration 12Q: 3 clusters Score -69998.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70010.585938 Penalty: 3217.891357 Iteration 13Q: 3 clusters Score -70010.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70027.929688 Penalty: 3217.891357 Iteration 14Q: 3 clusters Score -70027.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70073.242188 Penalty: 3217.891357 Iteration 15Q: 3 clusters Score -70073.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70195.750000 Penalty: 3217.891357 Iteration 16Q: 3 clusters Score -70195.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -70393.703125 Penalty: 3217.891357 Iteration 17Q: 3 clusters Score -70393.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -70590.273438 Penalty: 3217.891357 Iteration 18Q: 3 clusters Score -70590.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -70673.804688 Penalty: 3217.891357 Iteration 19Q: 3 clusters Score -70673.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -70734.375000 Penalty: 3217.891357 Iteration 20F: 3 clusters Score -70734.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -70811.203125 Penalty: 3217.891357 Iteration 21Q: 3 clusters Score -70811.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -70879.671875 Penalty: 3217.891357 Iteration 22Q: 3 clusters Score -70879.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -70925.476562 Penalty: 3217.891357 Iteration 23Q: 3 clusters Score -70925.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -70930.593750 Penalty: 3217.891357 Iteration 24Q: 3 clusters Score -70930.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -70930.593750 Penalty: 3217.891357 Iteration 25F: 3 clusters Score -70930.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28405 members Entering Unmasked Estep Score: -3410942.500000 Penalty: 2543.071289 Iteration 0F: 2 clusters Score -3410942 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 14112 members Entering Unmasked Estep Score: -3391475.500000 Penalty: 5086.142578 Iteration 0F: 3 clusters Score -3391476 nChanged 12704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14691 members Mstep: Class 2 contains 13714 members Entering Unmasked Estep Score: -3398450.500000 Penalty: 5086.142578 Iteration 1F: 3 clusters Score -3398450 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14879 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -3399010.750000 Penalty: 5086.142578 Iteration 2Q: 3 clusters Score -3399011 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15126 members Mstep: Class 2 contains 13279 members Entering Unmasked Estep Score: -3399536.250000 Penalty: 5086.142578 Iteration 3Q: 3 clusters Score -3399536 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 12979 members Entering Unmasked Estep Score: -3400046.750000 Penalty: 5086.142578 Iteration 4Q: 3 clusters Score -3400047 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15785 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -3400478.250000 Penalty: 5086.142578 Iteration 5Q: 3 clusters Score -3400478 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16199 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -3400862.250000 Penalty: 5086.142578 Iteration 6Q: 3 clusters Score -3400862 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16751 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -3401306.500000 Penalty: 5086.142578 Iteration 7Q: 3 clusters Score -3401306 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17513 members Mstep: Class 2 contains 10892 members Entering Unmasked Estep Score: -3401790.750000 Penalty: 5086.142578 Iteration 8Q: 3 clusters Score -3401791 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18505 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -3402427.250000 Penalty: 5086.142578 Iteration 9Q: 3 clusters Score -3402427 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -3403204.250000 Penalty: 5086.142578 Iteration 10Q: 3 clusters Score -3403204 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20924 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -3404143.750000 Penalty: 5086.142578 Iteration 11Q: 3 clusters Score -3404144 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -3405164.500000 Penalty: 5086.142578 Iteration 12Q: 3 clusters Score -3405164 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23510 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -3406211.750000 Penalty: 5086.142578 Iteration 13Q: 3 clusters Score -3406212 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24531 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -3407025.250000 Penalty: 5086.142578 Iteration 14Q: 3 clusters Score -3407025 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25325 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -3407609.000000 Penalty: 5086.142578 Iteration 15Q: 3 clusters Score -3407609 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25862 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -3408000.250000 Penalty: 5086.142578 Iteration 16Q: 3 clusters Score -3408000 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26265 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -3408248.000000 Penalty: 5086.142578 Iteration 17Q: 3 clusters Score -3408248 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26568 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -3408448.750000 Penalty: 5086.142578 Iteration 18Q: 3 clusters Score -3408449 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26782 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -3408573.000000 Penalty: 5086.142578 Iteration 19Q: 3 clusters Score -3408573 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26951 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3408659.500000 Penalty: 5086.142578 Iteration 20F: 3 clusters Score -3408660 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27075 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -3408742.250000 Penalty: 5086.142578 Iteration 21Q: 3 clusters Score -3408742 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27177 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -3408808.750000 Penalty: 5086.142578 Iteration 22Q: 3 clusters Score -3408809 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27256 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -3408856.750000 Penalty: 5086.142578 Iteration 23Q: 3 clusters Score -3408857 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -3408909.000000 Penalty: 5086.142578 Iteration 24Q: 3 clusters Score -3408909 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27389 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -3408971.000000 Penalty: 5086.142578 Iteration 25Q: 3 clusters Score -3408971 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27442 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -3409013.500000 Penalty: 5086.142578 Iteration 26Q: 3 clusters Score -3409014 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27483 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -3409032.500000 Penalty: 5086.142578 Iteration 27Q: 3 clusters Score -3409032 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27521 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -3409062.250000 Penalty: 5086.142578 Iteration 28Q: 3 clusters Score -3409062 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27549 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -3409091.250000 Penalty: 5086.142578 Iteration 29Q: 3 clusters Score -3409091 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27575 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -3409106.750000 Penalty: 5086.142578 Iteration 30Q: 3 clusters Score -3409107 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27591 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -3409116.500000 Penalty: 5086.142578 Iteration 31Q: 3 clusters Score -3409116 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27602 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -3409127.250000 Penalty: 5086.142578 Iteration 32Q: 3 clusters Score -3409127 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27612 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -3409127.750000 Penalty: 5086.142578 Iteration 33Q: 3 clusters Score -3409128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27620 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -3409133.250000 Penalty: 5086.142578 Iteration 34Q: 3 clusters Score -3409133 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27627 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -3409137.500000 Penalty: 5086.142578 Iteration 35Q: 3 clusters Score -3409138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27636 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -3409141.000000 Penalty: 5086.142578 Iteration 36Q: 3 clusters Score -3409141 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27648 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -3409150.000000 Penalty: 5086.142578 Iteration 37Q: 3 clusters Score -3409150 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27655 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -3409149.250000 Penalty: 5086.142578 Iteration 38Q: 3 clusters Score -3409149 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27657 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -3409147.750000 Penalty: 5086.142578 Iteration 39Q: 3 clusters Score -3409148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27656 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -3409153.750000 Penalty: 5086.142578 Iteration 40F: 3 clusters Score -3409154 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (40884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40884 members Entering Unmasked Estep Score: -5048300.500000 Penalty: 2633.386475 Iteration 0F: 2 clusters Score -5048300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20464 members Mstep: Class 2 contains 20420 members Entering Unmasked Estep Score: -5020304.000000 Penalty: 5266.772949 Iteration 0F: 3 clusters Score -5020304 nChanged 18898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20870 members Mstep: Class 2 contains 20014 members Entering Unmasked Estep Score: -5031122.500000 Penalty: 5266.772949 Iteration 1F: 3 clusters Score -5031122 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21058 members Mstep: Class 2 contains 19826 members Entering Unmasked Estep Score: -5031780.000000 Penalty: 5266.772949 Iteration 2Q: 3 clusters Score -5031780 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21358 members Mstep: Class 2 contains 19526 members Entering Unmasked Estep Score: -5032423.500000 Penalty: 5266.772949 Iteration 3Q: 3 clusters Score -5032424 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21751 members Mstep: Class 2 contains 19133 members Entering Unmasked Estep Score: -5033175.500000 Penalty: 5266.772949 Iteration 4Q: 3 clusters Score -5033176 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22367 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -5034048.500000 Penalty: 5266.772949 Iteration 5Q: 3 clusters Score -5034048 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 17616 members Entering Unmasked Estep Score: -5035043.000000 Penalty: 5266.772949 Iteration 6Q: 3 clusters Score -5035043 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24452 members Mstep: Class 2 contains 16432 members Entering Unmasked Estep Score: -5036476.000000 Penalty: 5266.772949 Iteration 7F: 3 clusters Score -5036476 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25728 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -5038202.500000 Penalty: 5266.772949 Iteration 8F: 3 clusters Score -5038202 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26889 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -5039971.500000 Penalty: 5266.772949 Iteration 9F: 3 clusters Score -5039972 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27773 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -5041255.000000 Penalty: 5266.772949 Iteration 10Q: 3 clusters Score -5041255 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28537 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -5041961.000000 Penalty: 5266.772949 Iteration 11Q: 3 clusters Score -5041961 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29261 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -5042382.000000 Penalty: 5266.772949 Iteration 12Q: 3 clusters Score -5042382 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29958 members Mstep: Class 2 contains 10926 members Entering Unmasked Estep Score: -5042741.000000 Penalty: 5266.772949 Iteration 13Q: 3 clusters Score -5042741 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30607 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -5043101.000000 Penalty: 5266.772949 Iteration 14Q: 3 clusters Score -5043101 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31248 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -5043480.500000 Penalty: 5266.772949 Iteration 15Q: 3 clusters Score -5043480 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31861 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -5043848.500000 Penalty: 5266.772949 Iteration 16Q: 3 clusters Score -5043848 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32412 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -5044165.000000 Penalty: 5266.772949 Iteration 17Q: 3 clusters Score -5044165 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32883 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -5044433.000000 Penalty: 5266.772949 Iteration 18Q: 3 clusters Score -5044433 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33296 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -5044635.000000 Penalty: 5266.772949 Iteration 19Q: 3 clusters Score -5044635 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33630 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -5044762.000000 Penalty: 5266.772949 Iteration 20F: 3 clusters Score -5044762 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33941 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -5044877.500000 Penalty: 5266.772949 Iteration 21Q: 3 clusters Score -5044878 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34180 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -5044944.500000 Penalty: 5266.772949 Iteration 22Q: 3 clusters Score -5044944 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34419 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -5044997.500000 Penalty: 5266.772949 Iteration 23Q: 3 clusters Score -5044998 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34668 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -5045065.000000 Penalty: 5266.772949 Iteration 24Q: 3 clusters Score -5045065 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34921 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -5045163.500000 Penalty: 5266.772949 Iteration 25Q: 3 clusters Score -5045164 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35127 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -5045185.500000 Penalty: 5266.772949 Iteration 26Q: 3 clusters Score -5045186 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35310 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -5045234.500000 Penalty: 5266.772949 Iteration 27Q: 3 clusters Score -5045234 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35482 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -5045271.000000 Penalty: 5266.772949 Iteration 28Q: 3 clusters Score -5045271 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35665 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -5045306.000000 Penalty: 5266.772949 Iteration 29Q: 3 clusters Score -5045306 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35833 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -5045350.500000 Penalty: 5266.772949 Iteration 30Q: 3 clusters Score -5045350 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35991 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -5045385.500000 Penalty: 5266.772949 Iteration 31Q: 3 clusters Score -5045386 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36153 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -5045418.000000 Penalty: 5266.772949 Iteration 32Q: 3 clusters Score -5045418 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36324 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -5045473.500000 Penalty: 5266.772949 Iteration 33Q: 3 clusters Score -5045474 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36475 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -5045533.000000 Penalty: 5266.772949 Iteration 34Q: 3 clusters Score -5045533 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36638 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -5045563.000000 Penalty: 5266.772949 Iteration 35Q: 3 clusters Score -5045563 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36790 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -5045617.500000 Penalty: 5266.772949 Iteration 36Q: 3 clusters Score -5045618 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36940 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -5045637.500000 Penalty: 5266.772949 Iteration 37Q: 3 clusters Score -5045638 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37082 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -5045677.500000 Penalty: 5266.772949 Iteration 38Q: 3 clusters Score -5045678 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37221 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -5045730.500000 Penalty: 5266.772949 Iteration 39Q: 3 clusters Score -5045730 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37328 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -5045756.500000 Penalty: 5266.772949 Iteration 40F: 3 clusters Score -5045756 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37436 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -5045778.000000 Penalty: 5266.772949 Iteration 41Q: 3 clusters Score -5045778 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37533 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -5045827.500000 Penalty: 5266.772949 Iteration 42Q: 3 clusters Score -5045828 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37606 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -5045836.000000 Penalty: 5266.772949 Iteration 43Q: 3 clusters Score -5045836 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37670 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -5045841.000000 Penalty: 5266.772949 Iteration 44Q: 3 clusters Score -5045841 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -5045859.500000 Penalty: 5266.772949 Iteration 45Q: 3 clusters Score -5045860 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37817 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -5045883.000000 Penalty: 5266.772949 Iteration 46Q: 3 clusters Score -5045883 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37890 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -5045900.000000 Penalty: 5266.772949 Iteration 47Q: 3 clusters Score -5045900 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37968 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -5045927.000000 Penalty: 5266.772949 Iteration 48Q: 3 clusters Score -5045927 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38044 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -5045948.500000 Penalty: 5266.772949 Iteration 49Q: 3 clusters Score -5045948 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38119 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -5045977.000000 Penalty: 5266.772949 Iteration 50Q: 3 clusters Score -5045977 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38180 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -5046001.000000 Penalty: 5266.772949 Iteration 51Q: 3 clusters Score -5046001 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38231 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -5046008.000000 Penalty: 5266.772949 Iteration 52Q: 3 clusters Score -5046008 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38280 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -5046017.000000 Penalty: 5266.772949 Iteration 53Q: 3 clusters Score -5046017 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38323 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -5046020.000000 Penalty: 5266.772949 Iteration 54Q: 3 clusters Score -5046020 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38357 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -5046016.000000 Penalty: 5266.772949 Iteration 55Q: 3 clusters Score -5046016 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38388 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -5046020.000000 Penalty: 5266.772949 Iteration 56Q: 3 clusters Score -5046020 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38422 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -5046035.500000 Penalty: 5266.772949 Iteration 57Q: 3 clusters Score -5046036 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38450 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -5046067.000000 Penalty: 5266.772949 Iteration 62Q: 3 clusters Score -5046067 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38530 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -5046072.500000 Penalty: 5266.772949 Iteration 63Q: 3 clusters Score -5046072 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38543 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -5046064.500000 Penalty: 5266.772949 Iteration 64Q: 3 clusters Score -5046064 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38565 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -5046066.000000 Penalty: 5266.772949 Iteration 65Q: 3 clusters Score -5046066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38591 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -5046063.500000 Penalty: 5266.772949 Iteration 66Q: 3 clusters Score -5046064 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38617 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -5046082.500000 Penalty: 5266.772949 Iteration 67Q: 3 clusters Score -5046082 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38654 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -5046094.500000 Penalty: 5266.772949 Iteration 68Q: 3 clusters Score -5046094 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38685 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -5046119.000000 Penalty: 5266.772949 Iteration 69Q: 3 clusters Score -5046119 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38718 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -5046119.000000 Penalty: 5266.772949 Iteration 70Q: 3 clusters Score -5046119 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38746 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -5046123.500000 Penalty: 5266.772949 Iteration 71Q: 3 clusters Score -5046124 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38774 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -5046146.000000 Penalty: 5266.772949 Iteration 72Q: 3 clusters Score -5046146 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38799 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -5046140.500000 Penalty: 5266.772949 Iteration 73Q: 3 clusters Score -5046140 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38824 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -5046144.000000 Penalty: 5266.772949 Iteration 74Q: 3 clusters Score -5046144 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38852 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -5046157.500000 Penalty: 5266.772949 Iteration 75Q: 3 clusters Score -5046158 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38875 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -5046156.000000 Penalty: 5266.772949 Iteration 76Q: 3 clusters Score -5046156 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38895 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -5046159.000000 Penalty: 5266.772949 Iteration 77Q: 3 clusters Score -5046159 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38922 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -5046175.500000 Penalty: 5266.772949 Iteration 78Q: 3 clusters Score -5046176 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38948 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -5046180.500000 Penalty: 5266.772949 Iteration 79Q: 3 clusters Score -5046180 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38968 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -5046183.000000 Penalty: 5266.772949 Iteration 80F: 3 clusters Score -5046183 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38986 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -5046190.500000 Penalty: 5266.772949 Iteration 81Q: 3 clusters Score -5046190 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38998 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -5046181.000000 Penalty: 5266.772949 Iteration 82Q: 3 clusters Score -5046181 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39010 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -5046193.500000 Penalty: 5266.772949 Iteration 83Q: 3 clusters Score -5046194 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39027 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -5046194.500000 Penalty: 5266.772949 Iteration 84Q: 3 clusters Score -5046194 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39038 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -5046191.500000 Penalty: 5266.772949 Iteration 85Q: 3 clusters Score -5046192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39043 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -5046197.500000 Penalty: 5266.772949 Iteration 86Q: 3 clusters Score -5046198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39046 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -5046202.000000 Penalty: 5266.772949 Iteration 87Q: 3 clusters Score -5046202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39050 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -5046199.500000 Penalty: 5266.772949 Iteration 88Q: 3 clusters Score -5046200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39053 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -5046202.000000 Penalty: 5266.772949 Iteration 89Q: 3 clusters Score -5046202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39056 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -5046199.000000 Penalty: 5266.772949 Iteration 90Q: 3 clusters Score -5046199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39057 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -5046199.500000 Penalty: 5266.772949 Iteration 91Q: 3 clusters Score -5046200 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39059 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -5046201.000000 Penalty: 5266.772949 Iteration 92Q: 3 clusters Score -5046201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39063 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -5046206.500000 Penalty: 5266.772949 Iteration 93Q: 3 clusters Score -5046206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39065 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -5046204.000000 Penalty: 5266.772949 Iteration 94Q: 3 clusters Score -5046204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39068 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -5046205.000000 Penalty: 5266.772949 Iteration 95Q: 3 clusters Score -5046205 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39075 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -5046209.500000 Penalty: 5266.772949 Iteration 96Q: 3 clusters Score -5046210 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39082 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -5046209.000000 Penalty: 5266.772949 Iteration 97Q: 3 clusters Score -5046209 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39097 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -5046210.000000 Penalty: 5266.772949 Iteration 98Q: 3 clusters Score -5046210 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39113 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -5046221.500000 Penalty: 5266.772949 Iteration 99Q: 3 clusters Score -5046222 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39120 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -5046220.500000 Penalty: 5266.772949 Iteration 100F: 3 clusters Score -5046220 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39131 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -5046227.000000 Penalty: 5266.772949 Iteration 101Q: 3 clusters Score -5046227 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39140 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -5046230.000000 Penalty: 5266.772949 Iteration 102Q: 3 clusters Score -5046230 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39147 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -5046233.000000 Penalty: 5266.772949 Iteration 103Q: 3 clusters Score -5046233 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39152 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -5046230.500000 Penalty: 5266.772949 Iteration 104Q: 3 clusters Score -5046230 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39159 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -5046235.000000 Penalty: 5266.772949 Iteration 105Q: 3 clusters Score -5046235 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39166 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -5046238.000000 Penalty: 5266.772949 Iteration 106Q: 3 clusters Score -5046238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39171 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -5046236.500000 Penalty: 5266.772949 Iteration 107Q: 3 clusters Score -5046236 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39177 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -5046240.500000 Penalty: 5266.772949 Iteration 108Q: 3 clusters Score -5046240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39180 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -5046237.500000 Penalty: 5266.772949 Iteration 109Q: 3 clusters Score -5046238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39181 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -5046242.500000 Penalty: 5266.772949 Iteration 110Q: 3 clusters Score -5046242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39182 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -5046246.000000 Penalty: 5266.772949 Iteration 111Q: 3 clusters Score -5046246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39182 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -5046246.000000 Penalty: 5266.772949 Iteration 112F: 3 clusters Score -5046246 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -71661.046875 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71661.05 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -72160.859375 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -72160.86 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -72333.398438 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72333.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -72417.828125 Penalty: 3259.157959 Iteration 3Q: 3 clusters Score -72417.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -72461.734375 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -72461.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -72502.570312 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -72502.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -72543.593750 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -72543.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -72573.609375 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -72573.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -72611.406250 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -72611.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -72640.976562 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -72640.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -72643.140625 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -72643.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -72643.140625 Penalty: 3259.157959 Iteration 11F: 3 clusters Score -72643.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Entering Unmasked Estep Score: -43823.421875 Penalty: 1493.814941 Iteration 0F: 2 clusters Score -43823.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -42453.214844 Penalty: 2987.629883 Iteration 0F: 3 clusters Score -42453.21 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -42641.839844 Penalty: 2987.629883 Iteration 1F: 3 clusters Score -42641.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -42700.640625 Penalty: 2987.629883 Iteration 2Q: 3 clusters Score -42700.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -42721.042969 Penalty: 2987.629883 Iteration 3Q: 3 clusters Score -42721.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -42730.554688 Penalty: 2987.629883 Iteration 4Q: 3 clusters Score -42730.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -42735.605469 Penalty: 2987.629883 Iteration 5Q: 3 clusters Score -42735.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -42738.292969 Penalty: 2987.629883 Iteration 6Q: 3 clusters Score -42738.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42740.496094 Penalty: 2987.629883 Iteration 7Q: 3 clusters Score -42740.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42740.496094 Penalty: 2987.629883 Iteration 8F: 3 clusters Score -42740.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54809 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7879 members Mstep: Class 8 contains 8813 members Mstep: Class 9 contains 24143 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152753 members Mstep: Class 16 contains 5688 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28405 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027988.000000 Penalty: 70805.890625 Iteration 239Q: 23 clusters Score -5.202799e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54819 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7877 members Mstep: Class 8 contains 8809 members Mstep: Class 9 contains 24130 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152749 members Mstep: Class 16 contains 5699 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28406 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52027968.000000 Penalty: 70805.890625 Iteration 240F: 23 clusters Score -5.202797e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54833 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7875 members Mstep: Class 8 contains 8798 members Mstep: Class 9 contains 24116 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152743 members Mstep: Class 16 contains 5716 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28409 members Mstep: Class 20 contains 40883 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028036.000000 Penalty: 70805.890625 Iteration 241Q: 23 clusters Score -5.202804e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54847 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7877 members Mstep: Class 8 contains 8790 members Mstep: Class 9 contains 24098 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152740 members Mstep: Class 16 contains 5722 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28412 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028044.000000 Penalty: 70805.890625 Iteration 242Q: 23 clusters Score -5.202804e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54871 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7880 members Mstep: Class 8 contains 8789 members Mstep: Class 9 contains 24069 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152738 members Mstep: Class 16 contains 5725 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28416 members Mstep: Class 20 contains 40882 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028084.000000 Penalty: 70805.890625 Iteration 243Q: 23 clusters Score -5.202808e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54898 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7881 members Mstep: Class 8 contains 8784 members Mstep: Class 9 contains 24035 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152731 members Mstep: Class 16 contains 5732 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28425 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028076.000000 Penalty: 70805.890625 Iteration 244Q: 23 clusters Score -5.202808e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54924 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7882 members Mstep: Class 8 contains 8776 members Mstep: Class 9 contains 24006 members Mstep: Class 10 contains 1479 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152726 members Mstep: Class 16 contains 5741 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28432 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028152.000000 Penalty: 70805.890625 Iteration 245Q: 23 clusters Score -5.202815e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54949 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7883 members Mstep: Class 8 contains 8771 members Mstep: Class 9 contains 23979 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152722 members Mstep: Class 16 contains 5745 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28440 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028084.000000 Penalty: 70805.890625 Iteration 246Q: 23 clusters Score -5.202808e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54980 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13276 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7886 members Mstep: Class 8 contains 8766 members Mstep: Class 9 contains 23943 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152720 members Mstep: Class 16 contains 5753 members Mstep: Class 17 contains 6021 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28443 members Mstep: Class 20 contains 40884 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028156.000000 Penalty: 70805.890625 Iteration 247Q: 23 clusters Score -5.202816e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55016 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13276 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7885 members Mstep: Class 8 contains 8760 members Mstep: Class 9 contains 23904 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152719 members Mstep: Class 16 contains 5761 members Mstep: Class 17 contains 6023 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28445 members Mstep: Class 20 contains 40883 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028180.000000 Penalty: 70805.890625 Iteration 248Q: 23 clusters Score -5.202818e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55050 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13273 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7884 members Mstep: Class 8 contains 8754 members Mstep: Class 9 contains 23866 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152712 members Mstep: Class 16 contains 5767 members Mstep: Class 17 contains 6024 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28455 members Mstep: Class 20 contains 40887 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028180.000000 Penalty: 70805.890625 Iteration 249Q: 23 clusters Score -5.202818e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55089 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13273 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7885 members Mstep: Class 8 contains 8749 members Mstep: Class 9 contains 23824 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152712 members Mstep: Class 16 contains 5770 members Mstep: Class 17 contains 6026 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28457 members Mstep: Class 20 contains 40889 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028196.000000 Penalty: 70805.890625 Iteration 250Q: 23 clusters Score -5.20282e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55123 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13274 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42322 members Mstep: Class 7 contains 7885 members Mstep: Class 8 contains 8739 members Mstep: Class 9 contains 23791 members Mstep: Class 10 contains 1470 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152710 members Mstep: Class 16 contains 5774 members Mstep: Class 17 contains 6027 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28463 members Mstep: Class 20 contains 40890 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028216.000000 Penalty: 70805.890625 Iteration 251Q: 23 clusters Score -5.202822e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55157 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13275 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42321 members Mstep: Class 7 contains 7884 members Mstep: Class 8 contains 8724 members Mstep: Class 9 contains 23758 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152707 members Mstep: Class 16 contains 5778 members Mstep: Class 17 contains 6029 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28473 members Mstep: Class 20 contains 40890 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028184.000000 Penalty: 70805.890625 Iteration 252Q: 23 clusters Score -5.202818e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55181 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13276 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42321 members Mstep: Class 7 contains 7884 members Mstep: Class 8 contains 8707 members Mstep: Class 9 contains 23727 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152703 members Mstep: Class 16 contains 5792 members Mstep: Class 17 contains 6031 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28485 members Mstep: Class 20 contains 40891 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028236.000000 Penalty: 70805.890625 Iteration 253Q: 23 clusters Score -5.202824e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55206 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42321 members Mstep: Class 7 contains 7882 members Mstep: Class 8 contains 8689 members Mstep: Class 9 contains 23698 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152699 members Mstep: Class 16 contains 5806 members Mstep: Class 17 contains 6029 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28499 members Mstep: Class 20 contains 40892 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028260.000000 Penalty: 70805.890625 Iteration 254Q: 23 clusters Score -5.202826e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55237 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42319 members Mstep: Class 7 contains 7880 members Mstep: Class 8 contains 8679 members Mstep: Class 9 contains 23662 members Mstep: Class 10 contains 1470 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152692 members Mstep: Class 16 contains 5819 members Mstep: Class 17 contains 6029 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28512 members Mstep: Class 20 contains 40892 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028304.000000 Penalty: 70805.890625 Iteration 255Q: 23 clusters Score -5.20283e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55261 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13277 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 42319 members Mstep: Class 7 contains 7878 members Mstep: Class 8 contains 8662 members Mstep: Class 9 contains 23634 members Mstep: Class 10 contains 1471 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152686 members Mstep: Class 16 contains 5829 members Mstep: Class 17 contains 6029 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28532 members Mstep: Class 20 contains 40891 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028340.000000 Penalty: 70805.890625 Iteration 256Q: 23 clusters Score -5.202834e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55293 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13279 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42315 members Mstep: Class 7 contains 7879 members Mstep: Class 8 contains 8651 members Mstep: Class 9 contains 23594 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152680 members Mstep: Class 16 contains 5835 members Mstep: Class 17 contains 6029 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28552 members Mstep: Class 20 contains 40892 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028364.000000 Penalty: 70805.890625 Iteration 257Q: 23 clusters Score -5.202836e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55319 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13279 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42313 members Mstep: Class 7 contains 7880 members Mstep: Class 8 contains 8640 members Mstep: Class 9 contains 23564 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152679 members Mstep: Class 16 contains 5838 members Mstep: Class 17 contains 6030 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28564 members Mstep: Class 20 contains 40893 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028392.000000 Penalty: 70805.890625 Iteration 258Q: 23 clusters Score -5.202839e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55341 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42313 members Mstep: Class 7 contains 7878 members Mstep: Class 8 contains 8636 members Mstep: Class 9 contains 23534 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152673 members Mstep: Class 16 contains 5847 members Mstep: Class 17 contains 6032 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28574 members Mstep: Class 20 contains 40892 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028312.000000 Penalty: 70805.890625 Iteration 259Q: 23 clusters Score -5.202831e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55362 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13278 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42313 members Mstep: Class 7 contains 7876 members Mstep: Class 8 contains 8635 members Mstep: Class 9 contains 23503 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152662 members Mstep: Class 16 contains 5853 members Mstep: Class 17 contains 6034 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28593 members Mstep: Class 20 contains 40893 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028360.000000 Penalty: 70805.890625 Iteration 260F: 23 clusters Score -5.202836e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55386 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13279 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42313 members Mstep: Class 7 contains 7875 members Mstep: Class 8 contains 8630 members Mstep: Class 9 contains 23471 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152652 members Mstep: Class 16 contains 5860 members Mstep: Class 17 contains 6037 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28610 members Mstep: Class 20 contains 40893 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028348.000000 Penalty: 70805.890625 Iteration 261Q: 23 clusters Score -5.202835e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55407 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13282 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42313 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8627 members Mstep: Class 9 contains 23445 members Mstep: Class 10 contains 1466 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152645 members Mstep: Class 16 contains 5868 members Mstep: Class 17 contains 6040 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28616 members Mstep: Class 20 contains 40894 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028320.000000 Penalty: 70805.890625 Iteration 262Q: 23 clusters Score -5.202832e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55431 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13290 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42312 members Mstep: Class 7 contains 7873 members Mstep: Class 8 contains 8615 members Mstep: Class 9 contains 23412 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6857 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152638 members Mstep: Class 16 contains 5875 members Mstep: Class 17 contains 6042 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28624 members Mstep: Class 20 contains 40897 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028332.000000 Penalty: 70805.890625 Iteration 263Q: 23 clusters Score -5.202833e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55457 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13298 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42309 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8604 members Mstep: Class 9 contains 23378 members Mstep: Class 10 contains 1463 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6857 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152635 members Mstep: Class 16 contains 5881 members Mstep: Class 17 contains 6047 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28633 members Mstep: Class 20 contains 40898 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028388.000000 Penalty: 70805.890625 Iteration 264Q: 23 clusters Score -5.202839e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55486 members Mstep: Class 2 contains 24706 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13306 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42304 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8599 members Mstep: Class 9 contains 23326 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152630 members Mstep: Class 16 contains 5895 members Mstep: Class 17 contains 6050 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 40903 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028356.000000 Penalty: 70805.890625 Iteration 265Q: 23 clusters Score -5.202836e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55520 members Mstep: Class 2 contains 24707 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13313 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42301 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 8593 members Mstep: Class 9 contains 23282 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6855 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152628 members Mstep: Class 16 contains 5902 members Mstep: Class 17 contains 6050 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28656 members Mstep: Class 20 contains 40904 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028336.000000 Penalty: 70805.890625 Iteration 266Q: 23 clusters Score -5.202834e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55555 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13317 members Mstep: Class 5 contains 1335 members Mstep: Class 6 contains 42298 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8591 members Mstep: Class 9 contains 23242 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152619 members Mstep: Class 16 contains 5906 members Mstep: Class 17 contains 6049 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28664 members Mstep: Class 20 contains 40905 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028388.000000 Penalty: 70805.890625 Iteration 267Q: 23 clusters Score -5.202839e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55587 members Mstep: Class 2 contains 24705 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13319 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42298 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8583 members Mstep: Class 9 contains 23204 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6858 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152611 members Mstep: Class 16 contains 5916 members Mstep: Class 17 contains 6052 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28670 members Mstep: Class 20 contains 40907 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028380.000000 Penalty: 70805.890625 Iteration 268Q: 23 clusters Score -5.202838e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55611 members Mstep: Class 2 contains 24704 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13322 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42298 members Mstep: Class 7 contains 7869 members Mstep: Class 8 contains 8576 members Mstep: Class 9 contains 23177 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6858 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152606 members Mstep: Class 16 contains 5924 members Mstep: Class 17 contains 6049 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28680 members Mstep: Class 20 contains 40908 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028392.000000 Penalty: 70805.890625 Iteration 269Q: 23 clusters Score -5.202839e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55633 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13323 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42297 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8566 members Mstep: Class 9 contains 23151 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6858 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152599 members Mstep: Class 16 contains 5931 members Mstep: Class 17 contains 6047 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28693 members Mstep: Class 20 contains 40911 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028412.000000 Penalty: 70805.890625 Iteration 270Q: 23 clusters Score -5.202841e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55660 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13323 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42297 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8551 members Mstep: Class 9 contains 23119 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152589 members Mstep: Class 16 contains 5936 members Mstep: Class 17 contains 6047 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28713 members Mstep: Class 20 contains 40913 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028408.000000 Penalty: 70805.890625 Iteration 271Q: 23 clusters Score -5.202841e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55692 members Mstep: Class 2 contains 24703 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13323 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42297 members Mstep: Class 7 contains 7872 members Mstep: Class 8 contains 8543 members Mstep: Class 9 contains 23076 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6859 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152582 members Mstep: Class 16 contains 5949 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28728 members Mstep: Class 20 contains 40916 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028444.000000 Penalty: 70805.890625 Iteration 272Q: 23 clusters Score -5.202844e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55721 members Mstep: Class 2 contains 24702 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13324 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 42297 members Mstep: Class 7 contains 7873 members Mstep: Class 8 contains 8526 members Mstep: Class 9 contains 23047 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6857 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152577 members Mstep: Class 16 contains 5958 members Mstep: Class 17 contains 6047 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28740 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028480.000000 Penalty: 70805.890625 Iteration 273Q: 23 clusters Score -5.202848e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55748 members Mstep: Class 2 contains 24701 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13324 members Mstep: Class 5 contains 1333 members Mstep: Class 6 contains 42297 members Mstep: Class 7 contains 7875 members Mstep: Class 8 contains 8514 members Mstep: Class 9 contains 23015 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152564 members Mstep: Class 16 contains 5976 members Mstep: Class 17 contains 6049 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28751 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028492.000000 Penalty: 70805.890625 Iteration 274Q: 23 clusters Score -5.202849e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55766 members Mstep: Class 2 contains 24700 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13326 members Mstep: Class 5 contains 1333 members Mstep: Class 6 contains 42296 members Mstep: Class 7 contains 7878 members Mstep: Class 8 contains 8502 members Mstep: Class 9 contains 22988 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6857 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152558 members Mstep: Class 16 contains 5986 members Mstep: Class 17 contains 6048 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28765 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028532.000000 Penalty: 70805.890625 Iteration 275Q: 23 clusters Score -5.202853e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55777 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13329 members Mstep: Class 5 contains 1333 members Mstep: Class 6 contains 42296 members Mstep: Class 7 contains 7877 members Mstep: Class 8 contains 8487 members Mstep: Class 9 contains 22967 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6857 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152548 members Mstep: Class 16 contains 6013 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28774 members Mstep: Class 20 contains 40918 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028484.000000 Penalty: 70805.890625 Iteration 276Q: 23 clusters Score -5.202848e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55788 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13332 members Mstep: Class 5 contains 1333 members Mstep: Class 6 contains 42296 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8467 members Mstep: Class 9 contains 22949 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152540 members Mstep: Class 16 contains 6037 members Mstep: Class 17 contains 6046 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28788 members Mstep: Class 20 contains 40920 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028520.000000 Penalty: 70805.890625 Iteration 277Q: 23 clusters Score -5.202852e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55789 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13333 members Mstep: Class 5 contains 1333 members Mstep: Class 6 contains 42296 members Mstep: Class 7 contains 7873 members Mstep: Class 8 contains 8444 members Mstep: Class 9 contains 22933 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152528 members Mstep: Class 16 contains 6068 members Mstep: Class 17 contains 6045 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28806 members Mstep: Class 20 contains 40917 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028508.000000 Penalty: 70805.890625 Iteration 278Q: 23 clusters Score -5.202851e+07 nChanged 91 Entering ConstructFrom: Score: -52028508.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (55793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55793 members Entering Unmasked Estep Score: -6907440.000000 Penalty: 2710.491943 Iteration 0F: 2 clusters Score -6907440 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27834 members Mstep: Class 2 contains 27959 members Entering Unmasked Estep Score: -6870080.500000 Penalty: 5420.983887 Iteration 0F: 3 clusters Score -6870080 nChanged 25935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27437 members Mstep: Class 2 contains 28356 members Entering Unmasked Estep Score: -6884293.500000 Penalty: 5420.983887 Iteration 1F: 3 clusters Score -6884294 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27285 members Mstep: Class 2 contains 28508 members Entering Unmasked Estep Score: -6884870.000000 Penalty: 5420.983887 Iteration 2Q: 3 clusters Score -6884870 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27186 members Mstep: Class 2 contains 28607 members Entering Unmasked Estep Score: -6885463.500000 Penalty: 5420.983887 Iteration 3Q: 3 clusters Score -6885464 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27079 members Mstep: Class 2 contains 28714 members Entering Unmasked Estep Score: -6886019.500000 Penalty: 5420.983887 Iteration 4Q: 3 clusters Score -6886020 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26932 members Mstep: Class 2 contains 28861 members Entering Unmasked Estep Score: -6886694.500000 Penalty: 5420.983887 Iteration 5Q: 3 clusters Score -6886694 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26697 members Mstep: Class 2 contains 29096 members Entering Unmasked Estep Score: -6887424.000000 Penalty: 5420.983887 Iteration 6Q: 3 clusters Score -6887424 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26384 members Mstep: Class 2 contains 29409 members Entering Unmasked Estep Score: -6888341.000000 Penalty: 5420.983887 Iteration 7Q: 3 clusters Score -6888341 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25889 members Mstep: Class 2 contains 29904 members Entering Unmasked Estep Score: -6889351.500000 Penalty: 5420.983887 Iteration 8Q: 3 clusters Score -6889352 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25300 members Mstep: Class 2 contains 30493 members Entering Unmasked Estep Score: -6890413.500000 Penalty: 5420.983887 Iteration 9Q: 3 clusters Score -6890414 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24524 members Mstep: Class 2 contains 31269 members Entering Unmasked Estep Score: -6891301.000000 Penalty: 5420.983887 Iteration 10Q: 3 clusters Score -6891301 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 32301 members Entering Unmasked Estep Score: -6892211.000000 Penalty: 5420.983887 Iteration 11Q: 3 clusters Score -6892211 nChanged 2007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22271 members Mstep: Class 2 contains 33522 members Entering Unmasked Estep Score: -6892931.500000 Penalty: 5420.983887 Iteration 12Q: 3 clusters Score -6892932 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20833 members Mstep: Class 2 contains 34960 members Entering Unmasked Estep Score: -6893681.500000 Penalty: 5420.983887 Iteration 13Q: 3 clusters Score -6893682 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19133 members Mstep: Class 2 contains 36660 members Entering Unmasked Estep Score: -6894419.500000 Penalty: 5420.983887 Iteration 14Q: 3 clusters Score -6894420 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 38567 members Entering Unmasked Estep Score: -6895277.500000 Penalty: 5420.983887 Iteration 15Q: 3 clusters Score -6895278 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 40678 members Entering Unmasked Estep Score: -6896232.000000 Penalty: 5420.983887 Iteration 16Q: 3 clusters Score -6896232 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 42918 members Entering Unmasked Estep Score: -6897402.500000 Penalty: 5420.983887 Iteration 17Q: 3 clusters Score -6897402 nChanged 2435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 45349 members Entering Unmasked Estep Score: -6898761.500000 Penalty: 5420.983887 Iteration 18Q: 3 clusters Score -6898762 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 47752 members Entering Unmasked Estep Score: -6900237.500000 Penalty: 5420.983887 Iteration 19Q: 3 clusters Score -6900238 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 49899 members Entering Unmasked Estep Score: -6901661.000000 Penalty: 5420.983887 Iteration 20F: 3 clusters Score -6901661 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 51647 members Entering Unmasked Estep Score: -6902814.000000 Penalty: 5420.983887 Iteration 21Q: 3 clusters Score -6902814 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 52897 members Entering Unmasked Estep Score: -6903610.500000 Penalty: 5420.983887 Iteration 22Q: 3 clusters Score -6903610 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 53715 members Entering Unmasked Estep Score: -6904128.000000 Penalty: 5420.983887 Iteration 23Q: 3 clusters Score -6904128 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 54274 members Entering Unmasked Estep Score: -6904471.500000 Penalty: 5420.983887 Iteration 24Q: 3 clusters Score -6904472 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 54621 members Entering Unmasked Estep Score: -6904722.500000 Penalty: 5420.983887 Iteration 25Q: 3 clusters Score -6904722 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 54845 members Entering Unmasked Estep Score: -6904884.500000 Penalty: 5420.983887 Iteration 26Q: 3 clusters Score -6904884 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 54977 members Entering Unmasked Estep Score: -6904982.500000 Penalty: 5420.983887 Iteration 27Q: 3 clusters Score -6904982 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 55055 members Entering Unmasked Estep Score: -6905051.000000 Penalty: 5420.983887 Iteration 28Q: 3 clusters Score -6905051 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 55114 members Entering Unmasked Estep Score: -6905100.000000 Penalty: 5420.983887 Iteration 29Q: 3 clusters Score -6905100 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 55159 members Entering Unmasked Estep Score: -6905131.000000 Penalty: 5420.983887 Iteration 30Q: 3 clusters Score -6905131 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 55191 members Entering Unmasked Estep Score: -6905143.500000 Penalty: 5420.983887 Iteration 31Q: 3 clusters Score -6905144 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 55205 members Entering Unmasked Estep Score: -6905156.000000 Penalty: 5420.983887 Iteration 32Q: 3 clusters Score -6905156 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 55214 members Entering Unmasked Estep Score: -6905166.000000 Penalty: 5420.983887 Iteration 33Q: 3 clusters Score -6905166 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 55228 members Entering Unmasked Estep Score: -6905168.000000 Penalty: 5420.983887 Iteration 34Q: 3 clusters Score -6905168 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 55240 members Entering Unmasked Estep Score: -6905172.500000 Penalty: 5420.983887 Iteration 35Q: 3 clusters Score -6905172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 55245 members Entering Unmasked Estep Score: -6905181.500000 Penalty: 5420.983887 Iteration 36Q: 3 clusters Score -6905182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 55248 members Entering Unmasked Estep Score: -6905181.000000 Penalty: 5420.983887 Iteration 37Q: 3 clusters Score -6905181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 55250 members Entering Unmasked Estep Score: -6905185.000000 Penalty: 5420.983887 Iteration 38Q: 3 clusters Score -6905185 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 55253 members Entering Unmasked Estep Score: -6905188.500000 Penalty: 5420.983887 Iteration 39Q: 3 clusters Score -6905188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 55256 members Entering Unmasked Estep Score: -6905192.000000 Penalty: 5420.983887 Iteration 40F: 3 clusters Score -6905192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 55261 members Entering Unmasked Estep Score: -6905199.000000 Penalty: 5420.983887 Iteration 41Q: 3 clusters Score -6905199 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 55265 members Entering Unmasked Estep Score: -6905198.000000 Penalty: 5420.983887 Iteration 42Q: 3 clusters Score -6905198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 55270 members Entering Unmasked Estep Score: -6905207.500000 Penalty: 5420.983887 Iteration 43Q: 3 clusters Score -6905208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 55269 members Entering Unmasked Estep Score: -6905209.500000 Penalty: 5420.983887 Iteration 44Q: 3 clusters Score -6905210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 55270 members Entering Unmasked Estep Score: -6905207.000000 Penalty: 5420.983887 Iteration 45Q: 3 clusters Score -6905207 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 55271 members Entering Unmasked Estep Score: -6905211.000000 Penalty: 5420.983887 Iteration 46Q: 3 clusters Score -6905211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 55273 members Entering Unmasked Estep Score: -6905215.500000 Penalty: 5420.983887 Iteration 47Q: 3 clusters Score -6905216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 55274 members Entering Unmasked Estep Score: -6905220.500000 Penalty: 5420.983887 Iteration 48Q: 3 clusters Score -6905220 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 55274 members Entering Unmasked Estep Score: -6905220.500000 Penalty: 5420.983887 Iteration 49F: 3 clusters Score -6905220 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24699 members Entering Unmasked Estep Score: -2992349.750000 Penalty: 2508.400391 Iteration 0F: 2 clusters Score -2992350 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12422 members Mstep: Class 2 contains 12277 members Entering Unmasked Estep Score: -2975356.000000 Penalty: 5016.800781 Iteration 0F: 3 clusters Score -2975356 nChanged 11011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -2981230.250000 Penalty: 5016.800781 Iteration 1F: 3 clusters Score -2981230 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13178 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -2981727.000000 Penalty: 5016.800781 Iteration 2F: 3 clusters Score -2981727 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -2982176.000000 Penalty: 5016.800781 Iteration 3Q: 3 clusters Score -2982176 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14171 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -2982628.750000 Penalty: 5016.800781 Iteration 4Q: 3 clusters Score -2982629 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14888 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -2983099.500000 Penalty: 5016.800781 Iteration 5Q: 3 clusters Score -2983100 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -2983676.750000 Penalty: 5016.800781 Iteration 6Q: 3 clusters Score -2983677 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16961 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -2984485.500000 Penalty: 5016.800781 Iteration 7F: 3 clusters Score -2984486 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18396 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -2985653.500000 Penalty: 5016.800781 Iteration 8F: 3 clusters Score -2985654 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -2987068.500000 Penalty: 5016.800781 Iteration 9F: 3 clusters Score -2987068 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21344 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -2988699.500000 Penalty: 5016.800781 Iteration 10F: 3 clusters Score -2988700 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22490 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -2990138.750000 Penalty: 5016.800781 Iteration 11F: 3 clusters Score -2990139 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -2991072.250000 Penalty: 5016.800781 Iteration 12Q: 3 clusters Score -2991072 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23393 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -2991573.750000 Penalty: 5016.800781 Iteration 13Q: 3 clusters Score -2991574 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23503 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -2991799.500000 Penalty: 5016.800781 Iteration 14Q: 3 clusters Score -2991800 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23539 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -2991927.500000 Penalty: 5016.800781 Iteration 15Q: 3 clusters Score -2991928 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23553 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -2991980.750000 Penalty: 5016.800781 Iteration 16Q: 3 clusters Score -2991981 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23568 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -2992013.250000 Penalty: 5016.800781 Iteration 17Q: 3 clusters Score -2992013 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23581 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -2992029.000000 Penalty: 5016.800781 Iteration 18Q: 3 clusters Score -2992029 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23573 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -2992039.500000 Penalty: 5016.800781 Iteration 19Q: 3 clusters Score -2992040 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23573 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -2992064.000000 Penalty: 5016.800781 Iteration 20F: 3 clusters Score -2992064 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -2992083.500000 Penalty: 5016.800781 Iteration 21Q: 3 clusters Score -2992084 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -2992097.000000 Penalty: 5016.800781 Iteration 22Q: 3 clusters Score -2992097 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23542 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -2992102.500000 Penalty: 5016.800781 Iteration 23Q: 3 clusters Score -2992102 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23538 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -2992112.500000 Penalty: 5016.800781 Iteration 24Q: 3 clusters Score -2992112 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23532 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -2992112.000000 Penalty: 5016.800781 Iteration 25Q: 3 clusters Score -2992112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23531 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -2992117.750000 Penalty: 5016.800781 Iteration 26Q: 3 clusters Score -2992118 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23529 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -2992121.000000 Penalty: 5016.800781 Iteration 27Q: 3 clusters Score -2992121 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23529 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -2992119.750000 Penalty: 5016.800781 Iteration 28Q: 3 clusters Score -2992120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23530 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -2992122.500000 Penalty: 5016.800781 Iteration 29Q: 3 clusters Score -2992122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23529 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -2992120.250000 Penalty: 5016.800781 Iteration 30Q: 3 clusters Score -2992120 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23525 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -2992126.000000 Penalty: 5016.800781 Iteration 31Q: 3 clusters Score -2992126 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23524 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -2992132.500000 Penalty: 5016.800781 Iteration 32Q: 3 clusters Score -2992132 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23518 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -2992134.750000 Penalty: 5016.800781 Iteration 33Q: 3 clusters Score -2992135 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -2992138.500000 Penalty: 5016.800781 Iteration 34Q: 3 clusters Score -2992138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2992136.500000 Penalty: 5016.800781 Iteration 35Q: 3 clusters Score -2992136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23514 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -2992139.000000 Penalty: 5016.800781 Iteration 36Q: 3 clusters Score -2992139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23514 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -2992139.750000 Penalty: 5016.800781 Iteration 37Q: 3 clusters Score -2992140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -2992135.000000 Penalty: 5016.800781 Iteration 38Q: 3 clusters Score -2992135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2992137.750000 Penalty: 5016.800781 Iteration 39Q: 3 clusters Score -2992138 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2992137.750000 Penalty: 5016.800781 Iteration 40F: 3 clusters Score -2992138 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -98364.101562 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98364.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -98834.781250 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98834.78 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -99124.156250 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99124.16 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -99520.820312 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99520.82 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -100023.445312 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -100023.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -100352.335938 Penalty: 3415.212646 Iteration 5F: 3 clusters Score -100352.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -100402.570312 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -100402.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -100418.585938 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -100418.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -100431.187500 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -100431.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -100458.882812 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -100458.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -100497.882812 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100497.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -100536.734375 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100536.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -100544.031250 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -100544.031250 Penalty: 3415.212646 Iteration 13F: 3 clusters Score -100544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55793 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 421 members Mstep: Class 4 contains 13334 members Mstep: Class 5 contains 1332 members Mstep: Class 6 contains 42295 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8420 members Mstep: Class 9 contains 22917 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6855 members Mstep: Class 14 contains 8690 members Mstep: Class 15 contains 152519 members Mstep: Class 16 contains 6102 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28816 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 557 members Entering Unmasked Estep Score: -52027224.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52028508.000000 to -52027224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Entering Unmasked Estep Score: -1563840.625000 Penalty: 2355.521973 Iteration 0F: 2 clusters Score -1563841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -1553943.625000 Penalty: 4711.043945 Iteration 0F: 3 clusters Score -1553944 nChanged 5685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -1557114.125000 Penalty: 4711.043945 Iteration 1F: 3 clusters Score -1557114 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -1557525.125000 Penalty: 4711.043945 Iteration 2F: 3 clusters Score -1557525 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1557846.000000 Penalty: 4711.043945 Iteration 3F: 3 clusters Score -1557846 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -1558135.375000 Penalty: 4711.043945 Iteration 4Q: 3 clusters Score -1558135 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1558451.625000 Penalty: 4711.043945 Iteration 5Q: 3 clusters Score -1558452 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1558797.625000 Penalty: 4711.043945 Iteration 6Q: 3 clusters Score -1558798 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -1559190.125000 Penalty: 4711.043945 Iteration 7Q: 3 clusters Score -1559190 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1559590.625000 Penalty: 4711.043945 Iteration 8Q: 3 clusters Score -1559591 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1560010.750000 Penalty: 4711.043945 Iteration 9Q: 3 clusters Score -1560011 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -1560418.625000 Penalty: 4711.043945 Iteration 10Q: 3 clusters Score -1560419 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1560761.125000 Penalty: 4711.043945 Iteration 11Q: 3 clusters Score -1560761 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -1561043.125000 Penalty: 4711.043945 Iteration 12Q: 3 clusters Score -1561043 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1561265.500000 Penalty: 4711.043945 Iteration 13Q: 3 clusters Score -1561266 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1561422.250000 Penalty: 4711.043945 Iteration 14Q: 3 clusters Score -1561422 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1561544.125000 Penalty: 4711.043945 Iteration 15Q: 3 clusters Score -1561544 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -1561636.250000 Penalty: 4711.043945 Iteration 16Q: 3 clusters Score -1561636 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1561708.875000 Penalty: 4711.043945 Iteration 17Q: 3 clusters Score -1561709 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1561777.500000 Penalty: 4711.043945 Iteration 18Q: 3 clusters Score -1561778 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1561836.750000 Penalty: 4711.043945 Iteration 19Q: 3 clusters Score -1561837 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -1561902.250000 Penalty: 4711.043945 Iteration 20F: 3 clusters Score -1561902 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1561966.500000 Penalty: 4711.043945 Iteration 21Q: 3 clusters Score -1561966 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1562004.875000 Penalty: 4711.043945 Iteration 22Q: 3 clusters Score -1562005 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1562045.500000 Penalty: 4711.043945 Iteration 23Q: 3 clusters Score -1562046 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1562110.250000 Penalty: 4711.043945 Iteration 24Q: 3 clusters Score -1562110 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1562180.500000 Penalty: 4711.043945 Iteration 25Q: 3 clusters Score -1562180 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1562251.000000 Penalty: 4711.043945 Iteration 26Q: 3 clusters Score -1562251 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1562297.000000 Penalty: 4711.043945 Iteration 27Q: 3 clusters Score -1562297 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1562347.125000 Penalty: 4711.043945 Iteration 28Q: 3 clusters Score -1562347 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -1562382.875000 Penalty: 4711.043945 Iteration 29Q: 3 clusters Score -1562383 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1562426.625000 Penalty: 4711.043945 Iteration 30Q: 3 clusters Score -1562427 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1562457.000000 Penalty: 4711.043945 Iteration 31Q: 3 clusters Score -1562457 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1562492.125000 Penalty: 4711.043945 Iteration 32Q: 3 clusters Score -1562492 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1562516.375000 Penalty: 4711.043945 Iteration 33Q: 3 clusters Score -1562516 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -1562536.125000 Penalty: 4711.043945 Iteration 34Q: 3 clusters Score -1562536 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1562562.000000 Penalty: 4711.043945 Iteration 35Q: 3 clusters Score -1562562 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1562585.500000 Penalty: 4711.043945 Iteration 36Q: 3 clusters Score -1562586 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1562610.625000 Penalty: 4711.043945 Iteration 37Q: 3 clusters Score -1562611 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9682 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1562629.500000 Penalty: 4711.043945 Iteration 38Q: 3 clusters Score -1562630 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1562648.250000 Penalty: 4711.043945 Iteration 39Q: 3 clusters Score -1562648 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1562662.125000 Penalty: 4711.043945 Iteration 40F: 3 clusters Score -1562662 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1562677.500000 Penalty: 4711.043945 Iteration 41Q: 3 clusters Score -1562678 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9886 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1562689.625000 Penalty: 4711.043945 Iteration 42Q: 3 clusters Score -1562690 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1562705.500000 Penalty: 4711.043945 Iteration 43Q: 3 clusters Score -1562706 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1562721.125000 Penalty: 4711.043945 Iteration 44Q: 3 clusters Score -1562721 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1562731.500000 Penalty: 4711.043945 Iteration 45Q: 3 clusters Score -1562732 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1562739.500000 Penalty: 4711.043945 Iteration 46Q: 3 clusters Score -1562740 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1562749.375000 Penalty: 4711.043945 Iteration 47Q: 3 clusters Score -1562749 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1562753.250000 Penalty: 4711.043945 Iteration 48Q: 3 clusters Score -1562753 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10123 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1562760.125000 Penalty: 4711.043945 Iteration 49Q: 3 clusters Score -1562760 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10151 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1562761.750000 Penalty: 4711.043945 Iteration 50Q: 3 clusters Score -1562762 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10170 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1562763.625000 Penalty: 4711.043945 Iteration 51Q: 3 clusters Score -1562764 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1562764.875000 Penalty: 4711.043945 Iteration 52Q: 3 clusters Score -1562765 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -1562766.500000 Penalty: 4711.043945 Iteration 53Q: 3 clusters Score -1562766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1562769.875000 Penalty: 4711.043945 Iteration 54Q: 3 clusters Score -1562770 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1562768.500000 Penalty: 4711.043945 Iteration 55Q: 3 clusters Score -1562768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1562770.500000 Penalty: 4711.043945 Iteration 56Q: 3 clusters Score -1562770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10234 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1562771.750000 Penalty: 4711.043945 Iteration 57Q: 3 clusters Score -1562772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1562772.750000 Penalty: 4711.043945 Iteration 58Q: 3 clusters Score -1562773 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -1562775.375000 Penalty: 4711.043945 Iteration 59Q: 3 clusters Score -1562775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1562775.625000 Penalty: 4711.043945 Iteration 60F: 3 clusters Score -1562776 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -1562773.000000 Penalty: 4711.043945 Iteration 61Q: 3 clusters Score -1562773 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -1562777.375000 Penalty: 4711.043945 Iteration 62Q: 3 clusters Score -1562777 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10282 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1562780.125000 Penalty: 4711.043945 Iteration 63Q: 3 clusters Score -1562780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1562787.250000 Penalty: 4711.043945 Iteration 64Q: 3 clusters Score -1562787 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1562787.250000 Penalty: 4711.043945 Iteration 65Q: 3 clusters Score -1562787 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10305 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -1562787.875000 Penalty: 4711.043945 Iteration 66Q: 3 clusters Score -1562788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1562788.625000 Penalty: 4711.043945 Iteration 67Q: 3 clusters Score -1562789 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -1562786.750000 Penalty: 4711.043945 Iteration 68Q: 3 clusters Score -1562787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1562786.375000 Penalty: 4711.043945 Iteration 69Q: 3 clusters Score -1562786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1562787.625000 Penalty: 4711.043945 Iteration 70Q: 3 clusters Score -1562788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1562786.875000 Penalty: 4711.043945 Iteration 71Q: 3 clusters Score -1562787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1562790.375000 Penalty: 4711.043945 Iteration 72Q: 3 clusters Score -1562790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1562791.125000 Penalty: 4711.043945 Iteration 73Q: 3 clusters Score -1562791 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1562793.375000 Penalty: 4711.043945 Iteration 74Q: 3 clusters Score -1562793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1562793.375000 Penalty: 4711.043945 Iteration 75F: 3 clusters Score -1562793 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Entering Unmasked Estep Score: -150995.859375 Penalty: 1784.220337 Iteration 0F: 2 clusters Score -150995.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -148813.750000 Penalty: 3568.440674 Iteration 0F: 3 clusters Score -148813.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -149241.390625 Penalty: 3568.440674 Iteration 1F: 3 clusters Score -149241.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -149386.671875 Penalty: 3568.440674 Iteration 2F: 3 clusters Score -149386.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -149483.703125 Penalty: 3568.440674 Iteration 3F: 3 clusters Score -149483.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -149591.015625 Penalty: 3568.440674 Iteration 4Q: 3 clusters Score -149591 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -149728.906250 Penalty: 3568.440674 Iteration 5Q: 3 clusters Score -149728.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -149835.656250 Penalty: 3568.440674 Iteration 6Q: 3 clusters Score -149835.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -149913.609375 Penalty: 3568.440674 Iteration 7Q: 3 clusters Score -149913.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -149985.500000 Penalty: 3568.440674 Iteration 8Q: 3 clusters Score -149985.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -150052.890625 Penalty: 3568.440674 Iteration 9Q: 3 clusters Score -150052.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -150128.906250 Penalty: 3568.440674 Iteration 10Q: 3 clusters Score -150128.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -150197.281250 Penalty: 3568.440674 Iteration 11Q: 3 clusters Score -150197.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -150258.890625 Penalty: 3568.440674 Iteration 12Q: 3 clusters Score -150258.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -150300.515625 Penalty: 3568.440674 Iteration 13Q: 3 clusters Score -150300.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -150320.296875 Penalty: 3568.440674 Iteration 14Q: 3 clusters Score -150320.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -150336.203125 Penalty: 3568.440674 Iteration 15Q: 3 clusters Score -150336.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -150347.953125 Penalty: 3568.440674 Iteration 16Q: 3 clusters Score -150348 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -150358.171875 Penalty: 3568.440674 Iteration 17Q: 3 clusters Score -150358.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -150360.671875 Penalty: 3568.440674 Iteration 18Q: 3 clusters Score -150360.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -150371.000000 Penalty: 3568.440674 Iteration 19Q: 3 clusters Score -150371 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -150380.734375 Penalty: 3568.440674 Iteration 20F: 3 clusters Score -150380.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -150390.203125 Penalty: 3568.440674 Iteration 21Q: 3 clusters Score -150390.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -150394.796875 Penalty: 3568.440674 Iteration 22Q: 3 clusters Score -150394.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -150399.437500 Penalty: 3568.440674 Iteration 23Q: 3 clusters Score -150399.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -150400.500000 Penalty: 3568.440674 Iteration 24Q: 3 clusters Score -150400.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -150402.171875 Penalty: 3568.440674 Iteration 25Q: 3 clusters Score -150402.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -150402.171875 Penalty: 3568.440674 Iteration 26F: 3 clusters Score -150402.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42295 members Entering Unmasked Estep Score: -5237131.000000 Penalty: 2641.801025 Iteration 0F: 2 clusters Score -5237131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21247 members Mstep: Class 2 contains 21048 members Entering Unmasked Estep Score: -5208555.500000 Penalty: 5283.602051 Iteration 0F: 3 clusters Score -5208556 nChanged 19335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 20465 members Entering Unmasked Estep Score: -5219172.500000 Penalty: 5283.602051 Iteration 1F: 3 clusters Score -5219172 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 20110 members Entering Unmasked Estep Score: -5219822.500000 Penalty: 5283.602051 Iteration 2Q: 3 clusters Score -5219822 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -5220634.500000 Penalty: 5283.602051 Iteration 3Q: 3 clusters Score -5220634 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23538 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -5221665.500000 Penalty: 5283.602051 Iteration 4Q: 3 clusters Score -5221666 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24611 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -5222881.500000 Penalty: 5283.602051 Iteration 5F: 3 clusters Score -5222882 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26041 members Mstep: Class 2 contains 16254 members Entering Unmasked Estep Score: -5224382.000000 Penalty: 5283.602051 Iteration 6F: 3 clusters Score -5224382 nChanged 2549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27806 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -5226070.500000 Penalty: 5283.602051 Iteration 7F: 3 clusters Score -5226070 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29812 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -5227898.500000 Penalty: 5283.602051 Iteration 8F: 3 clusters Score -5227898 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31793 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -5229712.500000 Penalty: 5283.602051 Iteration 9F: 3 clusters Score -5229712 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33534 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -5231367.500000 Penalty: 5283.602051 Iteration 10Q: 3 clusters Score -5231368 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34923 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -5232603.000000 Penalty: 5283.602051 Iteration 11Q: 3 clusters Score -5232603 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35973 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -5233553.500000 Penalty: 5283.602051 Iteration 12Q: 3 clusters Score -5233554 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36807 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -5234281.000000 Penalty: 5283.602051 Iteration 13Q: 3 clusters Score -5234281 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37391 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -5234749.000000 Penalty: 5283.602051 Iteration 14Q: 3 clusters Score -5234749 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37845 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -5235107.000000 Penalty: 5283.602051 Iteration 15Q: 3 clusters Score -5235107 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38196 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -5235401.000000 Penalty: 5283.602051 Iteration 16Q: 3 clusters Score -5235401 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38491 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -5235588.500000 Penalty: 5283.602051 Iteration 17Q: 3 clusters Score -5235588 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38691 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -5235684.000000 Penalty: 5283.602051 Iteration 18Q: 3 clusters Score -5235684 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38842 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -5235726.500000 Penalty: 5283.602051 Iteration 19Q: 3 clusters Score -5235726 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38960 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -5235747.000000 Penalty: 5283.602051 Iteration 20F: 3 clusters Score -5235747 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39065 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -5235783.500000 Penalty: 5283.602051 Iteration 21Q: 3 clusters Score -5235784 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39146 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -5235805.000000 Penalty: 5283.602051 Iteration 22Q: 3 clusters Score -5235805 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39229 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -5235809.000000 Penalty: 5283.602051 Iteration 23Q: 3 clusters Score -5235809 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39291 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -5235831.000000 Penalty: 5283.602051 Iteration 24Q: 3 clusters Score -5235831 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39335 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -5235832.000000 Penalty: 5283.602051 Iteration 25Q: 3 clusters Score -5235832 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39362 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -5235837.000000 Penalty: 5283.602051 Iteration 26Q: 3 clusters Score -5235837 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39381 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -5235830.500000 Penalty: 5283.602051 Iteration 27Q: 3 clusters Score -5235830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39399 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -5235833.500000 Penalty: 5283.602051 Iteration 28Q: 3 clusters Score -5235834 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39411 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -5235831.000000 Penalty: 5283.602051 Iteration 29Q: 3 clusters Score -5235831 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39424 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -5235849.000000 Penalty: 5283.602051 Iteration 30Q: 3 clusters Score -5235849 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39433 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -5235842.000000 Penalty: 5283.602051 Iteration 31Q: 3 clusters Score -5235842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -5235834.000000 Penalty: 5283.602051 Iteration 32Q: 3 clusters Score -5235834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39443 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -5235842.000000 Penalty: 5283.602051 Iteration 33Q: 3 clusters Score -5235842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39447 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -5235835.500000 Penalty: 5283.602051 Iteration 34Q: 3 clusters Score -5235836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39450 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -5235835.000000 Penalty: 5283.602051 Iteration 35Q: 3 clusters Score -5235835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39451 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -5235836.000000 Penalty: 5283.602051 Iteration 36Q: 3 clusters Score -5235836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39452 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -5235841.000000 Penalty: 5283.602051 Iteration 37Q: 3 clusters Score -5235841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39453 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -5235836.500000 Penalty: 5283.602051 Iteration 38Q: 3 clusters Score -5235836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39454 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -5235837.000000 Penalty: 5283.602051 Iteration 39Q: 3 clusters Score -5235837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39456 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -5235845.000000 Penalty: 5283.602051 Iteration 40F: 3 clusters Score -5235845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39457 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -5235846.500000 Penalty: 5283.602051 Iteration 41Q: 3 clusters Score -5235846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39458 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -5235847.000000 Penalty: 5283.602051 Iteration 42Q: 3 clusters Score -5235847 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39458 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -5235847.000000 Penalty: 5283.602051 Iteration 43F: 3 clusters Score -5235847 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Entering Unmasked Estep Score: -919949.750000 Penalty: 2224.887695 Iteration 0F: 2 clusters Score -919949.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -913584.375000 Penalty: 4449.775391 Iteration 0F: 3 clusters Score -913584.4 nChanged 3287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -915449.187500 Penalty: 4449.775391 Iteration 1F: 3 clusters Score -915449.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -915769.000000 Penalty: 4449.775391 Iteration 2F: 3 clusters Score -915769 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -916043.750000 Penalty: 4449.775391 Iteration 3F: 3 clusters Score -916043.8 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -916252.500000 Penalty: 4449.775391 Iteration 4Q: 3 clusters Score -916252.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -916440.937500 Penalty: 4449.775391 Iteration 5Q: 3 clusters Score -916440.9 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -916634.375000 Penalty: 4449.775391 Iteration 6Q: 3 clusters Score -916634.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -916837.187500 Penalty: 4449.775391 Iteration 7Q: 3 clusters Score -916837.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -917044.375000 Penalty: 4449.775391 Iteration 8Q: 3 clusters Score -917044.4 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -917278.312500 Penalty: 4449.775391 Iteration 9Q: 3 clusters Score -917278.3 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -917552.875000 Penalty: 4449.775391 Iteration 10Q: 3 clusters Score -917552.9 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -917827.500000 Penalty: 4449.775391 Iteration 11Q: 3 clusters Score -917827.5 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -918051.500000 Penalty: 4449.775391 Iteration 12Q: 3 clusters Score -918051.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -918233.375000 Penalty: 4449.775391 Iteration 13Q: 3 clusters Score -918233.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -918365.437500 Penalty: 4449.775391 Iteration 14Q: 3 clusters Score -918365.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -918443.937500 Penalty: 4449.775391 Iteration 15Q: 3 clusters Score -918443.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -918487.312500 Penalty: 4449.775391 Iteration 16Q: 3 clusters Score -918487.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -918515.937500 Penalty: 4449.775391 Iteration 17Q: 3 clusters Score -918515.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -918539.125000 Penalty: 4449.775391 Iteration 18Q: 3 clusters Score -918539.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -918550.875000 Penalty: 4449.775391 Iteration 19Q: 3 clusters Score -918550.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -918555.312500 Penalty: 4449.775391 Iteration 20F: 3 clusters Score -918555.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -918559.125000 Penalty: 4449.775391 Iteration 21Q: 3 clusters Score -918559.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -918562.812500 Penalty: 4449.775391 Iteration 22Q: 3 clusters Score -918562.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -918565.437500 Penalty: 4449.775391 Iteration 23Q: 3 clusters Score -918565.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -918567.750000 Penalty: 4449.775391 Iteration 24Q: 3 clusters Score -918567.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -918568.562500 Penalty: 4449.775391 Iteration 25Q: 3 clusters Score -918568.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -918570.625000 Penalty: 4449.775391 Iteration 26Q: 3 clusters Score -918570.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -918573.625000 Penalty: 4449.775391 Iteration 27Q: 3 clusters Score -918573.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -918574.562500 Penalty: 4449.775391 Iteration 28Q: 3 clusters Score -918574.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -918573.500000 Penalty: 4449.775391 Iteration 29Q: 3 clusters Score -918573.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -918573.750000 Penalty: 4449.775391 Iteration 30Q: 3 clusters Score -918573.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -918574.250000 Penalty: 4449.775391 Iteration 31Q: 3 clusters Score -918574.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -918575.937500 Penalty: 4449.775391 Iteration 32Q: 3 clusters Score -918575.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -918576.187500 Penalty: 4449.775391 Iteration 33Q: 3 clusters Score -918576.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -918579.062500 Penalty: 4449.775391 Iteration 34Q: 3 clusters Score -918579.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -918578.687500 Penalty: 4449.775391 Iteration 35Q: 3 clusters Score -918578.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -918580.125000 Penalty: 4449.775391 Iteration 36Q: 3 clusters Score -918580.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -918580.125000 Penalty: 4449.775391 Iteration 37Q: 3 clusters Score -918580.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -918580.125000 Penalty: 4449.775391 Iteration 38F: 3 clusters Score -918580.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Entering Unmasked Estep Score: -954798.187500 Penalty: 2241.514648 Iteration 0F: 2 clusters Score -954798.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -948175.125000 Penalty: 4483.029297 Iteration 0F: 3 clusters Score -948175.1 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -950073.812500 Penalty: 4483.029297 Iteration 1F: 3 clusters Score -950073.8 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -950431.125000 Penalty: 4483.029297 Iteration 2F: 3 clusters Score -950431.1 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -950733.750000 Penalty: 4483.029297 Iteration 3F: 3 clusters Score -950733.8 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -951045.562500 Penalty: 4483.029297 Iteration 4F: 3 clusters Score -951045.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -951357.000000 Penalty: 4483.029297 Iteration 5F: 3 clusters Score -951357 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -951633.937500 Penalty: 4483.029297 Iteration 6Q: 3 clusters Score -951633.9 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -951899.250000 Penalty: 4483.029297 Iteration 7Q: 3 clusters Score -951899.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -952159.250000 Penalty: 4483.029297 Iteration 8Q: 3 clusters Score -952159.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -952374.875000 Penalty: 4483.029297 Iteration 9Q: 3 clusters Score -952374.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -952548.500000 Penalty: 4483.029297 Iteration 10Q: 3 clusters Score -952548.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -952681.125000 Penalty: 4483.029297 Iteration 11Q: 3 clusters Score -952681.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -952790.187500 Penalty: 4483.029297 Iteration 12Q: 3 clusters Score -952790.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -952868.187500 Penalty: 4483.029297 Iteration 13Q: 3 clusters Score -952868.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -952925.562500 Penalty: 4483.029297 Iteration 14Q: 3 clusters Score -952925.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -952966.625000 Penalty: 4483.029297 Iteration 15Q: 3 clusters Score -952966.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -952998.812500 Penalty: 4483.029297 Iteration 16Q: 3 clusters Score -952998.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -953010.812500 Penalty: 4483.029297 Iteration 17Q: 3 clusters Score -953010.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -953026.937500 Penalty: 4483.029297 Iteration 18Q: 3 clusters Score -953026.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -953037.562500 Penalty: 4483.029297 Iteration 19Q: 3 clusters Score -953037.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -953050.625000 Penalty: 4483.029297 Iteration 20F: 3 clusters Score -953050.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -953057.437500 Penalty: 4483.029297 Iteration 21Q: 3 clusters Score -953057.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -953068.312500 Penalty: 4483.029297 Iteration 22Q: 3 clusters Score -953068.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -953072.000000 Penalty: 4483.029297 Iteration 23Q: 3 clusters Score -953072 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -953077.750000 Penalty: 4483.029297 Iteration 24Q: 3 clusters Score -953077.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -953083.125000 Penalty: 4483.029297 Iteration 25Q: 3 clusters Score -953083.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -953091.625000 Penalty: 4483.029297 Iteration 26Q: 3 clusters Score -953091.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -953095.375000 Penalty: 4483.029297 Iteration 27Q: 3 clusters Score -953095.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -953100.875000 Penalty: 4483.029297 Iteration 28Q: 3 clusters Score -953100.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -953103.125000 Penalty: 4483.029297 Iteration 29Q: 3 clusters Score -953103.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -953108.937500 Penalty: 4483.029297 Iteration 30Q: 3 clusters Score -953108.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -953118.562500 Penalty: 4483.029297 Iteration 31Q: 3 clusters Score -953118.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -953125.000000 Penalty: 4483.029297 Iteration 32Q: 3 clusters Score -953125 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -953131.562500 Penalty: 4483.029297 Iteration 33Q: 3 clusters Score -953131.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -953140.187500 Penalty: 4483.029297 Iteration 34Q: 3 clusters Score -953140.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -953142.187500 Penalty: 4483.029297 Iteration 35Q: 3 clusters Score -953142.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -953141.500000 Penalty: 4483.029297 Iteration 36Q: 3 clusters Score -953141.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -953142.875000 Penalty: 4483.029297 Iteration 37Q: 3 clusters Score -953142.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -953145.437500 Penalty: 4483.029297 Iteration 38Q: 3 clusters Score -953145.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -953147.687500 Penalty: 4483.029297 Iteration 39Q: 3 clusters Score -953147.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -953147.687500 Penalty: 4483.029297 Iteration 40F: 3 clusters Score -953147.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -953148.812500 Penalty: 4483.029297 Iteration 41Q: 3 clusters Score -953148.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -953151.062500 Penalty: 4483.029297 Iteration 42Q: 3 clusters Score -953151.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -953151.812500 Penalty: 4483.029297 Iteration 43Q: 3 clusters Score -953151.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -953154.500000 Penalty: 4483.029297 Iteration 44Q: 3 clusters Score -953154.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -953155.125000 Penalty: 4483.029297 Iteration 45Q: 3 clusters Score -953155.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -953157.062500 Penalty: 4483.029297 Iteration 46Q: 3 clusters Score -953157.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -953158.750000 Penalty: 4483.029297 Iteration 47Q: 3 clusters Score -953158.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -953158.750000 Penalty: 4483.029297 Iteration 48Q: 3 clusters Score -953158.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -953159.562500 Penalty: 4483.029297 Iteration 49Q: 3 clusters Score -953159.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -953161.375000 Penalty: 4483.029297 Iteration 50Q: 3 clusters Score -953161.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -953161.375000 Penalty: 4483.029297 Iteration 51F: 3 clusters Score -953161.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (22917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22917 members Entering Unmasked Estep Score: -2717898.750000 Penalty: 2489.829346 Iteration 0F: 2 clusters Score -2717899 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -2702018.250000 Penalty: 4979.658691 Iteration 0F: 3 clusters Score -2702018 nChanged 10132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -2707570.500000 Penalty: 4979.658691 Iteration 1F: 3 clusters Score -2707570 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -2708036.000000 Penalty: 4979.658691 Iteration 2F: 3 clusters Score -2708036 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 10796 members Entering Unmasked Estep Score: -2708500.250000 Penalty: 4979.658691 Iteration 3Q: 3 clusters Score -2708500 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -2708988.000000 Penalty: 4979.658691 Iteration 4Q: 3 clusters Score -2708988 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -2709514.750000 Penalty: 4979.658691 Iteration 5Q: 3 clusters Score -2709515 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13562 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -2710184.250000 Penalty: 4979.658691 Iteration 6F: 3 clusters Score -2710184 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14234 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -2710912.750000 Penalty: 4979.658691 Iteration 7F: 3 clusters Score -2710913 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -2711744.250000 Penalty: 4979.658691 Iteration 8F: 3 clusters Score -2711744 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15602 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -2712518.250000 Penalty: 4979.658691 Iteration 9Q: 3 clusters Score -2712518 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16072 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -2713249.750000 Penalty: 4979.658691 Iteration 10Q: 3 clusters Score -2713250 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16414 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -2713785.750000 Penalty: 4979.658691 Iteration 11Q: 3 clusters Score -2713786 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16628 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -2714212.500000 Penalty: 4979.658691 Iteration 12Q: 3 clusters Score -2714212 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16834 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -2714545.500000 Penalty: 4979.658691 Iteration 13Q: 3 clusters Score -2714546 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17062 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -2714823.500000 Penalty: 4979.658691 Iteration 14Q: 3 clusters Score -2714824 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17255 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -2715037.250000 Penalty: 4979.658691 Iteration 15Q: 3 clusters Score -2715037 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -2715218.750000 Penalty: 4979.658691 Iteration 16Q: 3 clusters Score -2715219 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -2715400.500000 Penalty: 4979.658691 Iteration 17Q: 3 clusters Score -2715400 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -2715542.250000 Penalty: 4979.658691 Iteration 18Q: 3 clusters Score -2715542 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17916 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -2715683.250000 Penalty: 4979.658691 Iteration 19Q: 3 clusters Score -2715683 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18029 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -2715792.250000 Penalty: 4979.658691 Iteration 20F: 3 clusters Score -2715792 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18141 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -2715908.500000 Penalty: 4979.658691 Iteration 21Q: 3 clusters Score -2715908 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -2716010.000000 Penalty: 4979.658691 Iteration 22Q: 3 clusters Score -2716010 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18354 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -2716082.250000 Penalty: 4979.658691 Iteration 23Q: 3 clusters Score -2716082 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18444 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -2716145.500000 Penalty: 4979.658691 Iteration 24Q: 3 clusters Score -2716146 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18526 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -2716193.000000 Penalty: 4979.658691 Iteration 25Q: 3 clusters Score -2716193 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -2716233.500000 Penalty: 4979.658691 Iteration 26Q: 3 clusters Score -2716234 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18645 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -2716270.250000 Penalty: 4979.658691 Iteration 27Q: 3 clusters Score -2716270 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18714 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -2716289.000000 Penalty: 4979.658691 Iteration 28Q: 3 clusters Score -2716289 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18789 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -2716334.000000 Penalty: 4979.658691 Iteration 29Q: 3 clusters Score -2716334 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18848 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -2716379.500000 Penalty: 4979.658691 Iteration 30Q: 3 clusters Score -2716380 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -2716402.250000 Penalty: 4979.658691 Iteration 31Q: 3 clusters Score -2716402 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18925 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -2716421.750000 Penalty: 4979.658691 Iteration 32Q: 3 clusters Score -2716422 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18953 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -2716442.000000 Penalty: 4979.658691 Iteration 33Q: 3 clusters Score -2716442 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18986 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -2716454.500000 Penalty: 4979.658691 Iteration 34Q: 3 clusters Score -2716454 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19024 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -2716465.000000 Penalty: 4979.658691 Iteration 35Q: 3 clusters Score -2716465 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19061 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -2716479.750000 Penalty: 4979.658691 Iteration 36Q: 3 clusters Score -2716480 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -2716488.500000 Penalty: 4979.658691 Iteration 37Q: 3 clusters Score -2716488 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -2716488.250000 Penalty: 4979.658691 Iteration 38Q: 3 clusters Score -2716488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19130 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -2716493.250000 Penalty: 4979.658691 Iteration 39Q: 3 clusters Score -2716493 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -2716505.750000 Penalty: 4979.658691 Iteration 40F: 3 clusters Score -2716506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -2716500.250000 Penalty: 4979.658691 Iteration 41Q: 3 clusters Score -2716500 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19173 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -2716493.500000 Penalty: 4979.658691 Iteration 42Q: 3 clusters Score -2716494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19180 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -2716500.500000 Penalty: 4979.658691 Iteration 43Q: 3 clusters Score -2716500 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19191 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -2716502.500000 Penalty: 4979.658691 Iteration 44Q: 3 clusters Score -2716502 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19199 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -2716512.500000 Penalty: 4979.658691 Iteration 45Q: 3 clusters Score -2716512 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19211 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -2716509.500000 Penalty: 4979.658691 Iteration 46Q: 3 clusters Score -2716510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19215 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -2716508.750000 Penalty: 4979.658691 Iteration 47Q: 3 clusters Score -2716509 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19220 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -2716507.250000 Penalty: 4979.658691 Iteration 48Q: 3 clusters Score -2716507 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19223 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -2716509.750000 Penalty: 4979.658691 Iteration 49Q: 3 clusters Score -2716510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19227 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -2716514.750000 Penalty: 4979.658691 Iteration 50Q: 3 clusters Score -2716515 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19231 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -2716507.750000 Penalty: 4979.658691 Iteration 51Q: 3 clusters Score -2716508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19235 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -2716511.500000 Penalty: 4979.658691 Iteration 52Q: 3 clusters Score -2716512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19242 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -2716515.250000 Penalty: 4979.658691 Iteration 53Q: 3 clusters Score -2716515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19247 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -2716519.250000 Penalty: 4979.658691 Iteration 54Q: 3 clusters Score -2716519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19250 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -2716516.500000 Penalty: 4979.658691 Iteration 55Q: 3 clusters Score -2716516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19254 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -2716513.000000 Penalty: 4979.658691 Iteration 56Q: 3 clusters Score -2716513 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19258 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -2716511.250000 Penalty: 4979.658691 Iteration 57Q: 3 clusters Score -2716511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -2716513.250000 Penalty: 4979.658691 Iteration 58Q: 3 clusters Score -2716513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -2716515.750000 Penalty: 4979.658691 Iteration 59Q: 3 clusters Score -2716516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19274 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -2716518.500000 Penalty: 4979.658691 Iteration 60F: 3 clusters Score -2716518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19276 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -2716520.000000 Penalty: 4979.658691 Iteration 61Q: 3 clusters Score -2716520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19277 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -2716518.750000 Penalty: 4979.658691 Iteration 62Q: 3 clusters Score -2716519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19277 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -2716518.750000 Penalty: 4979.658691 Iteration 63F: 3 clusters Score -2716519 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Entering Unmasked Estep Score: -161105.734375 Penalty: 1806.975586 Iteration 0F: 2 clusters Score -161105.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -158839.843750 Penalty: 3613.951172 Iteration 0F: 3 clusters Score -158839.8 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -159192.781250 Penalty: 3613.951172 Iteration 1F: 3 clusters Score -159192.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -159299.390625 Penalty: 3613.951172 Iteration 2F: 3 clusters Score -159299.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -159347.203125 Penalty: 3613.951172 Iteration 3Q: 3 clusters Score -159347.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -159374.109375 Penalty: 3613.951172 Iteration 4Q: 3 clusters Score -159374.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -159414.687500 Penalty: 3613.951172 Iteration 5Q: 3 clusters Score -159414.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -159445.671875 Penalty: 3613.951172 Iteration 6Q: 3 clusters Score -159445.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -159471.484375 Penalty: 3613.951172 Iteration 7Q: 3 clusters Score -159471.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -159496.500000 Penalty: 3613.951172 Iteration 8Q: 3 clusters Score -159496.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -159518.921875 Penalty: 3613.951172 Iteration 9Q: 3 clusters Score -159518.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -159537.906250 Penalty: 3613.951172 Iteration 10Q: 3 clusters Score -159537.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -159551.296875 Penalty: 3613.951172 Iteration 11Q: 3 clusters Score -159551.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -159564.140625 Penalty: 3613.951172 Iteration 12Q: 3 clusters Score -159564.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -159575.687500 Penalty: 3613.951172 Iteration 13Q: 3 clusters Score -159575.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -159580.328125 Penalty: 3613.951172 Iteration 14Q: 3 clusters Score -159580.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -159584.062500 Penalty: 3613.951172 Iteration 15Q: 3 clusters Score -159584.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -159586.078125 Penalty: 3613.951172 Iteration 16Q: 3 clusters Score -159586.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -159586.859375 Penalty: 3613.951172 Iteration 17Q: 3 clusters Score -159586.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -159587.515625 Penalty: 3613.951172 Iteration 18Q: 3 clusters Score -159587.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -159588.187500 Penalty: 3613.951172 Iteration 19Q: 3 clusters Score -159588.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -159588.546875 Penalty: 3613.951172 Iteration 20F: 3 clusters Score -159588.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -159588.828125 Penalty: 3613.951172 Iteration 21Q: 3 clusters Score -159588.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -159588.828125 Penalty: 3613.951172 Iteration 22F: 3 clusters Score -159588.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42983.914062 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42983.91 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -43148.128906 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43148.13 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -43225.667969 Penalty: 2970.524658 Iteration 2F: 3 clusters Score -43225.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -43252.371094 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43252.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -43321.382812 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43321.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -43333.433594 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43333.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -43338.535156 Penalty: 2970.524658 Iteration 6Q: 3 clusters Score -43338.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -43338.535156 Penalty: 2970.524658 Iteration 7F: 3 clusters Score -43338.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -163145.593750 Penalty: 1791.919434 Iteration 0F: 2 clusters Score -163145.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -161006.312500 Penalty: 3583.838867 Iteration 0F: 3 clusters Score -161006.3 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -161507.890625 Penalty: 3583.838867 Iteration 1F: 3 clusters Score -161507.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -161734.421875 Penalty: 3583.838867 Iteration 2F: 3 clusters Score -161734.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -161869.890625 Penalty: 3583.838867 Iteration 3F: 3 clusters Score -161869.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -162008.593750 Penalty: 3583.838867 Iteration 4Q: 3 clusters Score -162008.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -162125.765625 Penalty: 3583.838867 Iteration 5Q: 3 clusters Score -162125.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -162172.890625 Penalty: 3583.838867 Iteration 6Q: 3 clusters Score -162172.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -162198.781250 Penalty: 3583.838867 Iteration 7Q: 3 clusters Score -162198.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -162223.796875 Penalty: 3583.838867 Iteration 8Q: 3 clusters Score -162223.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -162254.687500 Penalty: 3583.838867 Iteration 9Q: 3 clusters Score -162254.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -162274.203125 Penalty: 3583.838867 Iteration 10Q: 3 clusters Score -162274.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -162297.375000 Penalty: 3583.838867 Iteration 11Q: 3 clusters Score -162297.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -162312.203125 Penalty: 3583.838867 Iteration 12Q: 3 clusters Score -162312.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -162330.062500 Penalty: 3583.838867 Iteration 13Q: 3 clusters Score -162330.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -162346.093750 Penalty: 3583.838867 Iteration 14Q: 3 clusters Score -162346.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -162367.000000 Penalty: 3583.838867 Iteration 15Q: 3 clusters Score -162367 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -162392.031250 Penalty: 3583.838867 Iteration 16Q: 3 clusters Score -162392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -162411.046875 Penalty: 3583.838867 Iteration 17Q: 3 clusters Score -162411 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -162420.562500 Penalty: 3583.838867 Iteration 18Q: 3 clusters Score -162420.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -162429.875000 Penalty: 3583.838867 Iteration 19Q: 3 clusters Score -162429.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -162444.921875 Penalty: 3583.838867 Iteration 20F: 3 clusters Score -162444.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -162455.640625 Penalty: 3583.838867 Iteration 21Q: 3 clusters Score -162455.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -162461.031250 Penalty: 3583.838867 Iteration 22Q: 3 clusters Score -162461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -162468.328125 Penalty: 3583.838867 Iteration 23Q: 3 clusters Score -162468.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -162478.625000 Penalty: 3583.838867 Iteration 24Q: 3 clusters Score -162478.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -162487.828125 Penalty: 3583.838867 Iteration 25Q: 3 clusters Score -162487.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -162498.390625 Penalty: 3583.838867 Iteration 26Q: 3 clusters Score -162498.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -162512.656250 Penalty: 3583.838867 Iteration 27Q: 3 clusters Score -162512.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -162531.500000 Penalty: 3583.838867 Iteration 28Q: 3 clusters Score -162531.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -162542.375000 Penalty: 3583.838867 Iteration 29Q: 3 clusters Score -162542.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -162568.796875 Penalty: 3583.838867 Iteration 30Q: 3 clusters Score -162568.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -162592.437500 Penalty: 3583.838867 Iteration 31Q: 3 clusters Score -162592.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -162613.718750 Penalty: 3583.838867 Iteration 32Q: 3 clusters Score -162613.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -162650.000000 Penalty: 3583.838867 Iteration 33Q: 3 clusters Score -162650 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -162711.171875 Penalty: 3583.838867 Iteration 34Q: 3 clusters Score -162711.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -162765.265625 Penalty: 3583.838867 Iteration 35Q: 3 clusters Score -162765.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -162793.984375 Penalty: 3583.838867 Iteration 36Q: 3 clusters Score -162794 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -162820.546875 Penalty: 3583.838867 Iteration 37Q: 3 clusters Score -162820.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -162838.359375 Penalty: 3583.838867 Iteration 38Q: 3 clusters Score -162838.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -162848.156250 Penalty: 3583.838867 Iteration 39Q: 3 clusters Score -162848.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -162855.890625 Penalty: 3583.838867 Iteration 40F: 3 clusters Score -162855.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -162872.156250 Penalty: 3583.838867 Iteration 41Q: 3 clusters Score -162872.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -162874.468750 Penalty: 3583.838867 Iteration 42Q: 3 clusters Score -162874.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -162875.437500 Penalty: 3583.838867 Iteration 43Q: 3 clusters Score -162875.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -162876.187500 Penalty: 3583.838867 Iteration 44Q: 3 clusters Score -162876.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -162876.187500 Penalty: 3583.838867 Iteration 45F: 3 clusters Score -162876.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Entering Unmasked Estep Score: -837017.812500 Penalty: 2190.517822 Iteration 0F: 2 clusters Score -837017.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -831415.687500 Penalty: 4381.035645 Iteration 0F: 3 clusters Score -831415.7 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -832843.062500 Penalty: 4381.035645 Iteration 1F: 3 clusters Score -832843.1 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -833114.687500 Penalty: 4381.035645 Iteration 2F: 3 clusters Score -833114.7 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -833299.687500 Penalty: 4381.035645 Iteration 3F: 3 clusters Score -833299.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -833437.875000 Penalty: 4381.035645 Iteration 4Q: 3 clusters Score -833437.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -833563.625000 Penalty: 4381.035645 Iteration 5Q: 3 clusters Score -833563.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -833716.062500 Penalty: 4381.035645 Iteration 6Q: 3 clusters Score -833716.1 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -833873.875000 Penalty: 4381.035645 Iteration 7Q: 3 clusters Score -833873.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -834021.687500 Penalty: 4381.035645 Iteration 8Q: 3 clusters Score -834021.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -834179.625000 Penalty: 4381.035645 Iteration 9Q: 3 clusters Score -834179.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -834355.812500 Penalty: 4381.035645 Iteration 10Q: 3 clusters Score -834355.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -834548.062500 Penalty: 4381.035645 Iteration 11Q: 3 clusters Score -834548.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -834737.812500 Penalty: 4381.035645 Iteration 12Q: 3 clusters Score -834737.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -834901.250000 Penalty: 4381.035645 Iteration 13Q: 3 clusters Score -834901.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -835057.312500 Penalty: 4381.035645 Iteration 14Q: 3 clusters Score -835057.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -835201.062500 Penalty: 4381.035645 Iteration 15Q: 3 clusters Score -835201.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -835322.437500 Penalty: 4381.035645 Iteration 16Q: 3 clusters Score -835322.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -835440.000000 Penalty: 4381.035645 Iteration 17Q: 3 clusters Score -835440 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -835554.687500 Penalty: 4381.035645 Iteration 18Q: 3 clusters Score -835554.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -835644.437500 Penalty: 4381.035645 Iteration 19Q: 3 clusters Score -835644.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -835692.187500 Penalty: 4381.035645 Iteration 20F: 3 clusters Score -835692.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -835727.125000 Penalty: 4381.035645 Iteration 21Q: 3 clusters Score -835727.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -835743.187500 Penalty: 4381.035645 Iteration 22Q: 3 clusters Score -835743.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -835748.187500 Penalty: 4381.035645 Iteration 23Q: 3 clusters Score -835748.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -835752.625000 Penalty: 4381.035645 Iteration 24Q: 3 clusters Score -835752.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -835753.375000 Penalty: 4381.035645 Iteration 25Q: 3 clusters Score -835753.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -835753.375000 Penalty: 4381.035645 Iteration 26F: 3 clusters Score -835753.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Entering Unmasked Estep Score: -1060918.125000 Penalty: 2249.342285 Iteration 0F: 2 clusters Score -1060918 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1054101.375000 Penalty: 4498.684570 Iteration 0F: 3 clusters Score -1054101 nChanged 3591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1055931.500000 Penalty: 4498.684570 Iteration 1F: 3 clusters Score -1055932 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1056256.500000 Penalty: 4498.684570 Iteration 2F: 3 clusters Score -1056256 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1056505.625000 Penalty: 4498.684570 Iteration 3F: 3 clusters Score -1056506 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1056699.625000 Penalty: 4498.684570 Iteration 4Q: 3 clusters Score -1056700 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1056854.125000 Penalty: 4498.684570 Iteration 5Q: 3 clusters Score -1056854 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1056970.500000 Penalty: 4498.684570 Iteration 6Q: 3 clusters Score -1056970 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1057082.000000 Penalty: 4498.684570 Iteration 7Q: 3 clusters Score -1057082 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1057187.625000 Penalty: 4498.684570 Iteration 8Q: 3 clusters Score -1057188 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1057296.750000 Penalty: 4498.684570 Iteration 9Q: 3 clusters Score -1057297 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1057405.375000 Penalty: 4498.684570 Iteration 10Q: 3 clusters Score -1057405 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1057522.125000 Penalty: 4498.684570 Iteration 11Q: 3 clusters Score -1057522 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -1057626.875000 Penalty: 4498.684570 Iteration 12Q: 3 clusters Score -1057627 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1057740.875000 Penalty: 4498.684570 Iteration 13Q: 3 clusters Score -1057741 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1057876.625000 Penalty: 4498.684570 Iteration 14Q: 3 clusters Score -1057877 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1058029.375000 Penalty: 4498.684570 Iteration 15Q: 3 clusters Score -1058029 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1058186.875000 Penalty: 4498.684570 Iteration 16Q: 3 clusters Score -1058187 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1058322.875000 Penalty: 4498.684570 Iteration 17Q: 3 clusters Score -1058323 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1058427.750000 Penalty: 4498.684570 Iteration 18Q: 3 clusters Score -1058428 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1058515.875000 Penalty: 4498.684570 Iteration 19Q: 3 clusters Score -1058516 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1058587.750000 Penalty: 4498.684570 Iteration 20F: 3 clusters Score -1058588 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1058643.750000 Penalty: 4498.684570 Iteration 21Q: 3 clusters Score -1058644 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -1058690.375000 Penalty: 4498.684570 Iteration 22Q: 3 clusters Score -1058690 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1058725.875000 Penalty: 4498.684570 Iteration 23Q: 3 clusters Score -1058726 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1058755.750000 Penalty: 4498.684570 Iteration 24Q: 3 clusters Score -1058756 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1058789.250000 Penalty: 4498.684570 Iteration 25Q: 3 clusters Score -1058789 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -1058819.125000 Penalty: 4498.684570 Iteration 26Q: 3 clusters Score -1058819 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1058841.250000 Penalty: 4498.684570 Iteration 27Q: 3 clusters Score -1058841 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1058864.375000 Penalty: 4498.684570 Iteration 28Q: 3 clusters Score -1058864 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1058873.125000 Penalty: 4498.684570 Iteration 29Q: 3 clusters Score -1058873 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1058891.250000 Penalty: 4498.684570 Iteration 30Q: 3 clusters Score -1058891 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1058908.500000 Penalty: 4498.684570 Iteration 31Q: 3 clusters Score -1058908 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1058927.875000 Penalty: 4498.684570 Iteration 32Q: 3 clusters Score -1058928 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1058938.375000 Penalty: 4498.684570 Iteration 33Q: 3 clusters Score -1058938 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1058948.250000 Penalty: 4498.684570 Iteration 34Q: 3 clusters Score -1058948 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1058961.375000 Penalty: 4498.684570 Iteration 35Q: 3 clusters Score -1058961 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -1058969.625000 Penalty: 4498.684570 Iteration 36Q: 3 clusters Score -1058970 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1058978.000000 Penalty: 4498.684570 Iteration 37Q: 3 clusters Score -1058978 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -1058985.625000 Penalty: 4498.684570 Iteration 38Q: 3 clusters Score -1058986 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1058992.375000 Penalty: 4498.684570 Iteration 39Q: 3 clusters Score -1058992 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -1058999.125000 Penalty: 4498.684570 Iteration 40F: 3 clusters Score -1058999 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -1059009.250000 Penalty: 4498.684570 Iteration 41Q: 3 clusters Score -1059009 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1059017.250000 Penalty: 4498.684570 Iteration 42Q: 3 clusters Score -1059017 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1059023.500000 Penalty: 4498.684570 Iteration 43Q: 3 clusters Score -1059024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1059028.625000 Penalty: 4498.684570 Iteration 44Q: 3 clusters Score -1059029 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1059031.250000 Penalty: 4498.684570 Iteration 45Q: 3 clusters Score -1059031 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1059036.625000 Penalty: 4498.684570 Iteration 46Q: 3 clusters Score -1059037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1059037.875000 Penalty: 4498.684570 Iteration 47Q: 3 clusters Score -1059038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1059037.875000 Penalty: 4498.684570 Iteration 48Q: 3 clusters Score -1059038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1059041.000000 Penalty: 4498.684570 Iteration 49Q: 3 clusters Score -1059041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1059041.375000 Penalty: 4498.684570 Iteration 50Q: 3 clusters Score -1059041 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1059042.750000 Penalty: 4498.684570 Iteration 51Q: 3 clusters Score -1059043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -1059043.625000 Penalty: 4498.684570 Iteration 52Q: 3 clusters Score -1059044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1059043.250000 Penalty: 4498.684570 Iteration 53Q: 3 clusters Score -1059043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1059043.000000 Penalty: 4498.684570 Iteration 54Q: 3 clusters Score -1059043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1059043.000000 Penalty: 4498.684570 Iteration 55F: 3 clusters Score -1059043 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152519 members Entering Unmasked Estep Score: -19069074.000000 Penalty: 2959.890869 Iteration 0F: 2 clusters Score -1.906907e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76289 members Mstep: Class 2 contains 76230 members Entering Unmasked Estep Score: -18967996.000000 Penalty: 5919.781738 Iteration 0F: 3 clusters Score -1.8968e+07 nChanged 73158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77585 members Mstep: Class 2 contains 74934 members Entering Unmasked Estep Score: -19010910.000000 Penalty: 5919.781738 Iteration 1F: 3 clusters Score -1.901091e+07 nChanged 4680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78433 members Mstep: Class 2 contains 74086 members Entering Unmasked Estep Score: -19011792.000000 Penalty: 5919.781738 Iteration 2Q: 3 clusters Score -1.901179e+07 nChanged 4943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79732 members Mstep: Class 2 contains 72787 members Entering Unmasked Estep Score: -19013064.000000 Penalty: 5919.781738 Iteration 3Q: 3 clusters Score -1.901306e+07 nChanged 5701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81849 members Mstep: Class 2 contains 70670 members Entering Unmasked Estep Score: -19014836.000000 Penalty: 5919.781738 Iteration 4Q: 3 clusters Score -1.901484e+07 nChanged 6554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84937 members Mstep: Class 2 contains 67582 members Entering Unmasked Estep Score: -19017432.000000 Penalty: 5919.781738 Iteration 5Q: 3 clusters Score -1.901743e+07 nChanged 7651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89168 members Mstep: Class 2 contains 63351 members Entering Unmasked Estep Score: -19021202.000000 Penalty: 5919.781738 Iteration 6F: 3 clusters Score -1.90212e+07 nChanged 8653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94535 members Mstep: Class 2 contains 57984 members Entering Unmasked Estep Score: -19026380.000000 Penalty: 5919.781738 Iteration 7F: 3 clusters Score -1.902638e+07 nChanged 9048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100291 members Mstep: Class 2 contains 52228 members Entering Unmasked Estep Score: -19032972.000000 Penalty: 5919.781738 Iteration 8F: 3 clusters Score -1.903297e+07 nChanged 8485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105544 members Mstep: Class 2 contains 46975 members Entering Unmasked Estep Score: -19039626.000000 Penalty: 5919.781738 Iteration 9F: 3 clusters Score -1.903963e+07 nChanged 6992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109630 members Mstep: Class 2 contains 42889 members Entering Unmasked Estep Score: -19044274.000000 Penalty: 5919.781738 Iteration 10Q: 3 clusters Score -1.904427e+07 nChanged 5088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113124 members Mstep: Class 2 contains 39395 members Entering Unmasked Estep Score: -19046772.000000 Penalty: 5919.781738 Iteration 11Q: 3 clusters Score -1.904677e+07 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116367 members Mstep: Class 2 contains 36152 members Entering Unmasked Estep Score: -19048364.000000 Penalty: 5919.781738 Iteration 12Q: 3 clusters Score -1.904836e+07 nChanged 3174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119513 members Mstep: Class 2 contains 33006 members Entering Unmasked Estep Score: -19049684.000000 Penalty: 5919.781738 Iteration 13Q: 3 clusters Score -1.904968e+07 nChanged 3099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122610 members Mstep: Class 2 contains 29909 members Entering Unmasked Estep Score: -19051036.000000 Penalty: 5919.781738 Iteration 14Q: 3 clusters Score -1.905104e+07 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125723 members Mstep: Class 2 contains 26796 members Entering Unmasked Estep Score: -19052428.000000 Penalty: 5919.781738 Iteration 15Q: 3 clusters Score -1.905243e+07 nChanged 3087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128794 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -19054010.000000 Penalty: 5919.781738 Iteration 16Q: 3 clusters Score -1.905401e+07 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131758 members Mstep: Class 2 contains 20761 members Entering Unmasked Estep Score: -19055614.000000 Penalty: 5919.781738 Iteration 17Q: 3 clusters Score -1.905561e+07 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134563 members Mstep: Class 2 contains 17956 members Entering Unmasked Estep Score: -19057180.000000 Penalty: 5919.781738 Iteration 18Q: 3 clusters Score -1.905718e+07 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137152 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -19058704.000000 Penalty: 5919.781738 Iteration 19Q: 3 clusters Score -1.90587e+07 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139396 members Mstep: Class 2 contains 13123 members Entering Unmasked Estep Score: -19059980.000000 Penalty: 5919.781738 Iteration 20F: 3 clusters Score -1.905998e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141391 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -19061046.000000 Penalty: 5919.781738 Iteration 21Q: 3 clusters Score -1.906105e+07 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143066 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -19061990.000000 Penalty: 5919.781738 Iteration 22Q: 3 clusters Score -1.906199e+07 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144475 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -19062660.000000 Penalty: 5919.781738 Iteration 23Q: 3 clusters Score -1.906266e+07 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145686 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -19063384.000000 Penalty: 5919.781738 Iteration 24Q: 3 clusters Score -1.906338e+07 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146724 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -19063982.000000 Penalty: 5919.781738 Iteration 25Q: 3 clusters Score -1.906398e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147589 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -19064492.000000 Penalty: 5919.781738 Iteration 26Q: 3 clusters Score -1.906449e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148278 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -19064890.000000 Penalty: 5919.781738 Iteration 27Q: 3 clusters Score -1.906489e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148812 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -19065120.000000 Penalty: 5919.781738 Iteration 28Q: 3 clusters Score -1.906512e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149275 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -19065372.000000 Penalty: 5919.781738 Iteration 29Q: 3 clusters Score -1.906537e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149668 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -19065514.000000 Penalty: 5919.781738 Iteration 30Q: 3 clusters Score -1.906551e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149983 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -19065730.000000 Penalty: 5919.781738 Iteration 31Q: 3 clusters Score -1.906573e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150246 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -19065842.000000 Penalty: 5919.781738 Iteration 32Q: 3 clusters Score -1.906584e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150489 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -19065988.000000 Penalty: 5919.781738 Iteration 33Q: 3 clusters Score -1.906599e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150682 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -19066108.000000 Penalty: 5919.781738 Iteration 34Q: 3 clusters Score -1.906611e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150871 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -19066218.000000 Penalty: 5919.781738 Iteration 35Q: 3 clusters Score -1.906622e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151011 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -19066274.000000 Penalty: 5919.781738 Iteration 36Q: 3 clusters Score -1.906627e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151112 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -19066320.000000 Penalty: 5919.781738 Iteration 37Q: 3 clusters Score -1.906632e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151197 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -19066378.000000 Penalty: 5919.781738 Iteration 38Q: 3 clusters Score -1.906638e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151269 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -19066394.000000 Penalty: 5919.781738 Iteration 39Q: 3 clusters Score -1.906639e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151323 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -19066436.000000 Penalty: 5919.781738 Iteration 40F: 3 clusters Score -1.906644e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151376 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -19066448.000000 Penalty: 5919.781738 Iteration 41Q: 3 clusters Score -1.906645e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151424 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -19066486.000000 Penalty: 5919.781738 Iteration 42Q: 3 clusters Score -1.906649e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151464 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -19066482.000000 Penalty: 5919.781738 Iteration 43Q: 3 clusters Score -1.906648e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151505 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -19066516.000000 Penalty: 5919.781738 Iteration 44Q: 3 clusters Score -1.906652e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151543 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -19066536.000000 Penalty: 5919.781738 Iteration 45Q: 3 clusters Score -1.906654e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151569 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -19066528.000000 Penalty: 5919.781738 Iteration 46Q: 3 clusters Score -1.906653e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151590 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -19066544.000000 Penalty: 5919.781738 Iteration 47Q: 3 clusters Score -1.906654e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151613 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -19066554.000000 Penalty: 5919.781738 Iteration 48Q: 3 clusters Score -1.906655e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151631 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -19066568.000000 Penalty: 5919.781738 Iteration 49Q: 3 clusters Score -1.906657e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151648 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -19066562.000000 Penalty: 5919.781738 Iteration 50Q: 3 clusters Score -1.906656e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151658 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -19066574.000000 Penalty: 5919.781738 Iteration 51Q: 3 clusters Score -1.906657e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151669 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -19066576.000000 Penalty: 5919.781738 Iteration 52Q: 3 clusters Score -1.906658e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151681 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -19066586.000000 Penalty: 5919.781738 Iteration 53Q: 3 clusters Score -1.906659e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151695 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -19066586.000000 Penalty: 5919.781738 Iteration 54Q: 3 clusters Score -1.906659e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151706 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -19066596.000000 Penalty: 5919.781738 Iteration 55Q: 3 clusters Score -1.90666e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151715 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -19066588.000000 Penalty: 5919.781738 Iteration 56Q: 3 clusters Score -1.906659e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151719 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -19066602.000000 Penalty: 5919.781738 Iteration 57Q: 3 clusters Score -1.90666e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151726 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -19066610.000000 Penalty: 5919.781738 Iteration 58Q: 3 clusters Score -1.906661e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151732 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -19066608.000000 Penalty: 5919.781738 Iteration 59Q: 3 clusters Score -1.906661e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151739 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -19066628.000000 Penalty: 5919.781738 Iteration 60F: 3 clusters Score -1.906663e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151748 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -19066630.000000 Penalty: 5919.781738 Iteration 61Q: 3 clusters Score -1.906663e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151753 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -19066632.000000 Penalty: 5919.781738 Iteration 62Q: 3 clusters Score -1.906663e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151756 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -19066632.000000 Penalty: 5919.781738 Iteration 63Q: 3 clusters Score -1.906663e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151759 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -19066622.000000 Penalty: 5919.781738 Iteration 64Q: 3 clusters Score -1.906662e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151764 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -19066642.000000 Penalty: 5919.781738 Iteration 65Q: 3 clusters Score -1.906664e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151767 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -19066638.000000 Penalty: 5919.781738 Iteration 66Q: 3 clusters Score -1.906664e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151769 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -19066624.000000 Penalty: 5919.781738 Iteration 67Q: 3 clusters Score -1.906662e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151769 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -19066624.000000 Penalty: 5919.781738 Iteration 68F: 3 clusters Score -1.906662e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Entering Unmasked Estep Score: -715595.312500 Penalty: 2161.660156 Iteration 0F: 2 clusters Score -715595.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -710336.750000 Penalty: 4323.320312 Iteration 0F: 3 clusters Score -710336.8 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -711693.750000 Penalty: 4323.320312 Iteration 1F: 3 clusters Score -711693.8 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -711901.750000 Penalty: 4323.320312 Iteration 2F: 3 clusters Score -711901.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -712051.875000 Penalty: 4323.320312 Iteration 3Q: 3 clusters Score -712051.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -712154.687500 Penalty: 4323.320312 Iteration 4Q: 3 clusters Score -712154.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -712236.750000 Penalty: 4323.320312 Iteration 5Q: 3 clusters Score -712236.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -712305.250000 Penalty: 4323.320312 Iteration 6Q: 3 clusters Score -712305.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -712382.062500 Penalty: 4323.320312 Iteration 7Q: 3 clusters Score -712382.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -712449.875000 Penalty: 4323.320312 Iteration 8Q: 3 clusters Score -712449.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -712521.375000 Penalty: 4323.320312 Iteration 9Q: 3 clusters Score -712521.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -712574.500000 Penalty: 4323.320312 Iteration 10Q: 3 clusters Score -712574.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -712624.062500 Penalty: 4323.320312 Iteration 11Q: 3 clusters Score -712624.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -712666.687500 Penalty: 4323.320312 Iteration 12Q: 3 clusters Score -712666.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -712708.437500 Penalty: 4323.320312 Iteration 13Q: 3 clusters Score -712708.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -712743.562500 Penalty: 4323.320312 Iteration 14Q: 3 clusters Score -712743.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -712782.250000 Penalty: 4323.320312 Iteration 15Q: 3 clusters Score -712782.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -712822.875000 Penalty: 4323.320312 Iteration 16Q: 3 clusters Score -712822.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -712873.687500 Penalty: 4323.320312 Iteration 17Q: 3 clusters Score -712873.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -712939.625000 Penalty: 4323.320312 Iteration 18Q: 3 clusters Score -712939.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -713000.625000 Penalty: 4323.320312 Iteration 19Q: 3 clusters Score -713000.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -713061.937500 Penalty: 4323.320312 Iteration 20F: 3 clusters Score -713061.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -713132.062500 Penalty: 4323.320312 Iteration 21Q: 3 clusters Score -713132.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -713188.687500 Penalty: 4323.320312 Iteration 22Q: 3 clusters Score -713188.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -713239.125000 Penalty: 4323.320312 Iteration 23Q: 3 clusters Score -713239.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -713274.062500 Penalty: 4323.320312 Iteration 24Q: 3 clusters Score -713274.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -713308.312500 Penalty: 4323.320312 Iteration 25Q: 3 clusters Score -713308.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -713337.750000 Penalty: 4323.320312 Iteration 26Q: 3 clusters Score -713337.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -713356.125000 Penalty: 4323.320312 Iteration 27Q: 3 clusters Score -713356.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -713374.687500 Penalty: 4323.320312 Iteration 28Q: 3 clusters Score -713374.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -713399.375000 Penalty: 4323.320312 Iteration 29Q: 3 clusters Score -713399.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -713420.500000 Penalty: 4323.320312 Iteration 30Q: 3 clusters Score -713420.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -713439.375000 Penalty: 4323.320312 Iteration 31Q: 3 clusters Score -713439.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -713453.750000 Penalty: 4323.320312 Iteration 32Q: 3 clusters Score -713453.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -713473.562500 Penalty: 4323.320312 Iteration 33Q: 3 clusters Score -713473.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -713495.000000 Penalty: 4323.320312 Iteration 34Q: 3 clusters Score -713495 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -713516.125000 Penalty: 4323.320312 Iteration 35Q: 3 clusters Score -713516.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -713536.312500 Penalty: 4323.320312 Iteration 36Q: 3 clusters Score -713536.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -713553.250000 Penalty: 4323.320312 Iteration 37Q: 3 clusters Score -713553.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -713564.500000 Penalty: 4323.320312 Iteration 38Q: 3 clusters Score -713564.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -713575.250000 Penalty: 4323.320312 Iteration 39Q: 3 clusters Score -713575.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -713580.250000 Penalty: 4323.320312 Iteration 40F: 3 clusters Score -713580.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -713588.250000 Penalty: 4323.320312 Iteration 41Q: 3 clusters Score -713588.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -713592.625000 Penalty: 4323.320312 Iteration 42Q: 3 clusters Score -713592.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -713596.250000 Penalty: 4323.320312 Iteration 43Q: 3 clusters Score -713596.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -713598.750000 Penalty: 4323.320312 Iteration 44Q: 3 clusters Score -713598.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -713605.062500 Penalty: 4323.320312 Iteration 45Q: 3 clusters Score -713605.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -713606.812500 Penalty: 4323.320312 Iteration 46Q: 3 clusters Score -713606.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -713607.562500 Penalty: 4323.320312 Iteration 47Q: 3 clusters Score -713607.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -713610.250000 Penalty: 4323.320312 Iteration 48Q: 3 clusters Score -713610.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -713612.312500 Penalty: 4323.320312 Iteration 49Q: 3 clusters Score -713612.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -713617.375000 Penalty: 4323.320312 Iteration 50Q: 3 clusters Score -713617.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -713620.125000 Penalty: 4323.320312 Iteration 51Q: 3 clusters Score -713620.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -713625.312500 Penalty: 4323.320312 Iteration 52Q: 3 clusters Score -713625.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -713628.687500 Penalty: 4323.320312 Iteration 53Q: 3 clusters Score -713628.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -713629.500000 Penalty: 4323.320312 Iteration 54Q: 3 clusters Score -713629.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -713632.375000 Penalty: 4323.320312 Iteration 55Q: 3 clusters Score -713632.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -713637.687500 Penalty: 4323.320312 Iteration 56Q: 3 clusters Score -713637.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -713641.000000 Penalty: 4323.320312 Iteration 57Q: 3 clusters Score -713641 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -713644.187500 Penalty: 4323.320312 Iteration 58Q: 3 clusters Score -713644.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -713650.375000 Penalty: 4323.320312 Iteration 59Q: 3 clusters Score -713650.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -713654.437500 Penalty: 4323.320312 Iteration 60F: 3 clusters Score -713654.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -713657.000000 Penalty: 4323.320312 Iteration 61Q: 3 clusters Score -713657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -713657.437500 Penalty: 4323.320312 Iteration 62Q: 3 clusters Score -713657.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -713660.562500 Penalty: 4323.320312 Iteration 63Q: 3 clusters Score -713660.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -713662.187500 Penalty: 4323.320312 Iteration 64Q: 3 clusters Score -713662.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -713664.125000 Penalty: 4323.320312 Iteration 65Q: 3 clusters Score -713664.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -713667.312500 Penalty: 4323.320312 Iteration 66Q: 3 clusters Score -713667.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -713667.437500 Penalty: 4323.320312 Iteration 67Q: 3 clusters Score -713667.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -713669.750000 Penalty: 4323.320312 Iteration 68Q: 3 clusters Score -713669.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -713670.562500 Penalty: 4323.320312 Iteration 69Q: 3 clusters Score -713670.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -713673.812500 Penalty: 4323.320312 Iteration 70Q: 3 clusters Score -713673.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -713675.000000 Penalty: 4323.320312 Iteration 71Q: 3 clusters Score -713675 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -713675.687500 Penalty: 4323.320312 Iteration 72Q: 3 clusters Score -713675.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -713676.062500 Penalty: 4323.320312 Iteration 73Q: 3 clusters Score -713676.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -713680.750000 Penalty: 4323.320312 Iteration 74Q: 3 clusters Score -713680.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -713681.500000 Penalty: 4323.320312 Iteration 75Q: 3 clusters Score -713681.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -713683.687500 Penalty: 4323.320312 Iteration 76Q: 3 clusters Score -713683.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -713684.312500 Penalty: 4323.320312 Iteration 77Q: 3 clusters Score -713684.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -713684.750000 Penalty: 4323.320312 Iteration 78Q: 3 clusters Score -713684.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -713686.812500 Penalty: 4323.320312 Iteration 79Q: 3 clusters Score -713686.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -713690.562500 Penalty: 4323.320312 Iteration 80F: 3 clusters Score -713690.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -713691.250000 Penalty: 4323.320312 Iteration 81Q: 3 clusters Score -713691.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -713691.187500 Penalty: 4323.320312 Iteration 82Q: 3 clusters Score -713691.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -713691.000000 Penalty: 4323.320312 Iteration 83Q: 3 clusters Score -713691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -713690.562500 Penalty: 4323.320312 Iteration 84Q: 3 clusters Score -713690.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -713691.125000 Penalty: 4323.320312 Iteration 85Q: 3 clusters Score -713691.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -713692.312500 Penalty: 4323.320312 Iteration 86Q: 3 clusters Score -713692.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -713692.312500 Penalty: 4323.320312 Iteration 87F: 3 clusters Score -713692.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Entering Unmasked Estep Score: -711451.500000 Penalty: 2159.291748 Iteration 0F: 2 clusters Score -711451.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -706233.187500 Penalty: 4318.583496 Iteration 0F: 3 clusters Score -706233.2 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -707583.125000 Penalty: 4318.583496 Iteration 1F: 3 clusters Score -707583.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -707804.437500 Penalty: 4318.583496 Iteration 2F: 3 clusters Score -707804.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -707950.250000 Penalty: 4318.583496 Iteration 3Q: 3 clusters Score -707950.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -708063.000000 Penalty: 4318.583496 Iteration 4Q: 3 clusters Score -708063 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -708165.437500 Penalty: 4318.583496 Iteration 5Q: 3 clusters Score -708165.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -708269.625000 Penalty: 4318.583496 Iteration 6Q: 3 clusters Score -708269.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -708372.125000 Penalty: 4318.583496 Iteration 7Q: 3 clusters Score -708372.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -708487.625000 Penalty: 4318.583496 Iteration 8Q: 3 clusters Score -708487.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -708605.812500 Penalty: 4318.583496 Iteration 9Q: 3 clusters Score -708605.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -708717.500000 Penalty: 4318.583496 Iteration 10Q: 3 clusters Score -708717.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -708846.500000 Penalty: 4318.583496 Iteration 11Q: 3 clusters Score -708846.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -708977.187500 Penalty: 4318.583496 Iteration 12Q: 3 clusters Score -708977.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -709080.562500 Penalty: 4318.583496 Iteration 13Q: 3 clusters Score -709080.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -709189.812500 Penalty: 4318.583496 Iteration 14Q: 3 clusters Score -709189.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -709320.375000 Penalty: 4318.583496 Iteration 15Q: 3 clusters Score -709320.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -709448.750000 Penalty: 4318.583496 Iteration 16Q: 3 clusters Score -709448.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -709562.687500 Penalty: 4318.583496 Iteration 17Q: 3 clusters Score -709562.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -709689.937500 Penalty: 4318.583496 Iteration 18Q: 3 clusters Score -709689.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -709830.750000 Penalty: 4318.583496 Iteration 19Q: 3 clusters Score -709830.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -709957.250000 Penalty: 4318.583496 Iteration 20F: 3 clusters Score -709957.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -710029.625000 Penalty: 4318.583496 Iteration 21Q: 3 clusters Score -710029.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -710073.875000 Penalty: 4318.583496 Iteration 22Q: 3 clusters Score -710073.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -710108.312500 Penalty: 4318.583496 Iteration 23Q: 3 clusters Score -710108.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -710133.937500 Penalty: 4318.583496 Iteration 24Q: 3 clusters Score -710133.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -710152.875000 Penalty: 4318.583496 Iteration 25Q: 3 clusters Score -710152.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -710169.625000 Penalty: 4318.583496 Iteration 26Q: 3 clusters Score -710169.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -710182.562500 Penalty: 4318.583496 Iteration 27Q: 3 clusters Score -710182.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -710196.187500 Penalty: 4318.583496 Iteration 28Q: 3 clusters Score -710196.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -710209.562500 Penalty: 4318.583496 Iteration 29Q: 3 clusters Score -710209.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -710219.312500 Penalty: 4318.583496 Iteration 30Q: 3 clusters Score -710219.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -710229.437500 Penalty: 4318.583496 Iteration 31Q: 3 clusters Score -710229.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -710238.562500 Penalty: 4318.583496 Iteration 32Q: 3 clusters Score -710238.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -710242.562500 Penalty: 4318.583496 Iteration 33Q: 3 clusters Score -710242.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -710248.500000 Penalty: 4318.583496 Iteration 34Q: 3 clusters Score -710248.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -710254.000000 Penalty: 4318.583496 Iteration 35Q: 3 clusters Score -710254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -710258.125000 Penalty: 4318.583496 Iteration 36Q: 3 clusters Score -710258.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -710263.125000 Penalty: 4318.583496 Iteration 37Q: 3 clusters Score -710263.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -710267.625000 Penalty: 4318.583496 Iteration 38Q: 3 clusters Score -710267.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -710272.187500 Penalty: 4318.583496 Iteration 39Q: 3 clusters Score -710272.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -710276.437500 Penalty: 4318.583496 Iteration 40F: 3 clusters Score -710276.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -710281.125000 Penalty: 4318.583496 Iteration 41Q: 3 clusters Score -710281.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -710283.625000 Penalty: 4318.583496 Iteration 42Q: 3 clusters Score -710283.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -710287.437500 Penalty: 4318.583496 Iteration 43Q: 3 clusters Score -710287.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -710287.562500 Penalty: 4318.583496 Iteration 44Q: 3 clusters Score -710287.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -710292.312500 Penalty: 4318.583496 Iteration 45Q: 3 clusters Score -710292.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -710297.437500 Penalty: 4318.583496 Iteration 46Q: 3 clusters Score -710297.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -710298.812500 Penalty: 4318.583496 Iteration 47Q: 3 clusters Score -710298.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -710301.000000 Penalty: 4318.583496 Iteration 48Q: 3 clusters Score -710301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -710302.625000 Penalty: 4318.583496 Iteration 49Q: 3 clusters Score -710302.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -710304.375000 Penalty: 4318.583496 Iteration 50Q: 3 clusters Score -710304.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -710305.312500 Penalty: 4318.583496 Iteration 51Q: 3 clusters Score -710305.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -710308.187500 Penalty: 4318.583496 Iteration 52Q: 3 clusters Score -710308.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -710307.750000 Penalty: 4318.583496 Iteration 53Q: 3 clusters Score -710307.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -710308.437500 Penalty: 4318.583496 Iteration 54Q: 3 clusters Score -710308.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -710309.125000 Penalty: 4318.583496 Iteration 55Q: 3 clusters Score -710309.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -710309.500000 Penalty: 4318.583496 Iteration 56Q: 3 clusters Score -710309.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -710309.500000 Penalty: 4318.583496 Iteration 57F: 3 clusters Score -710309.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -69656.250000 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69656.25 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -69925.898438 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69925.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70003.359375 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -70003.36 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70055.062500 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -70055.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -70090.460938 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -70090.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70106.554688 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -70106.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70133.234375 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -70133.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -70156.523438 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -70156.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70175.281250 Penalty: 3217.891357 Iteration 8Q: 3 clusters Score -70175.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70208.421875 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -70208.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70283.554688 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -70283.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70413.507812 Penalty: 3217.891357 Iteration 11Q: 3 clusters Score -70413.51 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70685.414062 Penalty: 3217.891357 Iteration 12Q: 3 clusters Score -70685.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -70844.914062 Penalty: 3217.891357 Iteration 13Q: 3 clusters Score -70844.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -70868.906250 Penalty: 3217.891357 Iteration 14Q: 3 clusters Score -70868.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -70883.117188 Penalty: 3217.891357 Iteration 15Q: 3 clusters Score -70883.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -70889.085938 Penalty: 3217.891357 Iteration 16Q: 3 clusters Score -70889.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -70896.476562 Penalty: 3217.891357 Iteration 17Q: 3 clusters Score -70896.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -70910.070312 Penalty: 3217.891357 Iteration 18Q: 3 clusters Score -70910.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70926.421875 Penalty: 3217.891357 Iteration 19Q: 3 clusters Score -70926.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -70948.023438 Penalty: 3217.891357 Iteration 20F: 3 clusters Score -70948.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -70960.804688 Penalty: 3217.891357 Iteration 21Q: 3 clusters Score -70960.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -70972.734375 Penalty: 3217.891357 Iteration 22Q: 3 clusters Score -70972.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -70987.257812 Penalty: 3217.891357 Iteration 23Q: 3 clusters Score -70987.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -71001.898438 Penalty: 3217.891357 Iteration 24Q: 3 clusters Score -71001.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -71023.984375 Penalty: 3217.891357 Iteration 25Q: 3 clusters Score -71023.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -71046.078125 Penalty: 3217.891357 Iteration 26Q: 3 clusters Score -71046.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -71060.406250 Penalty: 3217.891357 Iteration 27Q: 3 clusters Score -71060.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -71073.734375 Penalty: 3217.891357 Iteration 28Q: 3 clusters Score -71073.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -71077.968750 Penalty: 3217.891357 Iteration 29Q: 3 clusters Score -71077.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -71081.156250 Penalty: 3217.891357 Iteration 30Q: 3 clusters Score -71081.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -71082.960938 Penalty: 3217.891357 Iteration 31Q: 3 clusters Score -71082.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -71082.960938 Penalty: 3217.891357 Iteration 32F: 3 clusters Score -71082.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28816 members Entering Unmasked Estep Score: -3458260.750000 Penalty: 2546.634277 Iteration 0F: 2 clusters Score -3458261 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14578 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -3438512.000000 Penalty: 5093.268555 Iteration 0F: 3 clusters Score -3438512 nChanged 12932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15514 members Mstep: Class 2 contains 13302 members Entering Unmasked Estep Score: -3445622.500000 Penalty: 5093.268555 Iteration 1F: 3 clusters Score -3445622 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16259 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -3446362.750000 Penalty: 5093.268555 Iteration 2F: 3 clusters Score -3446363 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -3447195.500000 Penalty: 5093.268555 Iteration 3F: 3 clusters Score -3447196 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18652 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -3448284.250000 Penalty: 5093.268555 Iteration 4F: 3 clusters Score -3448284 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20267 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -3449652.000000 Penalty: 5093.268555 Iteration 5F: 3 clusters Score -3449652 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21952 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -3451175.000000 Penalty: 5093.268555 Iteration 6F: 3 clusters Score -3451175 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23475 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -3452621.750000 Penalty: 5093.268555 Iteration 7F: 3 clusters Score -3452622 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24681 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -3453839.000000 Penalty: 5093.268555 Iteration 8Q: 3 clusters Score -3453839 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25492 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -3454631.750000 Penalty: 5093.268555 Iteration 9Q: 3 clusters Score -3454632 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25989 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -3455157.500000 Penalty: 5093.268555 Iteration 10Q: 3 clusters Score -3455158 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26300 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -3455495.000000 Penalty: 5093.268555 Iteration 11Q: 3 clusters Score -3455495 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26529 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -3455714.750000 Penalty: 5093.268555 Iteration 12Q: 3 clusters Score -3455715 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26664 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -3455841.250000 Penalty: 5093.268555 Iteration 13Q: 3 clusters Score -3455841 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26771 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -3455920.750000 Penalty: 5093.268555 Iteration 14Q: 3 clusters Score -3455921 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26845 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -3455989.750000 Penalty: 5093.268555 Iteration 15Q: 3 clusters Score -3455990 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26903 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -3456035.500000 Penalty: 5093.268555 Iteration 16Q: 3 clusters Score -3456036 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26966 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -3456074.750000 Penalty: 5093.268555 Iteration 17Q: 3 clusters Score -3456075 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27017 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -3456094.750000 Penalty: 5093.268555 Iteration 18Q: 3 clusters Score -3456095 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27047 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -3456119.250000 Penalty: 5093.268555 Iteration 19Q: 3 clusters Score -3456119 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27076 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -3456140.000000 Penalty: 5093.268555 Iteration 20F: 3 clusters Score -3456140 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -3456155.750000 Penalty: 5093.268555 Iteration 21Q: 3 clusters Score -3456156 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27136 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -3456167.750000 Penalty: 5093.268555 Iteration 22Q: 3 clusters Score -3456168 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27161 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -3456182.000000 Penalty: 5093.268555 Iteration 23Q: 3 clusters Score -3456182 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27193 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -3456200.500000 Penalty: 5093.268555 Iteration 24Q: 3 clusters Score -3456200 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27231 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -3456213.250000 Penalty: 5093.268555 Iteration 25Q: 3 clusters Score -3456213 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27262 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -3456230.000000 Penalty: 5093.268555 Iteration 26Q: 3 clusters Score -3456230 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27280 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -3456235.500000 Penalty: 5093.268555 Iteration 27Q: 3 clusters Score -3456236 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27298 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -3456243.250000 Penalty: 5093.268555 Iteration 28Q: 3 clusters Score -3456243 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27313 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -3456246.500000 Penalty: 5093.268555 Iteration 29Q: 3 clusters Score -3456246 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27331 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -3456258.500000 Penalty: 5093.268555 Iteration 30Q: 3 clusters Score -3456258 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27345 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -3456260.500000 Penalty: 5093.268555 Iteration 31Q: 3 clusters Score -3456260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27352 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3456263.250000 Penalty: 5093.268555 Iteration 32Q: 3 clusters Score -3456263 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27360 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -3456263.500000 Penalty: 5093.268555 Iteration 33Q: 3 clusters Score -3456264 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27366 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -3456269.000000 Penalty: 5093.268555 Iteration 34Q: 3 clusters Score -3456269 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -3456268.750000 Penalty: 5093.268555 Iteration 35Q: 3 clusters Score -3456269 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27374 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -3456278.250000 Penalty: 5093.268555 Iteration 36Q: 3 clusters Score -3456278 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27382 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -3456280.000000 Penalty: 5093.268555 Iteration 37Q: 3 clusters Score -3456280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27384 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3456281.500000 Penalty: 5093.268555 Iteration 38Q: 3 clusters Score -3456282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27388 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -3456285.750000 Penalty: 5093.268555 Iteration 39Q: 3 clusters Score -3456286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27392 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -3456285.000000 Penalty: 5093.268555 Iteration 40F: 3 clusters Score -3456285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27395 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -3456286.250000 Penalty: 5093.268555 Iteration 41Q: 3 clusters Score -3456286 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27398 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -3456287.500000 Penalty: 5093.268555 Iteration 42Q: 3 clusters Score -3456288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27401 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3456290.750000 Penalty: 5093.268555 Iteration 43Q: 3 clusters Score -3456291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27406 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -3456290.750000 Penalty: 5093.268555 Iteration 44Q: 3 clusters Score -3456291 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27414 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -3456289.750000 Penalty: 5093.268555 Iteration 45Q: 3 clusters Score -3456290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27418 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -3456292.500000 Penalty: 5093.268555 Iteration 46Q: 3 clusters Score -3456292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27421 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -3456297.250000 Penalty: 5093.268555 Iteration 47Q: 3 clusters Score -3456297 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27426 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3456302.750000 Penalty: 5093.268555 Iteration 48Q: 3 clusters Score -3456303 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27428 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -3456300.500000 Penalty: 5093.268555 Iteration 49Q: 3 clusters Score -3456300 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27429 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -3456311.000000 Penalty: 5093.268555 Iteration 50Q: 3 clusters Score -3456311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27432 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -3456312.500000 Penalty: 5093.268555 Iteration 51Q: 3 clusters Score -3456312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -3456310.250000 Penalty: 5093.268555 Iteration 52Q: 3 clusters Score -3456310 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27437 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -3456310.750000 Penalty: 5093.268555 Iteration 53Q: 3 clusters Score -3456311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27440 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -3456312.000000 Penalty: 5093.268555 Iteration 54Q: 3 clusters Score -3456312 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27441 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -3456309.750000 Penalty: 5093.268555 Iteration 55Q: 3 clusters Score -3456310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27442 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -3456307.750000 Penalty: 5093.268555 Iteration 56Q: 3 clusters Score -3456308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27441 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -3456308.500000 Penalty: 5093.268555 Iteration 57Q: 3 clusters Score -3456308 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27441 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -3456308.500000 Penalty: 5093.268555 Iteration 58F: 3 clusters Score -3456308 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (40919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40919 members Entering Unmasked Estep Score: -5052257.500000 Penalty: 2633.598633 Iteration 0F: 2 clusters Score -5052258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20592 members Mstep: Class 2 contains 20327 members Entering Unmasked Estep Score: -5024485.500000 Penalty: 5267.197266 Iteration 0F: 3 clusters Score -5024486 nChanged 18739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -5034708.000000 Penalty: 5267.197266 Iteration 1F: 3 clusters Score -5034708 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22091 members Mstep: Class 2 contains 18828 members Entering Unmasked Estep Score: -5035265.500000 Penalty: 5267.197266 Iteration 2Q: 3 clusters Score -5035266 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23017 members Mstep: Class 2 contains 17902 members Entering Unmasked Estep Score: -5035825.000000 Penalty: 5267.197266 Iteration 3Q: 3 clusters Score -5035825 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24253 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -5036465.000000 Penalty: 5267.197266 Iteration 4Q: 3 clusters Score -5036465 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25994 members Mstep: Class 2 contains 14925 members Entering Unmasked Estep Score: -5037415.000000 Penalty: 5267.197266 Iteration 5Q: 3 clusters Score -5037415 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28321 members Mstep: Class 2 contains 12598 members Entering Unmasked Estep Score: -5038941.500000 Penalty: 5267.197266 Iteration 6F: 3 clusters Score -5038942 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31257 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -5041289.500000 Penalty: 5267.197266 Iteration 7F: 3 clusters Score -5041290 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34365 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -5044015.500000 Penalty: 5267.197266 Iteration 8F: 3 clusters Score -5044016 nChanged 2713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37076 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -5046543.000000 Penalty: 5267.197266 Iteration 9F: 3 clusters Score -5046543 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38859 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -5048233.500000 Penalty: 5267.197266 Iteration 10Q: 3 clusters Score -5048234 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39802 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -5049127.000000 Penalty: 5267.197266 Iteration 11Q: 3 clusters Score -5049127 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40221 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -5049529.000000 Penalty: 5267.197266 Iteration 12Q: 3 clusters Score -5049529 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40407 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -5049732.000000 Penalty: 5267.197266 Iteration 13Q: 3 clusters Score -5049732 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40484 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -5049848.000000 Penalty: 5267.197266 Iteration 14Q: 3 clusters Score -5049848 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40527 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -5049911.500000 Penalty: 5267.197266 Iteration 15Q: 3 clusters Score -5049912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40550 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -5049957.500000 Penalty: 5267.197266 Iteration 16Q: 3 clusters Score -5049958 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40558 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -5049966.500000 Penalty: 5267.197266 Iteration 17Q: 3 clusters Score -5049966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40563 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5049990.500000 Penalty: 5267.197266 Iteration 18Q: 3 clusters Score -5049990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40566 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -5049990.500000 Penalty: 5267.197266 Iteration 19Q: 3 clusters Score -5049990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40564 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -5049991.500000 Penalty: 5267.197266 Iteration 20F: 3 clusters Score -5049992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40563 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5049993.500000 Penalty: 5267.197266 Iteration 21Q: 3 clusters Score -5049994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40564 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -5049991.500000 Penalty: 5267.197266 Iteration 22Q: 3 clusters Score -5049992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40566 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -5049987.500000 Penalty: 5267.197266 Iteration 23Q: 3 clusters Score -5049988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40566 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -5049987.500000 Penalty: 5267.197266 Iteration 24F: 3 clusters Score -5049988 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -71551.601562 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71551.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -72160.992188 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -72160.99 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -72381.117188 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72381.12 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -72550.773438 Penalty: 3259.157959 Iteration 3F: 3 clusters Score -72550.77 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -72651.835938 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -72651.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -72743.679688 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -72743.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -72855.648438 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -72855.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -72916.351562 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -72916.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -72963.875000 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -72963.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -72995.523438 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -72995.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -73021.187500 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -73021.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -73052.335938 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -73052.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -73076.882812 Penalty: 3259.157959 Iteration 12Q: 3 clusters Score -73076.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -73114.656250 Penalty: 3259.157959 Iteration 13Q: 3 clusters Score -73114.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -73129.289062 Penalty: 3259.157959 Iteration 14Q: 3 clusters Score -73129.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -73133.406250 Penalty: 3259.157959 Iteration 15Q: 3 clusters Score -73133.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -73137.914062 Penalty: 3259.157959 Iteration 16Q: 3 clusters Score -73137.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -73158.687500 Penalty: 3259.157959 Iteration 17Q: 3 clusters Score -73158.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -73179.890625 Penalty: 3259.157959 Iteration 18Q: 3 clusters Score -73179.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -73204.585938 Penalty: 3259.157959 Iteration 19Q: 3 clusters Score -73204.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -73325.296875 Penalty: 3259.157959 Iteration 20F: 3 clusters Score -73325.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -73447.031250 Penalty: 3259.157959 Iteration 21Q: 3 clusters Score -73447.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -73462.632812 Penalty: 3259.157959 Iteration 22Q: 3 clusters Score -73462.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -73504.273438 Penalty: 3259.157959 Iteration 23Q: 3 clusters Score -73504.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -73516.820312 Penalty: 3259.157959 Iteration 24Q: 3 clusters Score -73516.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -73518.695312 Penalty: 3259.157959 Iteration 25Q: 3 clusters Score -73518.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -73521.804688 Penalty: 3259.157959 Iteration 26Q: 3 clusters Score -73521.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -73521.804688 Penalty: 3259.157959 Iteration 27F: 3 clusters Score -73521.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55793 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13334 members Mstep: Class 5 contains 1332 members Mstep: Class 6 contains 42295 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8420 members Mstep: Class 9 contains 22917 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6855 members Mstep: Class 14 contains 8690 members Mstep: Class 15 contains 152519 members Mstep: Class 16 contains 6102 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28816 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 413 members Mstep: Class 23 contains 147 members Entering Unmasked Estep Score: -52027232.000000 Penalty: 74024.335938 Splitting cluster 21 changes total score from -52028508.000000 to -52027232.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Entering Unmasked Estep Score: -43823.421875 Penalty: 1493.814941 Iteration 0F: 2 clusters Score -43823.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -42431.503906 Penalty: 2987.629883 Iteration 0F: 3 clusters Score -42431.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -42590.265625 Penalty: 2987.629883 Iteration 1F: 3 clusters Score -42590.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -42617.925781 Penalty: 2987.629883 Iteration 2Q: 3 clusters Score -42617.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -42663.949219 Penalty: 2987.629883 Iteration 3Q: 3 clusters Score -42663.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -42695.195312 Penalty: 2987.629883 Iteration 4Q: 3 clusters Score -42695.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -42717.121094 Penalty: 2987.629883 Iteration 5Q: 3 clusters Score -42717.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -42727.296875 Penalty: 2987.629883 Iteration 6Q: 3 clusters Score -42727.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42732.382812 Penalty: 2987.629883 Iteration 7Q: 3 clusters Score -42732.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42732.382812 Penalty: 2987.629883 Iteration 8F: 3 clusters Score -42732.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55793 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13334 members Mstep: Class 5 contains 1332 members Mstep: Class 6 contains 42295 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 8420 members Mstep: Class 9 contains 22917 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1374 members Mstep: Class 13 contains 6855 members Mstep: Class 14 contains 8690 members Mstep: Class 15 contains 152519 members Mstep: Class 16 contains 6102 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28816 members Mstep: Class 20 contains 40919 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028432.000000 Penalty: 70805.890625 Iteration 279Q: 23 clusters Score -5.202843e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55803 members Mstep: Class 2 contains 24700 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13338 members Mstep: Class 5 contains 1330 members Mstep: Class 6 contains 42293 members Mstep: Class 7 contains 7875 members Mstep: Class 8 contains 8396 members Mstep: Class 9 contains 22899 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1373 members Mstep: Class 13 contains 6853 members Mstep: Class 14 contains 8689 members Mstep: Class 15 contains 152510 members Mstep: Class 16 contains 6134 members Mstep: Class 17 contains 6042 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28827 members Mstep: Class 20 contains 40920 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028488.000000 Penalty: 70805.890625 Iteration 280F: 23 clusters Score -5.202849e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55810 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13339 members Mstep: Class 5 contains 1330 members Mstep: Class 6 contains 42290 members Mstep: Class 7 contains 7871 members Mstep: Class 8 contains 8367 members Mstep: Class 9 contains 22877 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1373 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8689 members Mstep: Class 15 contains 152503 members Mstep: Class 16 contains 6172 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28841 members Mstep: Class 20 contains 40925 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028564.000000 Penalty: 70805.890625 Iteration 281Q: 23 clusters Score -5.202856e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55826 members Mstep: Class 2 contains 24699 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13339 members Mstep: Class 5 contains 1330 members Mstep: Class 6 contains 42290 members Mstep: Class 7 contains 7870 members Mstep: Class 8 contains 8330 members Mstep: Class 9 contains 22852 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6851 members Mstep: Class 14 contains 8687 members Mstep: Class 15 contains 152497 members Mstep: Class 16 contains 6212 members Mstep: Class 17 contains 6046 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28851 members Mstep: Class 20 contains 40930 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028496.000000 Penalty: 70805.890625 Iteration 282Q: 23 clusters Score -5.20285e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55838 members Mstep: Class 2 contains 24698 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13338 members Mstep: Class 5 contains 1329 members Mstep: Class 6 contains 42291 members Mstep: Class 7 contains 7863 members Mstep: Class 8 contains 8288 members Mstep: Class 9 contains 22836 members Mstep: Class 10 contains 1463 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6852 members Mstep: Class 14 contains 8687 members Mstep: Class 15 contains 152488 members Mstep: Class 16 contains 6257 members Mstep: Class 17 contains 6045 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28859 members Mstep: Class 20 contains 40939 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028484.000000 Penalty: 70805.890625 Iteration 283Q: 23 clusters Score -5.202848e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55847 members Mstep: Class 2 contains 24698 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13338 members Mstep: Class 5 contains 1327 members Mstep: Class 6 contains 42290 members Mstep: Class 7 contains 7860 members Mstep: Class 8 contains 8250 members Mstep: Class 9 contains 22816 members Mstep: Class 10 contains 1464 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6851 members Mstep: Class 14 contains 8687 members Mstep: Class 15 contains 152480 members Mstep: Class 16 contains 6303 members Mstep: Class 17 contains 6041 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28871 members Mstep: Class 20 contains 40948 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028448.000000 Penalty: 70805.890625 Iteration 284Q: 23 clusters Score -5.202845e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55857 members Mstep: Class 2 contains 24698 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13342 members Mstep: Class 5 contains 1327 members Mstep: Class 6 contains 42288 members Mstep: Class 7 contains 7860 members Mstep: Class 8 contains 8213 members Mstep: Class 9 contains 22791 members Mstep: Class 10 contains 1466 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152474 members Mstep: Class 16 contains 6343 members Mstep: Class 17 contains 6038 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28880 members Mstep: Class 20 contains 40953 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028444.000000 Penalty: 70805.890625 Iteration 285Q: 23 clusters Score -5.202844e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55871 members Mstep: Class 2 contains 24697 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13347 members Mstep: Class 5 contains 1327 members Mstep: Class 6 contains 42286 members Mstep: Class 7 contains 7859 members Mstep: Class 8 contains 8184 members Mstep: Class 9 contains 22765 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152457 members Mstep: Class 16 contains 6389 members Mstep: Class 17 contains 6037 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28889 members Mstep: Class 20 contains 40954 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028480.000000 Penalty: 70805.890625 Iteration 286Q: 23 clusters Score -5.202848e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55880 members Mstep: Class 2 contains 24695 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13352 members Mstep: Class 5 contains 1327 members Mstep: Class 6 contains 42285 members Mstep: Class 7 contains 7859 members Mstep: Class 8 contains 8153 members Mstep: Class 9 contains 22725 members Mstep: Class 10 contains 1468 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152441 members Mstep: Class 16 contains 6449 members Mstep: Class 17 contains 6037 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28900 members Mstep: Class 20 contains 40959 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028556.000000 Penalty: 70805.890625 Iteration 287Q: 23 clusters Score -5.202856e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55892 members Mstep: Class 2 contains 24694 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13357 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 42283 members Mstep: Class 7 contains 7856 members Mstep: Class 8 contains 8115 members Mstep: Class 9 contains 22691 members Mstep: Class 10 contains 1469 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6849 members Mstep: Class 14 contains 8691 members Mstep: Class 15 contains 152430 members Mstep: Class 16 contains 6501 members Mstep: Class 17 contains 6036 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28920 members Mstep: Class 20 contains 40961 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028644.000000 Penalty: 70805.890625 Iteration 288Q: 23 clusters Score -5.202864e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55901 members Mstep: Class 2 contains 24695 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13358 members Mstep: Class 5 contains 1324 members Mstep: Class 6 contains 42283 members Mstep: Class 7 contains 7855 members Mstep: Class 8 contains 8086 members Mstep: Class 9 contains 22653 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 6849 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152420 members Mstep: Class 16 contains 6556 members Mstep: Class 17 contains 6032 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28932 members Mstep: Class 20 contains 40961 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028708.000000 Penalty: 70805.890625 Iteration 289Q: 23 clusters Score -5.202871e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55919 members Mstep: Class 2 contains 24697 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13364 members Mstep: Class 5 contains 1320 members Mstep: Class 6 contains 42282 members Mstep: Class 7 contains 7855 members Mstep: Class 8 contains 8057 members Mstep: Class 9 contains 22618 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 6849 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152406 members Mstep: Class 16 contains 6600 members Mstep: Class 17 contains 6025 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28945 members Mstep: Class 20 contains 40962 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -52028720.000000 Penalty: 70805.890625 Iteration 290Q: 23 clusters Score -5.202872e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55940 members Mstep: Class 2 contains 24696 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13368 members Mstep: Class 5 contains 1318 members Mstep: Class 6 contains 42280 members Mstep: Class 7 contains 7853 members Mstep: Class 8 contains 8029 members Mstep: Class 9 contains 22580 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 6851 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152387 members Mstep: Class 16 contains 6640 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28969 members Mstep: Class 20 contains 40962 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 414 members Entering Unmasked Estep ConsiderDeletion Score: -52028672.000000 Penalty: 70805.890625 Iteration 291Q: 23 clusters Score -5.202867e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55964 members Mstep: Class 2 contains 24692 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13369 members Mstep: Class 5 contains 1316 members Mstep: Class 6 contains 42278 members Mstep: Class 7 contains 7854 members Mstep: Class 8 contains 8014 members Mstep: Class 9 contains 22540 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1373 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8699 members Mstep: Class 15 contains 152385 members Mstep: Class 16 contains 6663 members Mstep: Class 17 contains 6024 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28980 members Mstep: Class 20 contains 40961 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 414 members Entering Unmasked Estep ConsiderDeletion Score: -52028680.000000 Penalty: 70805.890625 Iteration 292Q: 23 clusters Score -5.202868e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 55985 members Mstep: Class 2 contains 24693 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13370 members Mstep: Class 5 contains 1315 members Mstep: Class 6 contains 42274 members Mstep: Class 7 contains 7848 members Mstep: Class 8 contains 7994 members Mstep: Class 9 contains 22498 members Mstep: Class 10 contains 1482 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152374 members Mstep: Class 16 contains 6701 members Mstep: Class 17 contains 6025 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 28998 members Mstep: Class 20 contains 40959 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 414 members Entering Unmasked Estep ConsiderDeletion Score: -52028752.000000 Penalty: 70805.890625 Iteration 293Q: 23 clusters Score -5.202875e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56010 members Mstep: Class 2 contains 24693 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13375 members Mstep: Class 5 contains 1313 members Mstep: Class 6 contains 42269 members Mstep: Class 7 contains 7843 members Mstep: Class 8 contains 7978 members Mstep: Class 9 contains 22453 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152364 members Mstep: Class 16 contains 6743 members Mstep: Class 17 contains 6022 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29010 members Mstep: Class 20 contains 40961 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 415 members Entering Unmasked Estep ConsiderDeletion Score: -52028644.000000 Penalty: 70805.890625 Iteration 294Q: 23 clusters Score -5.202864e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56036 members Mstep: Class 2 contains 24694 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13380 members Mstep: Class 5 contains 1311 members Mstep: Class 6 contains 42267 members Mstep: Class 7 contains 7840 members Mstep: Class 8 contains 7966 members Mstep: Class 9 contains 22410 members Mstep: Class 10 contains 1483 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6850 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152348 members Mstep: Class 16 contains 6775 members Mstep: Class 17 contains 6017 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29023 members Mstep: Class 20 contains 40962 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028680.000000 Penalty: 70805.890625 Iteration 295Q: 23 clusters Score -5.202868e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56067 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13383 members Mstep: Class 5 contains 1313 members Mstep: Class 6 contains 42266 members Mstep: Class 7 contains 7842 members Mstep: Class 8 contains 7946 members Mstep: Class 9 contains 22357 members Mstep: Class 10 contains 1483 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6849 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152325 members Mstep: Class 16 contains 6820 members Mstep: Class 17 contains 6011 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29049 members Mstep: Class 20 contains 40961 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028688.000000 Penalty: 70805.890625 Iteration 296Q: 23 clusters Score -5.202869e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56095 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13391 members Mstep: Class 5 contains 1312 members Mstep: Class 6 contains 42263 members Mstep: Class 7 contains 7838 members Mstep: Class 8 contains 7935 members Mstep: Class 9 contains 22307 members Mstep: Class 10 contains 1483 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6848 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152303 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 6004 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29065 members Mstep: Class 20 contains 40963 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028816.000000 Penalty: 70805.890625 Iteration 297Q: 23 clusters Score -5.202882e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56113 members Mstep: Class 2 contains 24692 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13396 members Mstep: Class 5 contains 1310 members Mstep: Class 6 contains 42260 members Mstep: Class 7 contains 7839 members Mstep: Class 8 contains 7919 members Mstep: Class 9 contains 22268 members Mstep: Class 10 contains 1484 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6846 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152297 members Mstep: Class 16 contains 6894 members Mstep: Class 17 contains 6002 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29085 members Mstep: Class 20 contains 40959 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028800.000000 Penalty: 70805.890625 Iteration 298Q: 23 clusters Score -5.20288e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56126 members Mstep: Class 2 contains 24693 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13397 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42259 members Mstep: Class 7 contains 7835 members Mstep: Class 8 contains 7899 members Mstep: Class 9 contains 22244 members Mstep: Class 10 contains 1483 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6843 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152291 members Mstep: Class 16 contains 6924 members Mstep: Class 17 contains 5999 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29107 members Mstep: Class 20 contains 40955 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028872.000000 Penalty: 70805.890625 Iteration 299Q: 23 clusters Score -5.202887e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56135 members Mstep: Class 2 contains 24692 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13400 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42256 members Mstep: Class 7 contains 7828 members Mstep: Class 8 contains 7882 members Mstep: Class 9 contains 22221 members Mstep: Class 10 contains 1483 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6844 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152284 members Mstep: Class 16 contains 6957 members Mstep: Class 17 contains 5998 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29121 members Mstep: Class 20 contains 40952 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028844.000000 Penalty: 70805.890625 Iteration 300F: 23 clusters Score -5.202884e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56148 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13402 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42253 members Mstep: Class 7 contains 7823 members Mstep: Class 8 contains 7866 members Mstep: Class 9 contains 22202 members Mstep: Class 10 contains 1485 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6845 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152277 members Mstep: Class 16 contains 6984 members Mstep: Class 17 contains 5999 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29130 members Mstep: Class 20 contains 40949 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028908.000000 Penalty: 70805.890625 Iteration 301Q: 23 clusters Score -5.202891e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56159 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13406 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7819 members Mstep: Class 8 contains 7851 members Mstep: Class 9 contains 22183 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6844 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152278 members Mstep: Class 16 contains 6999 members Mstep: Class 17 contains 5999 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29135 members Mstep: Class 20 contains 40952 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028876.000000 Penalty: 70805.890625 Iteration 302Q: 23 clusters Score -5.202888e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56168 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13408 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7817 members Mstep: Class 8 contains 7835 members Mstep: Class 9 contains 22170 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6843 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152273 members Mstep: Class 16 contains 7015 members Mstep: Class 17 contains 5996 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29149 members Mstep: Class 20 contains 40951 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028912.000000 Penalty: 70805.890625 Iteration 303Q: 23 clusters Score -5.202891e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56177 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13408 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7814 members Mstep: Class 8 contains 7822 members Mstep: Class 9 contains 22155 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6842 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152270 members Mstep: Class 16 contains 7030 members Mstep: Class 17 contains 5996 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29161 members Mstep: Class 20 contains 40950 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028932.000000 Penalty: 70805.890625 Iteration 304Q: 23 clusters Score -5.202893e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56179 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13408 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7817 members Mstep: Class 8 contains 7805 members Mstep: Class 9 contains 22145 members Mstep: Class 10 contains 1484 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6842 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152267 members Mstep: Class 16 contains 7052 members Mstep: Class 17 contains 5994 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29171 members Mstep: Class 20 contains 40947 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028944.000000 Penalty: 70805.890625 Iteration 305Q: 23 clusters Score -5.202894e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56181 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13408 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7816 members Mstep: Class 8 contains 7795 members Mstep: Class 9 contains 22130 members Mstep: Class 10 contains 1485 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6841 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152258 members Mstep: Class 16 contains 7074 members Mstep: Class 17 contains 5992 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29181 members Mstep: Class 20 contains 40950 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028892.000000 Penalty: 70805.890625 Iteration 306Q: 23 clusters Score -5.202889e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56191 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13410 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7810 members Mstep: Class 8 contains 7784 members Mstep: Class 9 contains 22117 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6840 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152260 members Mstep: Class 16 contains 7093 members Mstep: Class 17 contains 5989 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29185 members Mstep: Class 20 contains 40947 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028912.000000 Penalty: 70805.890625 Iteration 307Q: 23 clusters Score -5.202891e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56197 members Mstep: Class 2 contains 24692 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13408 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42252 members Mstep: Class 7 contains 7807 members Mstep: Class 8 contains 7776 members Mstep: Class 9 contains 22106 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152255 members Mstep: Class 16 contains 7118 members Mstep: Class 17 contains 5988 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29181 members Mstep: Class 20 contains 40949 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028940.000000 Penalty: 70805.890625 Iteration 308Q: 23 clusters Score -5.202894e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56201 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13409 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42252 members Mstep: Class 7 contains 7807 members Mstep: Class 8 contains 7760 members Mstep: Class 9 contains 22095 members Mstep: Class 10 contains 1487 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152248 members Mstep: Class 16 contains 7137 members Mstep: Class 17 contains 5988 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29187 members Mstep: Class 20 contains 40952 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028896.000000 Penalty: 70805.890625 Iteration 309Q: 23 clusters Score -5.20289e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56216 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13410 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7807 members Mstep: Class 8 contains 7740 members Mstep: Class 9 contains 22070 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152242 members Mstep: Class 16 contains 7170 members Mstep: Class 17 contains 5988 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29189 members Mstep: Class 20 contains 40955 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028908.000000 Penalty: 70805.890625 Iteration 310Q: 23 clusters Score -5.202891e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56226 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13411 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7805 members Mstep: Class 8 contains 7732 members Mstep: Class 9 contains 22049 members Mstep: Class 10 contains 1485 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152229 members Mstep: Class 16 contains 7197 members Mstep: Class 17 contains 5986 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29196 members Mstep: Class 20 contains 40957 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028972.000000 Penalty: 70805.890625 Iteration 311Q: 23 clusters Score -5.202897e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56233 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13410 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7802 members Mstep: Class 8 contains 7714 members Mstep: Class 9 contains 22032 members Mstep: Class 10 contains 1487 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152218 members Mstep: Class 16 contains 7218 members Mstep: Class 17 contains 5986 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29215 members Mstep: Class 20 contains 40958 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028924.000000 Penalty: 70805.890625 Iteration 312Q: 23 clusters Score -5.202892e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56246 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13413 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42251 members Mstep: Class 7 contains 7802 members Mstep: Class 8 contains 7698 members Mstep: Class 9 contains 22015 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152206 members Mstep: Class 16 contains 7229 members Mstep: Class 17 contains 5986 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29234 members Mstep: Class 20 contains 40957 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028988.000000 Penalty: 70805.890625 Iteration 313Q: 23 clusters Score -5.202899e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56254 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13414 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42250 members Mstep: Class 7 contains 7800 members Mstep: Class 8 contains 7688 members Mstep: Class 9 contains 21994 members Mstep: Class 10 contains 1489 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6840 members Mstep: Class 14 contains 8705 members Mstep: Class 15 contains 152202 members Mstep: Class 16 contains 7246 members Mstep: Class 17 contains 5985 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29245 members Mstep: Class 20 contains 40954 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028956.000000 Penalty: 70805.890625 Iteration 314Q: 23 clusters Score -5.202896e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56264 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13415 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42250 members Mstep: Class 7 contains 7797 members Mstep: Class 8 contains 7673 members Mstep: Class 9 contains 21983 members Mstep: Class 10 contains 1491 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152195 members Mstep: Class 16 contains 7266 members Mstep: Class 17 contains 5984 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29252 members Mstep: Class 20 contains 40955 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52029036.000000 Penalty: 70805.890625 Iteration 315Q: 23 clusters Score -5.202904e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56273 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13416 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42249 members Mstep: Class 7 contains 7794 members Mstep: Class 8 contains 7660 members Mstep: Class 9 contains 21965 members Mstep: Class 10 contains 1491 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6839 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152182 members Mstep: Class 16 contains 7290 members Mstep: Class 17 contains 5984 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29261 members Mstep: Class 20 contains 40959 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028956.000000 Penalty: 70805.890625 Iteration 316Q: 23 clusters Score -5.202896e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56276 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13419 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42247 members Mstep: Class 7 contains 7790 members Mstep: Class 8 contains 7651 members Mstep: Class 9 contains 21953 members Mstep: Class 10 contains 1492 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152168 members Mstep: Class 16 contains 7310 members Mstep: Class 17 contains 5985 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29270 members Mstep: Class 20 contains 40965 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52029020.000000 Penalty: 70805.890625 Iteration 317Q: 23 clusters Score -5.202902e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56283 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13421 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42247 members Mstep: Class 7 contains 7785 members Mstep: Class 8 contains 7643 members Mstep: Class 9 contains 21942 members Mstep: Class 10 contains 1490 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 152164 members Mstep: Class 16 contains 7323 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29278 members Mstep: Class 20 contains 40967 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52029016.000000 Penalty: 70805.890625 Iteration 318Q: 23 clusters Score -5.202902e+07 nChanged 50 Entering ConstructFrom: Score: -52029016.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (56295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56295 members Entering Unmasked Estep Score: -6966918.500000 Penalty: 2712.713623 Iteration 0F: 2 clusters Score -6966918 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28220 members Mstep: Class 2 contains 28075 members Entering Unmasked Estep Score: -6929159.000000 Penalty: 5425.427246 Iteration 0F: 3 clusters Score -6929159 nChanged 26154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29384 members Mstep: Class 2 contains 26911 members Entering Unmasked Estep Score: -6943714.000000 Penalty: 5425.427246 Iteration 1F: 3 clusters Score -6943714 nChanged 2309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30123 members Mstep: Class 2 contains 26172 members Entering Unmasked Estep Score: -6944349.000000 Penalty: 5425.427246 Iteration 2Q: 3 clusters Score -6944349 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31216 members Mstep: Class 2 contains 25079 members Entering Unmasked Estep Score: -6945225.000000 Penalty: 5425.427246 Iteration 3Q: 3 clusters Score -6945225 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32740 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -6946363.500000 Penalty: 5425.427246 Iteration 4Q: 3 clusters Score -6946364 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34792 members Mstep: Class 2 contains 21503 members Entering Unmasked Estep Score: -6947882.000000 Penalty: 5425.427246 Iteration 5F: 3 clusters Score -6947882 nChanged 3386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37348 members Mstep: Class 2 contains 18947 members Entering Unmasked Estep Score: -6949790.000000 Penalty: 5425.427246 Iteration 6F: 3 clusters Score -6949790 nChanged 3608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40336 members Mstep: Class 2 contains 15959 members Entering Unmasked Estep Score: -6952046.500000 Penalty: 5425.427246 Iteration 7F: 3 clusters Score -6952046 nChanged 3608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43590 members Mstep: Class 2 contains 12705 members Entering Unmasked Estep Score: -6954647.000000 Penalty: 5425.427246 Iteration 8F: 3 clusters Score -6954647 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46794 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -6957173.000000 Penalty: 5425.427246 Iteration 9F: 3 clusters Score -6957173 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49583 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -6959424.000000 Penalty: 5425.427246 Iteration 10F: 3 clusters Score -6959424 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51848 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -6961277.500000 Penalty: 5425.427246 Iteration 11Q: 3 clusters Score -6961278 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53535 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -6962680.500000 Penalty: 5425.427246 Iteration 12Q: 3 clusters Score -6962680 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54564 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -6963459.500000 Penalty: 5425.427246 Iteration 13Q: 3 clusters Score -6963460 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55149 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -6963947.500000 Penalty: 5425.427246 Iteration 14Q: 3 clusters Score -6963948 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55476 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -6964157.000000 Penalty: 5425.427246 Iteration 15Q: 3 clusters Score -6964157 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55625 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -6964291.500000 Penalty: 5425.427246 Iteration 16Q: 3 clusters Score -6964292 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55715 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -6964375.000000 Penalty: 5425.427246 Iteration 17Q: 3 clusters Score -6964375 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55777 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -6964433.500000 Penalty: 5425.427246 Iteration 18Q: 3 clusters Score -6964434 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55804 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -6964464.000000 Penalty: 5425.427246 Iteration 19Q: 3 clusters Score -6964464 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55826 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -6964506.000000 Penalty: 5425.427246 Iteration 20F: 3 clusters Score -6964506 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55840 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -6964511.000000 Penalty: 5425.427246 Iteration 21Q: 3 clusters Score -6964511 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55844 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -6964526.000000 Penalty: 5425.427246 Iteration 22Q: 3 clusters Score -6964526 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55851 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -6964525.000000 Penalty: 5425.427246 Iteration 23Q: 3 clusters Score -6964525 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55859 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -6964544.000000 Penalty: 5425.427246 Iteration 24Q: 3 clusters Score -6964544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55866 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -6964540.500000 Penalty: 5425.427246 Iteration 25Q: 3 clusters Score -6964540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55868 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -6964544.500000 Penalty: 5425.427246 Iteration 26Q: 3 clusters Score -6964544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55869 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -6964541.000000 Penalty: 5425.427246 Iteration 27Q: 3 clusters Score -6964541 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55869 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -6964541.000000 Penalty: 5425.427246 Iteration 28F: 3 clusters Score -6964541 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24688 members Entering Unmasked Estep Score: -2991108.000000 Penalty: 2508.290039 Iteration 0F: 2 clusters Score -2991108 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12316 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -2974068.250000 Penalty: 5016.580078 Iteration 0F: 3 clusters Score -2974068 nChanged 11076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -2980093.250000 Penalty: 5016.580078 Iteration 1F: 3 clusters Score -2980093 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -2981072.750000 Penalty: 5016.580078 Iteration 2F: 3 clusters Score -2981073 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -2982473.500000 Penalty: 5016.580078 Iteration 3F: 3 clusters Score -2982474 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -2984076.500000 Penalty: 5016.580078 Iteration 4F: 3 clusters Score -2984076 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 16265 members Entering Unmasked Estep Score: -2985705.500000 Penalty: 5016.580078 Iteration 5F: 3 clusters Score -2985706 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 17733 members Entering Unmasked Estep Score: -2987135.250000 Penalty: 5016.580078 Iteration 6F: 3 clusters Score -2987135 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 19056 members Entering Unmasked Estep Score: -2988345.000000 Penalty: 5016.580078 Iteration 7F: 3 clusters Score -2988345 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 20160 members Entering Unmasked Estep Score: -2989277.250000 Penalty: 5016.580078 Iteration 8Q: 3 clusters Score -2989277 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 20924 members Entering Unmasked Estep Score: -2989883.750000 Penalty: 5016.580078 Iteration 9Q: 3 clusters Score -2989884 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 21446 members Entering Unmasked Estep Score: -2990222.000000 Penalty: 5016.580078 Iteration 10Q: 3 clusters Score -2990222 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -2990409.500000 Penalty: 5016.580078 Iteration 11Q: 3 clusters Score -2990410 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 22099 members Entering Unmasked Estep Score: -2990532.750000 Penalty: 5016.580078 Iteration 12Q: 3 clusters Score -2990533 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 22341 members Entering Unmasked Estep Score: -2990630.500000 Penalty: 5016.580078 Iteration 13Q: 3 clusters Score -2990630 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 22513 members Entering Unmasked Estep Score: -2990696.000000 Penalty: 5016.580078 Iteration 14Q: 3 clusters Score -2990696 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 22648 members Entering Unmasked Estep Score: -2990742.250000 Penalty: 5016.580078 Iteration 15Q: 3 clusters Score -2990742 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 22741 members Entering Unmasked Estep Score: -2990771.500000 Penalty: 5016.580078 Iteration 16Q: 3 clusters Score -2990772 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 22822 members Entering Unmasked Estep Score: -2990797.250000 Penalty: 5016.580078 Iteration 17Q: 3 clusters Score -2990797 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 22882 members Entering Unmasked Estep Score: -2990815.750000 Penalty: 5016.580078 Iteration 18Q: 3 clusters Score -2990816 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 22933 members Entering Unmasked Estep Score: -2990832.000000 Penalty: 5016.580078 Iteration 19Q: 3 clusters Score -2990832 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 22964 members Entering Unmasked Estep Score: -2990843.500000 Penalty: 5016.580078 Iteration 20F: 3 clusters Score -2990844 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 22991 members Entering Unmasked Estep Score: -2990836.500000 Penalty: 5016.580078 Iteration 21Q: 3 clusters Score -2990836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 23006 members Entering Unmasked Estep Score: -2990844.500000 Penalty: 5016.580078 Iteration 22Q: 3 clusters Score -2990844 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 23020 members Entering Unmasked Estep Score: -2990842.250000 Penalty: 5016.580078 Iteration 23Q: 3 clusters Score -2990842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 23030 members Entering Unmasked Estep Score: -2990845.750000 Penalty: 5016.580078 Iteration 24Q: 3 clusters Score -2990846 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 23047 members Entering Unmasked Estep Score: -2990857.500000 Penalty: 5016.580078 Iteration 25Q: 3 clusters Score -2990858 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 23057 members Entering Unmasked Estep Score: -2990849.500000 Penalty: 5016.580078 Iteration 26Q: 3 clusters Score -2990850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 23071 members Entering Unmasked Estep Score: -2990855.500000 Penalty: 5016.580078 Iteration 27Q: 3 clusters Score -2990856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 23079 members Entering Unmasked Estep Score: -2990865.000000 Penalty: 5016.580078 Iteration 28Q: 3 clusters Score -2990865 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 23088 members Entering Unmasked Estep Score: -2990865.250000 Penalty: 5016.580078 Iteration 29Q: 3 clusters Score -2990865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -2990869.000000 Penalty: 5016.580078 Iteration 30Q: 3 clusters Score -2990869 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 23096 members Entering Unmasked Estep Score: -2990871.750000 Penalty: 5016.580078 Iteration 31Q: 3 clusters Score -2990872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -2990874.250000 Penalty: 5016.580078 Iteration 32Q: 3 clusters Score -2990874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -2990870.500000 Penalty: 5016.580078 Iteration 33Q: 3 clusters Score -2990870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -2990876.250000 Penalty: 5016.580078 Iteration 34Q: 3 clusters Score -2990876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 23109 members Entering Unmasked Estep Score: -2990881.250000 Penalty: 5016.580078 Iteration 35Q: 3 clusters Score -2990881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -2990880.750000 Penalty: 5016.580078 Iteration 36Q: 3 clusters Score -2990881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 23113 members Entering Unmasked Estep Score: -2990878.250000 Penalty: 5016.580078 Iteration 37Q: 3 clusters Score -2990878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 23115 members Entering Unmasked Estep Score: -2990884.250000 Penalty: 5016.580078 Iteration 38Q: 3 clusters Score -2990884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -2990879.250000 Penalty: 5016.580078 Iteration 39Q: 3 clusters Score -2990879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -2990879.250000 Penalty: 5016.580078 Iteration 40F: 3 clusters Score -2990879 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -98393.789062 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98393.79 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -98968.562500 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98968.56 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -99256.765625 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99256.77 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -99467.492188 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99467.49 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -99606.812500 Penalty: 3415.212646 Iteration 4Q: 3 clusters Score -99606.81 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -99772.148438 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -99772.15 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -99888.460938 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -99888.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -99954.640625 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -99954.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -100072.179688 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -100072.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -100182.906250 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -100182.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -100224.351562 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100224.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -100244.000000 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100244 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -100280.570312 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100280.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -100392.492188 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -100392.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -100412.843750 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -100412.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -100413.968750 Penalty: 3415.212646 Iteration 15F: 3 clusters Score -100414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -100427.976562 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -100428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -100436.234375 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -100436.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -100436.234375 Penalty: 3415.212646 Iteration 18F: 3 clusters Score -100436.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56295 members Mstep: Class 2 contains 24688 members Mstep: Class 3 contains 697 members Mstep: Class 4 contains 13422 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42246 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 7645 members Mstep: Class 9 contains 21925 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152164 members Mstep: Class 16 contains 7330 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29281 members Mstep: Class 20 contains 40967 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 281 members Entering Unmasked Estep Score: -52027624.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52029016.000000 to -52027624.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Entering Unmasked Estep Score: -1574221.875000 Penalty: 2357.153320 Iteration 0F: 2 clusters Score -1574222 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1564436.250000 Penalty: 4714.306641 Iteration 0F: 3 clusters Score -1564436 nChanged 5732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -1567451.875000 Penalty: 4714.306641 Iteration 1F: 3 clusters Score -1567452 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -1567927.375000 Penalty: 4714.306641 Iteration 2F: 3 clusters Score -1567927 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -1568318.625000 Penalty: 4714.306641 Iteration 3F: 3 clusters Score -1568319 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -1568677.625000 Penalty: 4714.306641 Iteration 4F: 3 clusters Score -1568678 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -1569014.875000 Penalty: 4714.306641 Iteration 5Q: 3 clusters Score -1569015 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 8766 members Entering Unmasked Estep Score: -1569357.875000 Penalty: 4714.306641 Iteration 6Q: 3 clusters Score -1569358 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -1569717.500000 Penalty: 4714.306641 Iteration 7Q: 3 clusters Score -1569718 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -1570081.625000 Penalty: 4714.306641 Iteration 8Q: 3 clusters Score -1570082 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -1570421.000000 Penalty: 4714.306641 Iteration 9Q: 3 clusters Score -1570421 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -1570727.625000 Penalty: 4714.306641 Iteration 10Q: 3 clusters Score -1570728 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -1571003.125000 Penalty: 4714.306641 Iteration 11Q: 3 clusters Score -1571003 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -1571253.375000 Penalty: 4714.306641 Iteration 12Q: 3 clusters Score -1571253 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -1571454.125000 Penalty: 4714.306641 Iteration 13Q: 3 clusters Score -1571454 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -1571591.500000 Penalty: 4714.306641 Iteration 14Q: 3 clusters Score -1571592 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -1571689.000000 Penalty: 4714.306641 Iteration 15Q: 3 clusters Score -1571689 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -1571757.750000 Penalty: 4714.306641 Iteration 16Q: 3 clusters Score -1571758 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -1571806.500000 Penalty: 4714.306641 Iteration 17Q: 3 clusters Score -1571806 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -1571844.375000 Penalty: 4714.306641 Iteration 18Q: 3 clusters Score -1571844 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -1571881.375000 Penalty: 4714.306641 Iteration 19Q: 3 clusters Score -1571881 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -1571900.125000 Penalty: 4714.306641 Iteration 20F: 3 clusters Score -1571900 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -1571917.375000 Penalty: 4714.306641 Iteration 21Q: 3 clusters Score -1571917 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -1571939.000000 Penalty: 4714.306641 Iteration 22Q: 3 clusters Score -1571939 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1571956.375000 Penalty: 4714.306641 Iteration 23Q: 3 clusters Score -1571956 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -1571984.375000 Penalty: 4714.306641 Iteration 24Q: 3 clusters Score -1571984 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -1571999.875000 Penalty: 4714.306641 Iteration 25Q: 3 clusters Score -1572000 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 11769 members Entering Unmasked Estep Score: -1572030.625000 Penalty: 4714.306641 Iteration 26Q: 3 clusters Score -1572031 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1572054.750000 Penalty: 4714.306641 Iteration 27Q: 3 clusters Score -1572055 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1572085.125000 Penalty: 4714.306641 Iteration 28Q: 3 clusters Score -1572085 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -1572108.500000 Penalty: 4714.306641 Iteration 29Q: 3 clusters Score -1572108 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -1572144.000000 Penalty: 4714.306641 Iteration 30Q: 3 clusters Score -1572144 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -1572170.000000 Penalty: 4714.306641 Iteration 31Q: 3 clusters Score -1572170 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1572204.000000 Penalty: 4714.306641 Iteration 32Q: 3 clusters Score -1572204 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 11928 members Entering Unmasked Estep Score: -1572242.125000 Penalty: 4714.306641 Iteration 33Q: 3 clusters Score -1572242 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 11949 members Entering Unmasked Estep Score: -1572264.000000 Penalty: 4714.306641 Iteration 34Q: 3 clusters Score -1572264 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -1572297.750000 Penalty: 4714.306641 Iteration 35Q: 3 clusters Score -1572298 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1572316.500000 Penalty: 4714.306641 Iteration 36Q: 3 clusters Score -1572316 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -1572342.375000 Penalty: 4714.306641 Iteration 37Q: 3 clusters Score -1572342 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1572357.750000 Penalty: 4714.306641 Iteration 38Q: 3 clusters Score -1572358 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1572370.750000 Penalty: 4714.306641 Iteration 39Q: 3 clusters Score -1572371 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -1572376.500000 Penalty: 4714.306641 Iteration 40F: 3 clusters Score -1572376 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1572384.875000 Penalty: 4714.306641 Iteration 41Q: 3 clusters Score -1572385 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -1572391.750000 Penalty: 4714.306641 Iteration 42Q: 3 clusters Score -1572392 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -1572403.250000 Penalty: 4714.306641 Iteration 43Q: 3 clusters Score -1572403 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 12005 members Entering Unmasked Estep Score: -1572409.125000 Penalty: 4714.306641 Iteration 44Q: 3 clusters Score -1572409 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -1572415.000000 Penalty: 4714.306641 Iteration 45Q: 3 clusters Score -1572415 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 12010 members Entering Unmasked Estep Score: -1572419.500000 Penalty: 4714.306641 Iteration 46Q: 3 clusters Score -1572420 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 12010 members Entering Unmasked Estep Score: -1572423.625000 Penalty: 4714.306641 Iteration 47Q: 3 clusters Score -1572424 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 12007 members Entering Unmasked Estep Score: -1572433.250000 Penalty: 4714.306641 Iteration 48Q: 3 clusters Score -1572433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1572435.750000 Penalty: 4714.306641 Iteration 49Q: 3 clusters Score -1572436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -1572434.500000 Penalty: 4714.306641 Iteration 50Q: 3 clusters Score -1572434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -1572433.375000 Penalty: 4714.306641 Iteration 51Q: 3 clusters Score -1572433 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -1572438.875000 Penalty: 4714.306641 Iteration 52Q: 3 clusters Score -1572439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -1572437.375000 Penalty: 4714.306641 Iteration 53Q: 3 clusters Score -1572437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -1572438.125000 Penalty: 4714.306641 Iteration 54Q: 3 clusters Score -1572438 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -1572438.250000 Penalty: 4714.306641 Iteration 55Q: 3 clusters Score -1572438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1572440.875000 Penalty: 4714.306641 Iteration 56Q: 3 clusters Score -1572441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1572440.875000 Penalty: 4714.306641 Iteration 57F: 3 clusters Score -1572441 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Entering Unmasked Estep Score: -148415.546875 Penalty: 1779.900635 Iteration 0F: 2 clusters Score -148415.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -146314.125000 Penalty: 3559.801270 Iteration 0F: 3 clusters Score -146314.1 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -146731.718750 Penalty: 3559.801270 Iteration 1F: 3 clusters Score -146731.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -146876.484375 Penalty: 3559.801270 Iteration 2F: 3 clusters Score -146876.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -146937.718750 Penalty: 3559.801270 Iteration 3Q: 3 clusters Score -146937.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -146981.250000 Penalty: 3559.801270 Iteration 4Q: 3 clusters Score -146981.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -147008.421875 Penalty: 3559.801270 Iteration 5Q: 3 clusters Score -147008.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -147028.375000 Penalty: 3559.801270 Iteration 6Q: 3 clusters Score -147028.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -147047.328125 Penalty: 3559.801270 Iteration 7Q: 3 clusters Score -147047.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -147069.390625 Penalty: 3559.801270 Iteration 8Q: 3 clusters Score -147069.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -147093.984375 Penalty: 3559.801270 Iteration 9Q: 3 clusters Score -147094 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -147122.781250 Penalty: 3559.801270 Iteration 10Q: 3 clusters Score -147122.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -147163.531250 Penalty: 3559.801270 Iteration 11Q: 3 clusters Score -147163.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -147193.515625 Penalty: 3559.801270 Iteration 12Q: 3 clusters Score -147193.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -147222.750000 Penalty: 3559.801270 Iteration 13Q: 3 clusters Score -147222.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -147252.234375 Penalty: 3559.801270 Iteration 14Q: 3 clusters Score -147252.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -147266.718750 Penalty: 3559.801270 Iteration 15Q: 3 clusters Score -147266.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -147274.828125 Penalty: 3559.801270 Iteration 16Q: 3 clusters Score -147274.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -147279.031250 Penalty: 3559.801270 Iteration 17Q: 3 clusters Score -147279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -147283.781250 Penalty: 3559.801270 Iteration 18Q: 3 clusters Score -147283.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -147291.234375 Penalty: 3559.801270 Iteration 19Q: 3 clusters Score -147291.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -147294.000000 Penalty: 3559.801270 Iteration 20F: 3 clusters Score -147294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -147296.406250 Penalty: 3559.801270 Iteration 21Q: 3 clusters Score -147296.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -147302.125000 Penalty: 3559.801270 Iteration 22Q: 3 clusters Score -147302.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -147304.625000 Penalty: 3559.801270 Iteration 23Q: 3 clusters Score -147304.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -147307.156250 Penalty: 3559.801270 Iteration 24Q: 3 clusters Score -147307.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -147309.359375 Penalty: 3559.801270 Iteration 25Q: 3 clusters Score -147309.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -147311.093750 Penalty: 3559.801270 Iteration 26Q: 3 clusters Score -147311.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -147314.125000 Penalty: 3559.801270 Iteration 27Q: 3 clusters Score -147314.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -147314.125000 Penalty: 3559.801270 Iteration 28F: 3 clusters Score -147314.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42246 members Entering Unmasked Estep Score: -5231347.000000 Penalty: 2641.513672 Iteration 0F: 2 clusters Score -5231347 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21153 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -5202821.500000 Penalty: 5283.027344 Iteration 0F: 3 clusters Score -5202822 nChanged 19313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22016 members Mstep: Class 2 contains 20230 members Entering Unmasked Estep Score: -5213808.500000 Penalty: 5283.027344 Iteration 1F: 3 clusters Score -5213808 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22717 members Mstep: Class 2 contains 19529 members Entering Unmasked Estep Score: -5214917.000000 Penalty: 5283.027344 Iteration 2F: 3 clusters Score -5214917 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23819 members Mstep: Class 2 contains 18427 members Entering Unmasked Estep Score: -5216375.000000 Penalty: 5283.027344 Iteration 3F: 3 clusters Score -5216375 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25329 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -5218164.000000 Penalty: 5283.027344 Iteration 4F: 3 clusters Score -5218164 nChanged 2936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 15153 members Entering Unmasked Estep Score: -5220075.000000 Penalty: 5283.027344 Iteration 5F: 3 clusters Score -5220075 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28865 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -5221931.500000 Penalty: 5283.027344 Iteration 6F: 3 clusters Score -5221932 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30482 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -5223520.500000 Penalty: 5283.027344 Iteration 7F: 3 clusters Score -5223520 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31841 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -5224838.500000 Penalty: 5283.027344 Iteration 8Q: 3 clusters Score -5224838 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32992 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -5225914.000000 Penalty: 5283.027344 Iteration 9Q: 3 clusters Score -5225914 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33822 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -5226583.500000 Penalty: 5283.027344 Iteration 10Q: 3 clusters Score -5226584 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34464 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -5227068.000000 Penalty: 5283.027344 Iteration 11Q: 3 clusters Score -5227068 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34962 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -5227389.500000 Penalty: 5283.027344 Iteration 12Q: 3 clusters Score -5227390 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35366 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -5227640.500000 Penalty: 5283.027344 Iteration 13Q: 3 clusters Score -5227640 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35724 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -5227843.500000 Penalty: 5283.027344 Iteration 14Q: 3 clusters Score -5227844 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36040 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -5228010.000000 Penalty: 5283.027344 Iteration 15Q: 3 clusters Score -5228010 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36321 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -5228127.500000 Penalty: 5283.027344 Iteration 16Q: 3 clusters Score -5228128 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36591 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -5228251.500000 Penalty: 5283.027344 Iteration 17Q: 3 clusters Score -5228252 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36846 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -5228370.500000 Penalty: 5283.027344 Iteration 18Q: 3 clusters Score -5228370 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37073 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -5228474.000000 Penalty: 5283.027344 Iteration 19Q: 3 clusters Score -5228474 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37277 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -5228600.000000 Penalty: 5283.027344 Iteration 20F: 3 clusters Score -5228600 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37516 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -5228807.000000 Penalty: 5283.027344 Iteration 21Q: 3 clusters Score -5228807 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37789 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -5229077.000000 Penalty: 5283.027344 Iteration 22Q: 3 clusters Score -5229077 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38048 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -5229363.500000 Penalty: 5283.027344 Iteration 23Q: 3 clusters Score -5229364 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38266 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -5229586.000000 Penalty: 5283.027344 Iteration 24Q: 3 clusters Score -5229586 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38458 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -5229765.000000 Penalty: 5283.027344 Iteration 25Q: 3 clusters Score -5229765 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38620 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -5229888.000000 Penalty: 5283.027344 Iteration 26Q: 3 clusters Score -5229888 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38767 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -5229938.000000 Penalty: 5283.027344 Iteration 27Q: 3 clusters Score -5229938 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38879 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -5229959.500000 Penalty: 5283.027344 Iteration 28Q: 3 clusters Score -5229960 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38965 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -5229979.000000 Penalty: 5283.027344 Iteration 29Q: 3 clusters Score -5229979 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39032 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -5229992.000000 Penalty: 5283.027344 Iteration 30Q: 3 clusters Score -5229992 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39085 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -5229995.500000 Penalty: 5283.027344 Iteration 31Q: 3 clusters Score -5229996 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39142 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -5229990.000000 Penalty: 5283.027344 Iteration 32Q: 3 clusters Score -5229990 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39203 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -5230029.000000 Penalty: 5283.027344 Iteration 33Q: 3 clusters Score -5230029 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39248 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -5230018.000000 Penalty: 5283.027344 Iteration 34Q: 3 clusters Score -5230018 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39279 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -5230024.500000 Penalty: 5283.027344 Iteration 35Q: 3 clusters Score -5230024 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39314 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -5230033.000000 Penalty: 5283.027344 Iteration 36Q: 3 clusters Score -5230033 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39338 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -5230051.000000 Penalty: 5283.027344 Iteration 37Q: 3 clusters Score -5230051 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39356 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -5230062.500000 Penalty: 5283.027344 Iteration 38Q: 3 clusters Score -5230062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39379 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -5230056.500000 Penalty: 5283.027344 Iteration 39Q: 3 clusters Score -5230056 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39395 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -5230047.000000 Penalty: 5283.027344 Iteration 40F: 3 clusters Score -5230047 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39409 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -5230054.000000 Penalty: 5283.027344 Iteration 41Q: 3 clusters Score -5230054 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39424 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -5230065.500000 Penalty: 5283.027344 Iteration 42Q: 3 clusters Score -5230066 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -5230070.500000 Penalty: 5283.027344 Iteration 43Q: 3 clusters Score -5230070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39446 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -5230081.000000 Penalty: 5283.027344 Iteration 44Q: 3 clusters Score -5230081 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39452 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -5230077.500000 Penalty: 5283.027344 Iteration 45Q: 3 clusters Score -5230078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39455 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -5230079.500000 Penalty: 5283.027344 Iteration 46Q: 3 clusters Score -5230080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39457 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -5230084.500000 Penalty: 5283.027344 Iteration 47Q: 3 clusters Score -5230084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39460 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -5230080.000000 Penalty: 5283.027344 Iteration 48Q: 3 clusters Score -5230080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39461 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -5230083.000000 Penalty: 5283.027344 Iteration 49Q: 3 clusters Score -5230083 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39464 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -5230080.500000 Penalty: 5283.027344 Iteration 50Q: 3 clusters Score -5230080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39469 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -5230081.500000 Penalty: 5283.027344 Iteration 51Q: 3 clusters Score -5230082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39472 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -5230079.000000 Penalty: 5283.027344 Iteration 52Q: 3 clusters Score -5230079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39473 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -5230080.500000 Penalty: 5283.027344 Iteration 53Q: 3 clusters Score -5230080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39473 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -5230080.500000 Penalty: 5283.027344 Iteration 54F: 3 clusters Score -5230080 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Entering Unmasked Estep Score: -909037.500000 Penalty: 2222.004883 Iteration 0F: 2 clusters Score -909037.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -902760.437500 Penalty: 4444.009766 Iteration 0F: 3 clusters Score -902760.4 nChanged 3160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -904503.125000 Penalty: 4444.009766 Iteration 1F: 3 clusters Score -904503.1 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -904807.062500 Penalty: 4444.009766 Iteration 2F: 3 clusters Score -904807.1 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -905013.062500 Penalty: 4444.009766 Iteration 3F: 3 clusters Score -905013.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -905201.937500 Penalty: 4444.009766 Iteration 4Q: 3 clusters Score -905201.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -905367.562500 Penalty: 4444.009766 Iteration 5Q: 3 clusters Score -905367.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -905525.750000 Penalty: 4444.009766 Iteration 6Q: 3 clusters Score -905525.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -905673.125000 Penalty: 4444.009766 Iteration 7Q: 3 clusters Score -905673.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -905828.187500 Penalty: 4444.009766 Iteration 8Q: 3 clusters Score -905828.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -905955.625000 Penalty: 4444.009766 Iteration 9Q: 3 clusters Score -905955.6 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -906075.250000 Penalty: 4444.009766 Iteration 10Q: 3 clusters Score -906075.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -906178.500000 Penalty: 4444.009766 Iteration 11Q: 3 clusters Score -906178.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -906263.312500 Penalty: 4444.009766 Iteration 12Q: 3 clusters Score -906263.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -906334.687500 Penalty: 4444.009766 Iteration 13Q: 3 clusters Score -906334.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -906396.625000 Penalty: 4444.009766 Iteration 14Q: 3 clusters Score -906396.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -906461.187500 Penalty: 4444.009766 Iteration 15Q: 3 clusters Score -906461.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -906508.187500 Penalty: 4444.009766 Iteration 16Q: 3 clusters Score -906508.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -906552.312500 Penalty: 4444.009766 Iteration 17Q: 3 clusters Score -906552.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -906587.750000 Penalty: 4444.009766 Iteration 18Q: 3 clusters Score -906587.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -906616.625000 Penalty: 4444.009766 Iteration 19Q: 3 clusters Score -906616.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -906646.375000 Penalty: 4444.009766 Iteration 20F: 3 clusters Score -906646.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -906684.125000 Penalty: 4444.009766 Iteration 21Q: 3 clusters Score -906684.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -906712.500000 Penalty: 4444.009766 Iteration 22Q: 3 clusters Score -906712.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -906740.437500 Penalty: 4444.009766 Iteration 23Q: 3 clusters Score -906740.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -906752.687500 Penalty: 4444.009766 Iteration 24Q: 3 clusters Score -906752.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -906767.250000 Penalty: 4444.009766 Iteration 25Q: 3 clusters Score -906767.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -906781.625000 Penalty: 4444.009766 Iteration 26Q: 3 clusters Score -906781.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -906789.250000 Penalty: 4444.009766 Iteration 27Q: 3 clusters Score -906789.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -906794.187500 Penalty: 4444.009766 Iteration 28Q: 3 clusters Score -906794.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -906798.375000 Penalty: 4444.009766 Iteration 29Q: 3 clusters Score -906798.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -906803.937500 Penalty: 4444.009766 Iteration 30Q: 3 clusters Score -906803.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -906810.562500 Penalty: 4444.009766 Iteration 31Q: 3 clusters Score -906810.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -906815.875000 Penalty: 4444.009766 Iteration 32Q: 3 clusters Score -906815.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -906820.062500 Penalty: 4444.009766 Iteration 33Q: 3 clusters Score -906820.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -906825.750000 Penalty: 4444.009766 Iteration 34Q: 3 clusters Score -906825.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -906833.687500 Penalty: 4444.009766 Iteration 35Q: 3 clusters Score -906833.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -906839.625000 Penalty: 4444.009766 Iteration 36Q: 3 clusters Score -906839.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -906846.125000 Penalty: 4444.009766 Iteration 37Q: 3 clusters Score -906846.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -906851.375000 Penalty: 4444.009766 Iteration 38Q: 3 clusters Score -906851.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -906854.562500 Penalty: 4444.009766 Iteration 39Q: 3 clusters Score -906854.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -906861.250000 Penalty: 4444.009766 Iteration 40F: 3 clusters Score -906861.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -906869.875000 Penalty: 4444.009766 Iteration 41Q: 3 clusters Score -906869.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -906876.812500 Penalty: 4444.009766 Iteration 42Q: 3 clusters Score -906876.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -906889.312500 Penalty: 4444.009766 Iteration 43Q: 3 clusters Score -906889.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -906904.937500 Penalty: 4444.009766 Iteration 44Q: 3 clusters Score -906904.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -906923.312500 Penalty: 4444.009766 Iteration 45Q: 3 clusters Score -906923.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -906942.500000 Penalty: 4444.009766 Iteration 46Q: 3 clusters Score -906942.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -906966.500000 Penalty: 4444.009766 Iteration 47Q: 3 clusters Score -906966.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -906998.000000 Penalty: 4444.009766 Iteration 48Q: 3 clusters Score -906998 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -907031.500000 Penalty: 4444.009766 Iteration 49Q: 3 clusters Score -907031.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -907056.437500 Penalty: 4444.009766 Iteration 50Q: 3 clusters Score -907056.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -907087.812500 Penalty: 4444.009766 Iteration 51Q: 3 clusters Score -907087.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -907113.750000 Penalty: 4444.009766 Iteration 52Q: 3 clusters Score -907113.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -907138.812500 Penalty: 4444.009766 Iteration 53Q: 3 clusters Score -907138.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -907167.250000 Penalty: 4444.009766 Iteration 54Q: 3 clusters Score -907167.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -907209.000000 Penalty: 4444.009766 Iteration 55Q: 3 clusters Score -907209 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -907252.937500 Penalty: 4444.009766 Iteration 56Q: 3 clusters Score -907252.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -907279.750000 Penalty: 4444.009766 Iteration 57Q: 3 clusters Score -907279.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -907307.062500 Penalty: 4444.009766 Iteration 58Q: 3 clusters Score -907307.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -907331.562500 Penalty: 4444.009766 Iteration 59Q: 3 clusters Score -907331.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -907355.375000 Penalty: 4444.009766 Iteration 60F: 3 clusters Score -907355.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -907377.250000 Penalty: 4444.009766 Iteration 61Q: 3 clusters Score -907377.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -907393.437500 Penalty: 4444.009766 Iteration 62Q: 3 clusters Score -907393.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -907409.687500 Penalty: 4444.009766 Iteration 63Q: 3 clusters Score -907409.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -907420.812500 Penalty: 4444.009766 Iteration 64Q: 3 clusters Score -907420.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -907430.250000 Penalty: 4444.009766 Iteration 65Q: 3 clusters Score -907430.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -907437.500000 Penalty: 4444.009766 Iteration 66Q: 3 clusters Score -907437.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -907448.500000 Penalty: 4444.009766 Iteration 67Q: 3 clusters Score -907448.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -907455.187500 Penalty: 4444.009766 Iteration 68Q: 3 clusters Score -907455.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -907464.812500 Penalty: 4444.009766 Iteration 69Q: 3 clusters Score -907464.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -907466.437500 Penalty: 4444.009766 Iteration 70Q: 3 clusters Score -907466.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -907472.250000 Penalty: 4444.009766 Iteration 71Q: 3 clusters Score -907472.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -907474.312500 Penalty: 4444.009766 Iteration 72Q: 3 clusters Score -907474.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -907478.062500 Penalty: 4444.009766 Iteration 73Q: 3 clusters Score -907478.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -907479.500000 Penalty: 4444.009766 Iteration 74Q: 3 clusters Score -907479.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -907480.875000 Penalty: 4444.009766 Iteration 75Q: 3 clusters Score -907480.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -907480.812500 Penalty: 4444.009766 Iteration 76Q: 3 clusters Score -907480.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -907481.500000 Penalty: 4444.009766 Iteration 77Q: 3 clusters Score -907481.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -907482.375000 Penalty: 4444.009766 Iteration 78Q: 3 clusters Score -907482.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -907484.187500 Penalty: 4444.009766 Iteration 79Q: 3 clusters Score -907484.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -907484.562500 Penalty: 4444.009766 Iteration 80F: 3 clusters Score -907484.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -907484.562500 Penalty: 4444.009766 Iteration 81Q: 3 clusters Score -907484.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -907484.562500 Penalty: 4444.009766 Iteration 82F: 3 clusters Score -907484.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Entering Unmasked Estep Score: -866413.312500 Penalty: 2217.568115 Iteration 0F: 2 clusters Score -866413.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -860218.250000 Penalty: 4435.136230 Iteration 0F: 3 clusters Score -860218.2 nChanged 3085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -862024.500000 Penalty: 4435.136230 Iteration 1F: 3 clusters Score -862024.5 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -862409.187500 Penalty: 4435.136230 Iteration 2F: 3 clusters Score -862409.2 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -862702.312500 Penalty: 4435.136230 Iteration 3F: 3 clusters Score -862702.3 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -862922.500000 Penalty: 4435.136230 Iteration 4Q: 3 clusters Score -862922.5 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -863113.312500 Penalty: 4435.136230 Iteration 5Q: 3 clusters Score -863113.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -863306.562500 Penalty: 4435.136230 Iteration 6Q: 3 clusters Score -863306.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -863485.687500 Penalty: 4435.136230 Iteration 7Q: 3 clusters Score -863485.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -863672.750000 Penalty: 4435.136230 Iteration 8Q: 3 clusters Score -863672.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -863830.500000 Penalty: 4435.136230 Iteration 9Q: 3 clusters Score -863830.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -863989.312500 Penalty: 4435.136230 Iteration 10Q: 3 clusters Score -863989.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -864155.750000 Penalty: 4435.136230 Iteration 11Q: 3 clusters Score -864155.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -864312.750000 Penalty: 4435.136230 Iteration 12Q: 3 clusters Score -864312.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -864443.375000 Penalty: 4435.136230 Iteration 13Q: 3 clusters Score -864443.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -864530.562500 Penalty: 4435.136230 Iteration 14Q: 3 clusters Score -864530.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -864605.750000 Penalty: 4435.136230 Iteration 15Q: 3 clusters Score -864605.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -864677.875000 Penalty: 4435.136230 Iteration 16Q: 3 clusters Score -864677.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -864731.000000 Penalty: 4435.136230 Iteration 17Q: 3 clusters Score -864731 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -864771.437500 Penalty: 4435.136230 Iteration 18Q: 3 clusters Score -864771.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -864798.812500 Penalty: 4435.136230 Iteration 19Q: 3 clusters Score -864798.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -864821.250000 Penalty: 4435.136230 Iteration 20F: 3 clusters Score -864821.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -864842.937500 Penalty: 4435.136230 Iteration 21Q: 3 clusters Score -864842.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -864862.500000 Penalty: 4435.136230 Iteration 22Q: 3 clusters Score -864862.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -864877.062500 Penalty: 4435.136230 Iteration 23Q: 3 clusters Score -864877.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -864889.750000 Penalty: 4435.136230 Iteration 24Q: 3 clusters Score -864889.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -864898.687500 Penalty: 4435.136230 Iteration 25Q: 3 clusters Score -864898.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -864902.375000 Penalty: 4435.136230 Iteration 26Q: 3 clusters Score -864902.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -864908.937500 Penalty: 4435.136230 Iteration 27Q: 3 clusters Score -864908.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -864912.125000 Penalty: 4435.136230 Iteration 28Q: 3 clusters Score -864912.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -864912.000000 Penalty: 4435.136230 Iteration 29Q: 3 clusters Score -864912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -864913.187500 Penalty: 4435.136230 Iteration 30Q: 3 clusters Score -864913.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -864914.187500 Penalty: 4435.136230 Iteration 31Q: 3 clusters Score -864914.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -864913.875000 Penalty: 4435.136230 Iteration 32Q: 3 clusters Score -864913.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -864914.250000 Penalty: 4435.136230 Iteration 33Q: 3 clusters Score -864914.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -864915.062500 Penalty: 4435.136230 Iteration 34Q: 3 clusters Score -864915.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -864916.062500 Penalty: 4435.136230 Iteration 35Q: 3 clusters Score -864916.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -864916.937500 Penalty: 4435.136230 Iteration 36Q: 3 clusters Score -864916.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -864917.187500 Penalty: 4435.136230 Iteration 37Q: 3 clusters Score -864917.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -864917.187500 Penalty: 4435.136230 Iteration 38F: 3 clusters Score -864917.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Entering Unmasked Estep Score: -2602125.000000 Penalty: 2478.854980 Iteration 0F: 2 clusters Score -2602125 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -2587045.750000 Penalty: 4957.709961 Iteration 0F: 3 clusters Score -2587046 nChanged 9671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2592297.500000 Penalty: 4957.709961 Iteration 1F: 3 clusters Score -2592298 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -2592841.000000 Penalty: 4957.709961 Iteration 2F: 3 clusters Score -2592841 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -2593375.750000 Penalty: 4957.709961 Iteration 3F: 3 clusters Score -2593376 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -2593907.750000 Penalty: 4957.709961 Iteration 4F: 3 clusters Score -2593908 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -2594483.750000 Penalty: 4957.709961 Iteration 5F: 3 clusters Score -2594484 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 14114 members Entering Unmasked Estep Score: -2595102.500000 Penalty: 4957.709961 Iteration 6F: 3 clusters Score -2595102 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 15001 members Entering Unmasked Estep Score: -2595766.750000 Penalty: 4957.709961 Iteration 7F: 3 clusters Score -2595767 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -2596445.250000 Penalty: 4957.709961 Iteration 8Q: 3 clusters Score -2596445 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 16877 members Entering Unmasked Estep Score: -2597086.000000 Penalty: 4957.709961 Iteration 9Q: 3 clusters Score -2597086 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 17744 members Entering Unmasked Estep Score: -2597689.000000 Penalty: 4957.709961 Iteration 10Q: 3 clusters Score -2597689 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -2598211.750000 Penalty: 4957.709961 Iteration 11Q: 3 clusters Score -2598212 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 19158 members Entering Unmasked Estep Score: -2598644.500000 Penalty: 4957.709961 Iteration 12Q: 3 clusters Score -2598644 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 19669 members Entering Unmasked Estep Score: -2598988.500000 Penalty: 4957.709961 Iteration 13Q: 3 clusters Score -2598988 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 20070 members Entering Unmasked Estep Score: -2599244.750000 Penalty: 4957.709961 Iteration 14Q: 3 clusters Score -2599245 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 20387 members Entering Unmasked Estep Score: -2599451.500000 Penalty: 4957.709961 Iteration 15Q: 3 clusters Score -2599452 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 20627 members Entering Unmasked Estep Score: -2599631.500000 Penalty: 4957.709961 Iteration 16Q: 3 clusters Score -2599632 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 20810 members Entering Unmasked Estep Score: -2599766.500000 Penalty: 4957.709961 Iteration 17Q: 3 clusters Score -2599766 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 20929 members Entering Unmasked Estep Score: -2599837.750000 Penalty: 4957.709961 Iteration 18Q: 3 clusters Score -2599838 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 21016 members Entering Unmasked Estep Score: -2599906.000000 Penalty: 4957.709961 Iteration 19Q: 3 clusters Score -2599906 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 21074 members Entering Unmasked Estep Score: -2599952.500000 Penalty: 4957.709961 Iteration 20F: 3 clusters Score -2599952 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 21114 members Entering Unmasked Estep Score: -2599978.750000 Penalty: 4957.709961 Iteration 21Q: 3 clusters Score -2599979 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 21146 members Entering Unmasked Estep Score: -2599990.750000 Penalty: 4957.709961 Iteration 22Q: 3 clusters Score -2599991 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 21173 members Entering Unmasked Estep Score: -2600012.250000 Penalty: 4957.709961 Iteration 23Q: 3 clusters Score -2600012 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 21191 members Entering Unmasked Estep Score: -2600028.250000 Penalty: 4957.709961 Iteration 24Q: 3 clusters Score -2600028 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 21208 members Entering Unmasked Estep Score: -2600038.500000 Penalty: 4957.709961 Iteration 25Q: 3 clusters Score -2600038 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -2600049.500000 Penalty: 4957.709961 Iteration 26Q: 3 clusters Score -2600050 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 21227 members Entering Unmasked Estep Score: -2600054.000000 Penalty: 4957.709961 Iteration 27Q: 3 clusters Score -2600054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -2600063.000000 Penalty: 4957.709961 Iteration 28Q: 3 clusters Score -2600063 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -2600061.500000 Penalty: 4957.709961 Iteration 29Q: 3 clusters Score -2600062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -2600062.500000 Penalty: 4957.709961 Iteration 30Q: 3 clusters Score -2600062 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 21237 members Entering Unmasked Estep Score: -2600060.750000 Penalty: 4957.709961 Iteration 31Q: 3 clusters Score -2600061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 21237 members Entering Unmasked Estep Score: -2600060.750000 Penalty: 4957.709961 Iteration 32F: 3 clusters Score -2600061 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Entering Unmasked Estep Score: -164144.843750 Penalty: 1811.353027 Iteration 0F: 2 clusters Score -164144.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -161875.578125 Penalty: 3622.706055 Iteration 0F: 3 clusters Score -161875.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -162247.140625 Penalty: 3622.706055 Iteration 1F: 3 clusters Score -162247.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -162335.953125 Penalty: 3622.706055 Iteration 2F: 3 clusters Score -162336 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -162364.390625 Penalty: 3622.706055 Iteration 3Q: 3 clusters Score -162364.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -162382.250000 Penalty: 3622.706055 Iteration 4Q: 3 clusters Score -162382.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -162410.546875 Penalty: 3622.706055 Iteration 5Q: 3 clusters Score -162410.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -162436.687500 Penalty: 3622.706055 Iteration 6Q: 3 clusters Score -162436.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -162458.015625 Penalty: 3622.706055 Iteration 7Q: 3 clusters Score -162458 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -162473.453125 Penalty: 3622.706055 Iteration 8Q: 3 clusters Score -162473.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -162490.812500 Penalty: 3622.706055 Iteration 9Q: 3 clusters Score -162490.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -162506.593750 Penalty: 3622.706055 Iteration 10Q: 3 clusters Score -162506.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -162518.515625 Penalty: 3622.706055 Iteration 11Q: 3 clusters Score -162518.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -162527.781250 Penalty: 3622.706055 Iteration 12Q: 3 clusters Score -162527.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -162537.562500 Penalty: 3622.706055 Iteration 13Q: 3 clusters Score -162537.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -162548.218750 Penalty: 3622.706055 Iteration 14Q: 3 clusters Score -162548.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -162548.718750 Penalty: 3622.706055 Iteration 15Q: 3 clusters Score -162548.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -162552.203125 Penalty: 3622.706055 Iteration 16Q: 3 clusters Score -162552.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -162555.953125 Penalty: 3622.706055 Iteration 17Q: 3 clusters Score -162556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -162558.093750 Penalty: 3622.706055 Iteration 18Q: 3 clusters Score -162558.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -162559.015625 Penalty: 3622.706055 Iteration 19Q: 3 clusters Score -162559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -162561.671875 Penalty: 3622.706055 Iteration 20F: 3 clusters Score -162561.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -162565.000000 Penalty: 3622.706055 Iteration 21Q: 3 clusters Score -162565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -162568.671875 Penalty: 3622.706055 Iteration 22Q: 3 clusters Score -162568.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -162569.437500 Penalty: 3622.706055 Iteration 23Q: 3 clusters Score -162569.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -162570.281250 Penalty: 3622.706055 Iteration 24Q: 3 clusters Score -162570.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -162570.281250 Penalty: 3622.706055 Iteration 25F: 3 clusters Score -162570.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -42996.585938 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42996.59 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -43234.929688 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43234.93 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -43375.402344 Penalty: 2970.524658 Iteration 2F: 3 clusters Score -43375.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -43420.390625 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43420.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -43435.441406 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43435.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -43446.531250 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43446.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -43449.992188 Penalty: 2970.524658 Iteration 6Q: 3 clusters Score -43449.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -43452.625000 Penalty: 2970.524658 Iteration 7Q: 3 clusters Score -43452.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -43452.625000 Penalty: 2970.524658 Iteration 8F: 3 clusters Score -43452.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -163309.609375 Penalty: 1792.099854 Iteration 0F: 2 clusters Score -163309.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -161139.312500 Penalty: 3584.199707 Iteration 0F: 3 clusters Score -161139.3 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -161625.234375 Penalty: 3584.199707 Iteration 1F: 3 clusters Score -161625.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -161917.328125 Penalty: 3584.199707 Iteration 2F: 3 clusters Score -161917.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -162296.031250 Penalty: 3584.199707 Iteration 3F: 3 clusters Score -162296 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -162688.734375 Penalty: 3584.199707 Iteration 4F: 3 clusters Score -162688.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -162895.968750 Penalty: 3584.199707 Iteration 5F: 3 clusters Score -162896 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -162967.375000 Penalty: 3584.199707 Iteration 6Q: 3 clusters Score -162967.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -162979.218750 Penalty: 3584.199707 Iteration 7Q: 3 clusters Score -162979.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -162991.062500 Penalty: 3584.199707 Iteration 8Q: 3 clusters Score -162991.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -162994.468750 Penalty: 3584.199707 Iteration 9Q: 3 clusters Score -162994.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -163003.234375 Penalty: 3584.199707 Iteration 10Q: 3 clusters Score -163003.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -163017.765625 Penalty: 3584.199707 Iteration 11Q: 3 clusters Score -163017.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -163023.109375 Penalty: 3584.199707 Iteration 12Q: 3 clusters Score -163023.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -163024.203125 Penalty: 3584.199707 Iteration 13Q: 3 clusters Score -163024.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -163025.484375 Penalty: 3584.199707 Iteration 14Q: 3 clusters Score -163025.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -163027.125000 Penalty: 3584.199707 Iteration 15Q: 3 clusters Score -163027.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -163027.125000 Penalty: 3584.199707 Iteration 16F: 3 clusters Score -163027.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Entering Unmasked Estep Score: -835009.625000 Penalty: 2189.902100 Iteration 0F: 2 clusters Score -835009.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -829343.500000 Penalty: 4379.804199 Iteration 0F: 3 clusters Score -829343.5 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -830801.250000 Penalty: 4379.804199 Iteration 1F: 3 clusters Score -830801.2 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -831068.000000 Penalty: 4379.804199 Iteration 2F: 3 clusters Score -831068 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -831279.500000 Penalty: 4379.804199 Iteration 3F: 3 clusters Score -831279.5 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -831474.312500 Penalty: 4379.804199 Iteration 4Q: 3 clusters Score -831474.3 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -831693.437500 Penalty: 4379.804199 Iteration 5Q: 3 clusters Score -831693.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -831948.312500 Penalty: 4379.804199 Iteration 6Q: 3 clusters Score -831948.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -832267.312500 Penalty: 4379.804199 Iteration 7Q: 3 clusters Score -832267.3 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -832696.375000 Penalty: 4379.804199 Iteration 8Q: 3 clusters Score -832696.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -833097.187500 Penalty: 4379.804199 Iteration 9Q: 3 clusters Score -833097.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -833376.187500 Penalty: 4379.804199 Iteration 10Q: 3 clusters Score -833376.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -833552.312500 Penalty: 4379.804199 Iteration 11Q: 3 clusters Score -833552.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -833712.937500 Penalty: 4379.804199 Iteration 12Q: 3 clusters Score -833712.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -833832.187500 Penalty: 4379.804199 Iteration 13Q: 3 clusters Score -833832.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -833960.187500 Penalty: 4379.804199 Iteration 14Q: 3 clusters Score -833960.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -834116.000000 Penalty: 4379.804199 Iteration 15Q: 3 clusters Score -834116 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -834298.062500 Penalty: 4379.804199 Iteration 16Q: 3 clusters Score -834298.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -834511.562500 Penalty: 4379.804199 Iteration 17Q: 3 clusters Score -834511.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -834770.125000 Penalty: 4379.804199 Iteration 18Q: 3 clusters Score -834770.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -835022.625000 Penalty: 4379.804199 Iteration 19Q: 3 clusters Score -835022.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -835277.937500 Penalty: 4379.804199 Iteration 20F: 3 clusters Score -835277.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -835536.750000 Penalty: 4379.804199 Iteration 21Q: 3 clusters Score -835536.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -835713.062500 Penalty: 4379.804199 Iteration 22Q: 3 clusters Score -835713.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -835785.937500 Penalty: 4379.804199 Iteration 23Q: 3 clusters Score -835785.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -835799.500000 Penalty: 4379.804199 Iteration 24Q: 3 clusters Score -835799.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -835803.750000 Penalty: 4379.804199 Iteration 25Q: 3 clusters Score -835803.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -835806.625000 Penalty: 4379.804199 Iteration 26Q: 3 clusters Score -835806.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -835808.375000 Penalty: 4379.804199 Iteration 27Q: 3 clusters Score -835808.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -835807.812500 Penalty: 4379.804199 Iteration 28Q: 3 clusters Score -835807.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -835811.187500 Penalty: 4379.804199 Iteration 29Q: 3 clusters Score -835811.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -835811.625000 Penalty: 4379.804199 Iteration 30Q: 3 clusters Score -835811.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -835811.000000 Penalty: 4379.804199 Iteration 31Q: 3 clusters Score -835811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -835811.250000 Penalty: 4379.804199 Iteration 32Q: 3 clusters Score -835811.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -835812.937500 Penalty: 4379.804199 Iteration 33Q: 3 clusters Score -835812.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -835813.062500 Penalty: 4379.804199 Iteration 34Q: 3 clusters Score -835813.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -835813.062500 Penalty: 4379.804199 Iteration 35F: 3 clusters Score -835813.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56295 members Mstep: Class 2 contains 24688 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13422 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42246 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 7645 members Mstep: Class 9 contains 21925 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 4542 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152164 members Mstep: Class 16 contains 7330 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29281 members Mstep: Class 20 contains 40967 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 2296 members Entering Unmasked Estep Score: -52028648.000000 Penalty: 74024.335938 Splitting cluster 13 changes total score from -52029016.000000 to -52028648.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (8703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Entering Unmasked Estep Score: -1062445.375000 Penalty: 2249.713135 Iteration 0F: 2 clusters Score -1062445 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1055664.375000 Penalty: 4499.426270 Iteration 0F: 3 clusters Score -1055664 nChanged 3540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1057525.000000 Penalty: 4499.426270 Iteration 1F: 3 clusters Score -1057525 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1057773.750000 Penalty: 4499.426270 Iteration 2F: 3 clusters Score -1057774 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1057958.375000 Penalty: 4499.426270 Iteration 3Q: 3 clusters Score -1057958 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1058099.625000 Penalty: 4499.426270 Iteration 4Q: 3 clusters Score -1058100 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1058233.000000 Penalty: 4499.426270 Iteration 5Q: 3 clusters Score -1058233 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1058352.125000 Penalty: 4499.426270 Iteration 6Q: 3 clusters Score -1058352 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1058472.750000 Penalty: 4499.426270 Iteration 7Q: 3 clusters Score -1058473 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1058568.000000 Penalty: 4499.426270 Iteration 8Q: 3 clusters Score -1058568 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1058670.875000 Penalty: 4499.426270 Iteration 9Q: 3 clusters Score -1058671 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1058759.375000 Penalty: 4499.426270 Iteration 10Q: 3 clusters Score -1058759 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -1058864.375000 Penalty: 4499.426270 Iteration 11Q: 3 clusters Score -1058864 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1059001.875000 Penalty: 4499.426270 Iteration 12Q: 3 clusters Score -1059002 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1059131.500000 Penalty: 4499.426270 Iteration 13Q: 3 clusters Score -1059132 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -1059256.750000 Penalty: 4499.426270 Iteration 14Q: 3 clusters Score -1059257 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1059368.875000 Penalty: 4499.426270 Iteration 15Q: 3 clusters Score -1059369 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1059486.625000 Penalty: 4499.426270 Iteration 16Q: 3 clusters Score -1059487 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1059599.750000 Penalty: 4499.426270 Iteration 17Q: 3 clusters Score -1059600 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1059708.750000 Penalty: 4499.426270 Iteration 18Q: 3 clusters Score -1059709 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -1059805.125000 Penalty: 4499.426270 Iteration 19Q: 3 clusters Score -1059805 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1059901.250000 Penalty: 4499.426270 Iteration 20F: 3 clusters Score -1059901 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1059978.125000 Penalty: 4499.426270 Iteration 21Q: 3 clusters Score -1059978 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1060048.375000 Penalty: 4499.426270 Iteration 22Q: 3 clusters Score -1060048 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1060109.500000 Penalty: 4499.426270 Iteration 23Q: 3 clusters Score -1060110 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1060163.875000 Penalty: 4499.426270 Iteration 24Q: 3 clusters Score -1060164 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1060215.500000 Penalty: 4499.426270 Iteration 25Q: 3 clusters Score -1060216 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1060264.750000 Penalty: 4499.426270 Iteration 26Q: 3 clusters Score -1060265 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1060299.750000 Penalty: 4499.426270 Iteration 27Q: 3 clusters Score -1060300 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1060328.750000 Penalty: 4499.426270 Iteration 28Q: 3 clusters Score -1060329 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1060355.125000 Penalty: 4499.426270 Iteration 29Q: 3 clusters Score -1060355 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1060377.875000 Penalty: 4499.426270 Iteration 30Q: 3 clusters Score -1060378 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1060394.750000 Penalty: 4499.426270 Iteration 31Q: 3 clusters Score -1060395 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1060406.875000 Penalty: 4499.426270 Iteration 32Q: 3 clusters Score -1060407 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1060417.375000 Penalty: 4499.426270 Iteration 33Q: 3 clusters Score -1060417 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1060426.875000 Penalty: 4499.426270 Iteration 34Q: 3 clusters Score -1060427 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1060435.750000 Penalty: 4499.426270 Iteration 35Q: 3 clusters Score -1060436 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1060442.750000 Penalty: 4499.426270 Iteration 36Q: 3 clusters Score -1060443 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1060451.125000 Penalty: 4499.426270 Iteration 37Q: 3 clusters Score -1060451 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1060462.875000 Penalty: 4499.426270 Iteration 38Q: 3 clusters Score -1060463 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1060475.500000 Penalty: 4499.426270 Iteration 39Q: 3 clusters Score -1060476 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1060482.750000 Penalty: 4499.426270 Iteration 40F: 3 clusters Score -1060483 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1060486.750000 Penalty: 4499.426270 Iteration 41Q: 3 clusters Score -1060487 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1060489.250000 Penalty: 4499.426270 Iteration 42Q: 3 clusters Score -1060489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1060490.000000 Penalty: 4499.426270 Iteration 43Q: 3 clusters Score -1060490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1060491.500000 Penalty: 4499.426270 Iteration 44Q: 3 clusters Score -1060492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1060492.750000 Penalty: 4499.426270 Iteration 45Q: 3 clusters Score -1060493 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1060495.125000 Penalty: 4499.426270 Iteration 46Q: 3 clusters Score -1060495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1060497.875000 Penalty: 4499.426270 Iteration 47Q: 3 clusters Score -1060498 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1060497.500000 Penalty: 4499.426270 Iteration 48Q: 3 clusters Score -1060498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1060497.125000 Penalty: 4499.426270 Iteration 49Q: 3 clusters Score -1060497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1060497.500000 Penalty: 4499.426270 Iteration 50Q: 3 clusters Score -1060498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1060498.750000 Penalty: 4499.426270 Iteration 51Q: 3 clusters Score -1060499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1060499.625000 Penalty: 4499.426270 Iteration 52Q: 3 clusters Score -1060500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1060499.625000 Penalty: 4499.426270 Iteration 53F: 3 clusters Score -1060500 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152164 members Entering Unmasked Estep Score: -19028046.000000 Penalty: 2959.313232 Iteration 0F: 2 clusters Score -1.902805e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76017 members Mstep: Class 2 contains 76147 members Entering Unmasked Estep Score: -18927222.000000 Penalty: 5918.626465 Iteration 0F: 3 clusters Score -1.892722e+07 nChanged 72829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75048 members Mstep: Class 2 contains 77116 members Entering Unmasked Estep Score: -18969488.000000 Penalty: 5918.626465 Iteration 1F: 3 clusters Score -1.896949e+07 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74571 members Mstep: Class 2 contains 77593 members Entering Unmasked Estep Score: -18970576.000000 Penalty: 5918.626465 Iteration 2Q: 3 clusters Score -1.897058e+07 nChanged 4535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73984 members Mstep: Class 2 contains 78180 members Entering Unmasked Estep Score: -18971646.000000 Penalty: 5918.626465 Iteration 3Q: 3 clusters Score -1.897165e+07 nChanged 4863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73161 members Mstep: Class 2 contains 79003 members Entering Unmasked Estep Score: -18972948.000000 Penalty: 5918.626465 Iteration 4Q: 3 clusters Score -1.897295e+07 nChanged 5102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72057 members Mstep: Class 2 contains 80107 members Entering Unmasked Estep Score: -18974348.000000 Penalty: 5918.626465 Iteration 5Q: 3 clusters Score -1.897435e+07 nChanged 5473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70608 members Mstep: Class 2 contains 81556 members Entering Unmasked Estep Score: -18976254.000000 Penalty: 5918.626465 Iteration 6Q: 3 clusters Score -1.897625e+07 nChanged 5928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68636 members Mstep: Class 2 contains 83528 members Entering Unmasked Estep Score: -18978496.000000 Penalty: 5918.626465 Iteration 7Q: 3 clusters Score -1.89785e+07 nChanged 6474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65992 members Mstep: Class 2 contains 86172 members Entering Unmasked Estep Score: -18981156.000000 Penalty: 5918.626465 Iteration 8Q: 3 clusters Score -1.898116e+07 nChanged 6888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62386 members Mstep: Class 2 contains 89778 members Entering Unmasked Estep Score: -18984586.000000 Penalty: 5918.626465 Iteration 9Q: 3 clusters Score -1.898459e+07 nChanged 7175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57743 members Mstep: Class 2 contains 94421 members Entering Unmasked Estep Score: -18988298.000000 Penalty: 5918.626465 Iteration 10Q: 3 clusters Score -1.89883e+07 nChanged 7535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51836 members Mstep: Class 2 contains 100328 members Entering Unmasked Estep Score: -18992322.000000 Penalty: 5918.626465 Iteration 11Q: 3 clusters Score -1.899232e+07 nChanged 7887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44691 members Mstep: Class 2 contains 107473 members Entering Unmasked Estep Score: -18997118.000000 Penalty: 5918.626465 Iteration 12F: 3 clusters Score -1.899712e+07 nChanged 8185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36796 members Mstep: Class 2 contains 115368 members Entering Unmasked Estep Score: -19002420.000000 Penalty: 5918.626465 Iteration 13F: 3 clusters Score -1.900242e+07 nChanged 8190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28728 members Mstep: Class 2 contains 123436 members Entering Unmasked Estep Score: -19007872.000000 Penalty: 5918.626465 Iteration 14F: 3 clusters Score -1.900787e+07 nChanged 7515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21245 members Mstep: Class 2 contains 130919 members Entering Unmasked Estep Score: -19013186.000000 Penalty: 5918.626465 Iteration 15Q: 3 clusters Score -1.901319e+07 nChanged 6363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 137268 members Entering Unmasked Estep Score: -19017550.000000 Penalty: 5918.626465 Iteration 16Q: 3 clusters Score -1.901755e+07 nChanged 4786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10122 members Mstep: Class 2 contains 142042 members Entering Unmasked Estep Score: -19020666.000000 Penalty: 5918.626465 Iteration 17Q: 3 clusters Score -1.902067e+07 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 145346 members Entering Unmasked Estep Score: -19022658.000000 Penalty: 5918.626465 Iteration 18Q: 3 clusters Score -1.902266e+07 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 147434 members Entering Unmasked Estep Score: -19023792.000000 Penalty: 5918.626465 Iteration 19Q: 3 clusters Score -1.902379e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 148711 members Entering Unmasked Estep Score: -19024440.000000 Penalty: 5918.626465 Iteration 20F: 3 clusters Score -1.902444e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 149530 members Entering Unmasked Estep Score: -19024796.000000 Penalty: 5918.626465 Iteration 21Q: 3 clusters Score -1.90248e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 150020 members Entering Unmasked Estep Score: -19025018.000000 Penalty: 5918.626465 Iteration 22Q: 3 clusters Score -1.902502e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 150369 members Entering Unmasked Estep Score: -19025164.000000 Penalty: 5918.626465 Iteration 23Q: 3 clusters Score -1.902516e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 150615 members Entering Unmasked Estep Score: -19025260.000000 Penalty: 5918.626465 Iteration 24Q: 3 clusters Score -1.902526e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 150783 members Entering Unmasked Estep Score: -19025322.000000 Penalty: 5918.626465 Iteration 25Q: 3 clusters Score -1.902532e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 150881 members Entering Unmasked Estep Score: -19025340.000000 Penalty: 5918.626465 Iteration 26Q: 3 clusters Score -1.902534e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 150942 members Entering Unmasked Estep Score: -19025370.000000 Penalty: 5918.626465 Iteration 27Q: 3 clusters Score -1.902537e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 151007 members Entering Unmasked Estep Score: -19025406.000000 Penalty: 5918.626465 Iteration 28Q: 3 clusters Score -1.902541e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 151059 members Entering Unmasked Estep Score: -19025456.000000 Penalty: 5918.626465 Iteration 29Q: 3 clusters Score -1.902546e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 151106 members Entering Unmasked Estep Score: -19025496.000000 Penalty: 5918.626465 Iteration 30Q: 3 clusters Score -1.90255e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 151146 members Entering Unmasked Estep Score: -19025530.000000 Penalty: 5918.626465 Iteration 31Q: 3 clusters Score -1.902553e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 151178 members Entering Unmasked Estep Score: -19025526.000000 Penalty: 5918.626465 Iteration 32Q: 3 clusters Score -1.902553e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 151208 members Entering Unmasked Estep Score: -19025548.000000 Penalty: 5918.626465 Iteration 33Q: 3 clusters Score -1.902555e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 151235 members Entering Unmasked Estep Score: -19025566.000000 Penalty: 5918.626465 Iteration 34Q: 3 clusters Score -1.902557e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 151252 members Entering Unmasked Estep Score: -19025564.000000 Penalty: 5918.626465 Iteration 35Q: 3 clusters Score -1.902556e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 151267 members Entering Unmasked Estep Score: -19025570.000000 Penalty: 5918.626465 Iteration 36Q: 3 clusters Score -1.902557e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 151274 members Entering Unmasked Estep Score: -19025590.000000 Penalty: 5918.626465 Iteration 37Q: 3 clusters Score -1.902559e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 151289 members Entering Unmasked Estep Score: -19025608.000000 Penalty: 5918.626465 Iteration 38Q: 3 clusters Score -1.902561e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 151297 members Entering Unmasked Estep Score: -19025624.000000 Penalty: 5918.626465 Iteration 39Q: 3 clusters Score -1.902562e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 151307 members Entering Unmasked Estep Score: -19025618.000000 Penalty: 5918.626465 Iteration 40F: 3 clusters Score -1.902562e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 151312 members Entering Unmasked Estep Score: -19025632.000000 Penalty: 5918.626465 Iteration 41Q: 3 clusters Score -1.902563e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 151319 members Entering Unmasked Estep Score: -19025634.000000 Penalty: 5918.626465 Iteration 42Q: 3 clusters Score -1.902563e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 151324 members Entering Unmasked Estep Score: -19025642.000000 Penalty: 5918.626465 Iteration 43Q: 3 clusters Score -1.902564e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 151330 members Entering Unmasked Estep Score: -19025640.000000 Penalty: 5918.626465 Iteration 44Q: 3 clusters Score -1.902564e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 151335 members Entering Unmasked Estep Score: -19025652.000000 Penalty: 5918.626465 Iteration 45Q: 3 clusters Score -1.902565e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 151337 members Entering Unmasked Estep Score: -19025650.000000 Penalty: 5918.626465 Iteration 46Q: 3 clusters Score -1.902565e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 151343 members Entering Unmasked Estep Score: -19025644.000000 Penalty: 5918.626465 Iteration 47Q: 3 clusters Score -1.902564e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 151346 members Entering Unmasked Estep Score: -19025658.000000 Penalty: 5918.626465 Iteration 48Q: 3 clusters Score -1.902566e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 151346 members Entering Unmasked Estep Score: -19025654.000000 Penalty: 5918.626465 Iteration 49Q: 3 clusters Score -1.902565e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 151347 members Entering Unmasked Estep Score: -19025656.000000 Penalty: 5918.626465 Iteration 50Q: 3 clusters Score -1.902566e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 151349 members Entering Unmasked Estep Score: -19025654.000000 Penalty: 5918.626465 Iteration 51Q: 3 clusters Score -1.902565e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 151352 members Entering Unmasked Estep Score: -19025658.000000 Penalty: 5918.626465 Iteration 52Q: 3 clusters Score -1.902566e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 151357 members Entering Unmasked Estep Score: -19025668.000000 Penalty: 5918.626465 Iteration 53Q: 3 clusters Score -1.902567e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 151364 members Entering Unmasked Estep Score: -19025672.000000 Penalty: 5918.626465 Iteration 54Q: 3 clusters Score -1.902567e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 151366 members Entering Unmasked Estep Score: -19025678.000000 Penalty: 5918.626465 Iteration 55Q: 3 clusters Score -1.902568e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 151367 members Entering Unmasked Estep Score: -19025678.000000 Penalty: 5918.626465 Iteration 56Q: 3 clusters Score -1.902568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 151369 members Entering Unmasked Estep Score: -19025666.000000 Penalty: 5918.626465 Iteration 57Q: 3 clusters Score -1.902567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 151369 members Entering Unmasked Estep Score: -19025672.000000 Penalty: 5918.626465 Iteration 58Q: 3 clusters Score -1.902567e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 151373 members Entering Unmasked Estep Score: -19025672.000000 Penalty: 5918.626465 Iteration 59Q: 3 clusters Score -1.902567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 151375 members Entering Unmasked Estep Score: -19025668.000000 Penalty: 5918.626465 Iteration 60F: 3 clusters Score -1.902567e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 151374 members Entering Unmasked Estep Score: -19025676.000000 Penalty: 5918.626465 Iteration 61Q: 3 clusters Score -1.902568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 151374 members Entering Unmasked Estep Score: -19025684.000000 Penalty: 5918.626465 Iteration 62Q: 3 clusters Score -1.902568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 151372 members Entering Unmasked Estep Score: -19025680.000000 Penalty: 5918.626465 Iteration 63Q: 3 clusters Score -1.902568e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 151373 members Entering Unmasked Estep Score: -19025684.000000 Penalty: 5918.626465 Iteration 64Q: 3 clusters Score -1.902568e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 151377 members Entering Unmasked Estep Score: -19025682.000000 Penalty: 5918.626465 Iteration 65Q: 3 clusters Score -1.902568e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 151379 members Entering Unmasked Estep Score: -19025680.000000 Penalty: 5918.626465 Iteration 66Q: 3 clusters Score -1.902568e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 151382 members Entering Unmasked Estep Score: -19025702.000000 Penalty: 5918.626465 Iteration 67Q: 3 clusters Score -1.90257e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 151387 members Entering Unmasked Estep Score: -19025698.000000 Penalty: 5918.626465 Iteration 68Q: 3 clusters Score -1.90257e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 151388 members Entering Unmasked Estep Score: -19025708.000000 Penalty: 5918.626465 Iteration 69Q: 3 clusters Score -1.902571e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 151391 members Entering Unmasked Estep Score: -19025710.000000 Penalty: 5918.626465 Iteration 70Q: 3 clusters Score -1.902571e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 151392 members Entering Unmasked Estep Score: -19025708.000000 Penalty: 5918.626465 Iteration 71Q: 3 clusters Score -1.902571e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 151392 members Entering Unmasked Estep Score: -19025708.000000 Penalty: 5918.626465 Iteration 72F: 3 clusters Score -1.902571e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Entering Unmasked Estep Score: -858149.875000 Penalty: 2207.133301 Iteration 0F: 2 clusters Score -858149.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -852144.062500 Penalty: 4414.266602 Iteration 0F: 3 clusters Score -852144.1 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -853766.875000 Penalty: 4414.266602 Iteration 1F: 3 clusters Score -853766.9 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -854043.500000 Penalty: 4414.266602 Iteration 2F: 3 clusters Score -854043.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -854229.812500 Penalty: 4414.266602 Iteration 3F: 3 clusters Score -854229.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -854371.875000 Penalty: 4414.266602 Iteration 4Q: 3 clusters Score -854371.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -854485.875000 Penalty: 4414.266602 Iteration 5Q: 3 clusters Score -854485.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -854598.375000 Penalty: 4414.266602 Iteration 6Q: 3 clusters Score -854598.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -854715.875000 Penalty: 4414.266602 Iteration 7Q: 3 clusters Score -854715.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -854846.875000 Penalty: 4414.266602 Iteration 8Q: 3 clusters Score -854846.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -854989.375000 Penalty: 4414.266602 Iteration 9Q: 3 clusters Score -854989.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -855118.000000 Penalty: 4414.266602 Iteration 10Q: 3 clusters Score -855118 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -855247.437500 Penalty: 4414.266602 Iteration 11Q: 3 clusters Score -855247.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -855407.687500 Penalty: 4414.266602 Iteration 12Q: 3 clusters Score -855407.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -855556.312500 Penalty: 4414.266602 Iteration 13Q: 3 clusters Score -855556.3 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -855701.375000 Penalty: 4414.266602 Iteration 14Q: 3 clusters Score -855701.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -855828.187500 Penalty: 4414.266602 Iteration 15Q: 3 clusters Score -855828.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -855930.312500 Penalty: 4414.266602 Iteration 16Q: 3 clusters Score -855930.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -856008.812500 Penalty: 4414.266602 Iteration 17Q: 3 clusters Score -856008.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -856086.437500 Penalty: 4414.266602 Iteration 18Q: 3 clusters Score -856086.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -856152.375000 Penalty: 4414.266602 Iteration 19Q: 3 clusters Score -856152.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -856227.062500 Penalty: 4414.266602 Iteration 20F: 3 clusters Score -856227.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -856305.750000 Penalty: 4414.266602 Iteration 21Q: 3 clusters Score -856305.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -856375.125000 Penalty: 4414.266602 Iteration 22Q: 3 clusters Score -856375.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -856421.500000 Penalty: 4414.266602 Iteration 23Q: 3 clusters Score -856421.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -856469.312500 Penalty: 4414.266602 Iteration 24Q: 3 clusters Score -856469.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -856506.937500 Penalty: 4414.266602 Iteration 25Q: 3 clusters Score -856506.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -856539.437500 Penalty: 4414.266602 Iteration 26Q: 3 clusters Score -856539.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -856569.562500 Penalty: 4414.266602 Iteration 27Q: 3 clusters Score -856569.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -856603.875000 Penalty: 4414.266602 Iteration 28Q: 3 clusters Score -856603.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -856636.875000 Penalty: 4414.266602 Iteration 29Q: 3 clusters Score -856636.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -856670.687500 Penalty: 4414.266602 Iteration 30Q: 3 clusters Score -856670.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -856690.312500 Penalty: 4414.266602 Iteration 31Q: 3 clusters Score -856690.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -856704.937500 Penalty: 4414.266602 Iteration 32Q: 3 clusters Score -856704.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -856714.625000 Penalty: 4414.266602 Iteration 33Q: 3 clusters Score -856714.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -856721.750000 Penalty: 4414.266602 Iteration 34Q: 3 clusters Score -856721.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -856729.187500 Penalty: 4414.266602 Iteration 35Q: 3 clusters Score -856729.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -856739.875000 Penalty: 4414.266602 Iteration 36Q: 3 clusters Score -856739.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -856749.187500 Penalty: 4414.266602 Iteration 37Q: 3 clusters Score -856749.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -856753.625000 Penalty: 4414.266602 Iteration 38Q: 3 clusters Score -856753.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -856756.937500 Penalty: 4414.266602 Iteration 39Q: 3 clusters Score -856756.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -856761.562500 Penalty: 4414.266602 Iteration 40F: 3 clusters Score -856761.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -856765.625000 Penalty: 4414.266602 Iteration 41Q: 3 clusters Score -856765.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -856770.250000 Penalty: 4414.266602 Iteration 42Q: 3 clusters Score -856770.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -856771.937500 Penalty: 4414.266602 Iteration 43Q: 3 clusters Score -856771.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -856772.687500 Penalty: 4414.266602 Iteration 44Q: 3 clusters Score -856772.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -856772.687500 Penalty: 4414.266602 Iteration 45F: 3 clusters Score -856772.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Entering Unmasked Estep Score: -704166.875000 Penalty: 2156.734619 Iteration 0F: 2 clusters Score -704166.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -698959.812500 Penalty: 4313.469238 Iteration 0F: 3 clusters Score -698959.8 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -700259.375000 Penalty: 4313.469238 Iteration 1F: 3 clusters Score -700259.4 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -700489.125000 Penalty: 4313.469238 Iteration 2F: 3 clusters Score -700489.1 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -700634.687500 Penalty: 4313.469238 Iteration 3F: 3 clusters Score -700634.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -700724.187500 Penalty: 4313.469238 Iteration 4Q: 3 clusters Score -700724.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -700796.812500 Penalty: 4313.469238 Iteration 5Q: 3 clusters Score -700796.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -700865.687500 Penalty: 4313.469238 Iteration 6Q: 3 clusters Score -700865.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -700926.125000 Penalty: 4313.469238 Iteration 7Q: 3 clusters Score -700926.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -700986.937500 Penalty: 4313.469238 Iteration 8Q: 3 clusters Score -700986.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -701044.625000 Penalty: 4313.469238 Iteration 9Q: 3 clusters Score -701044.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -701097.750000 Penalty: 4313.469238 Iteration 10Q: 3 clusters Score -701097.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -701154.875000 Penalty: 4313.469238 Iteration 11Q: 3 clusters Score -701154.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -701223.437500 Penalty: 4313.469238 Iteration 12Q: 3 clusters Score -701223.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -701301.625000 Penalty: 4313.469238 Iteration 13Q: 3 clusters Score -701301.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -701388.750000 Penalty: 4313.469238 Iteration 14Q: 3 clusters Score -701388.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -701486.937500 Penalty: 4313.469238 Iteration 15Q: 3 clusters Score -701486.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -701581.875000 Penalty: 4313.469238 Iteration 16Q: 3 clusters Score -701581.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -701685.875000 Penalty: 4313.469238 Iteration 17Q: 3 clusters Score -701685.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -701817.375000 Penalty: 4313.469238 Iteration 18Q: 3 clusters Score -701817.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -701966.812500 Penalty: 4313.469238 Iteration 19Q: 3 clusters Score -701966.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -702129.875000 Penalty: 4313.469238 Iteration 20F: 3 clusters Score -702129.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -702307.562500 Penalty: 4313.469238 Iteration 21Q: 3 clusters Score -702307.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -702479.000000 Penalty: 4313.469238 Iteration 22Q: 3 clusters Score -702479 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -702653.375000 Penalty: 4313.469238 Iteration 23Q: 3 clusters Score -702653.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -702794.750000 Penalty: 4313.469238 Iteration 24Q: 3 clusters Score -702794.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -702895.937500 Penalty: 4313.469238 Iteration 25Q: 3 clusters Score -702895.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -702972.375000 Penalty: 4313.469238 Iteration 26Q: 3 clusters Score -702972.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -703019.875000 Penalty: 4313.469238 Iteration 27Q: 3 clusters Score -703019.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -703048.812500 Penalty: 4313.469238 Iteration 28Q: 3 clusters Score -703048.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -703075.812500 Penalty: 4313.469238 Iteration 29Q: 3 clusters Score -703075.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -703091.250000 Penalty: 4313.469238 Iteration 30Q: 3 clusters Score -703091.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -703102.250000 Penalty: 4313.469238 Iteration 31Q: 3 clusters Score -703102.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -703109.062500 Penalty: 4313.469238 Iteration 32Q: 3 clusters Score -703109.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -703113.250000 Penalty: 4313.469238 Iteration 33Q: 3 clusters Score -703113.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -703115.750000 Penalty: 4313.469238 Iteration 34Q: 3 clusters Score -703115.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -703119.000000 Penalty: 4313.469238 Iteration 35Q: 3 clusters Score -703119 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -703122.125000 Penalty: 4313.469238 Iteration 36Q: 3 clusters Score -703122.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -703125.062500 Penalty: 4313.469238 Iteration 37Q: 3 clusters Score -703125.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -703124.750000 Penalty: 4313.469238 Iteration 38Q: 3 clusters Score -703124.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -703126.562500 Penalty: 4313.469238 Iteration 39Q: 3 clusters Score -703126.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -703125.937500 Penalty: 4313.469238 Iteration 40F: 3 clusters Score -703125.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -703126.312500 Penalty: 4313.469238 Iteration 41Q: 3 clusters Score -703126.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -703126.812500 Penalty: 4313.469238 Iteration 42Q: 3 clusters Score -703126.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -703128.000000 Penalty: 4313.469238 Iteration 43Q: 3 clusters Score -703128 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -703127.250000 Penalty: 4313.469238 Iteration 44Q: 3 clusters Score -703127.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -703127.937500 Penalty: 4313.469238 Iteration 45Q: 3 clusters Score -703127.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -703127.937500 Penalty: 4313.469238 Iteration 46F: 3 clusters Score -703127.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69568.429688 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69568.43 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -69792.523438 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69792.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -69861.117188 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -69861.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -69896.789062 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -69896.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69915.281250 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -69915.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -69935.281250 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -69935.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69954.703125 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -69954.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -69967.929688 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -69967.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -69981.429688 Penalty: 3217.891357 Iteration 8Q: 3 clusters Score -69981.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -69993.304688 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -69993.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -69998.695312 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -69998.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -70000.070312 Penalty: 3217.891357 Iteration 11Q: 3 clusters Score -70000.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -70000.070312 Penalty: 3217.891357 Iteration 12F: 3 clusters Score -70000.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (29281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29281 members Entering Unmasked Estep Score: -3511525.750000 Penalty: 2550.604004 Iteration 0F: 2 clusters Score -3511526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -3491382.250000 Penalty: 5101.208008 Iteration 0F: 3 clusters Score -3491382 nChanged 13298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 16058 members Entering Unmasked Estep Score: -3498897.500000 Penalty: 5101.208008 Iteration 1F: 3 clusters Score -3498898 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12359 members Mstep: Class 2 contains 16922 members Entering Unmasked Estep Score: -3499749.250000 Penalty: 5101.208008 Iteration 2F: 3 clusters Score -3499749 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 18148 members Entering Unmasked Estep Score: -3500817.000000 Penalty: 5101.208008 Iteration 3F: 3 clusters Score -3500817 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 19736 members Entering Unmasked Estep Score: -3502234.250000 Penalty: 5101.208008 Iteration 4F: 3 clusters Score -3502234 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 21622 members Entering Unmasked Estep Score: -3504032.500000 Penalty: 5101.208008 Iteration 5F: 3 clusters Score -3504032 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 23459 members Entering Unmasked Estep Score: -3505867.000000 Penalty: 5101.208008 Iteration 6F: 3 clusters Score -3505867 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 24969 members Entering Unmasked Estep Score: -3507477.500000 Penalty: 5101.208008 Iteration 7F: 3 clusters Score -3507478 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 25860 members Entering Unmasked Estep Score: -3508537.750000 Penalty: 5101.208008 Iteration 8Q: 3 clusters Score -3508538 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 26370 members Entering Unmasked Estep Score: -3509189.500000 Penalty: 5101.208008 Iteration 9Q: 3 clusters Score -3509190 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 26628 members Entering Unmasked Estep Score: -3509506.250000 Penalty: 5101.208008 Iteration 10Q: 3 clusters Score -3509506 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 26799 members Entering Unmasked Estep Score: -3509668.000000 Penalty: 5101.208008 Iteration 11Q: 3 clusters Score -3509668 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 26924 members Entering Unmasked Estep Score: -3509759.500000 Penalty: 5101.208008 Iteration 12Q: 3 clusters Score -3509760 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 27009 members Entering Unmasked Estep Score: -3509815.500000 Penalty: 5101.208008 Iteration 13Q: 3 clusters Score -3509816 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 27086 members Entering Unmasked Estep Score: -3509856.750000 Penalty: 5101.208008 Iteration 14Q: 3 clusters Score -3509857 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 27168 members Entering Unmasked Estep Score: -3509905.500000 Penalty: 5101.208008 Iteration 15Q: 3 clusters Score -3509906 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 27222 members Entering Unmasked Estep Score: -3509939.000000 Penalty: 5101.208008 Iteration 16Q: 3 clusters Score -3509939 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 27263 members Entering Unmasked Estep Score: -3509957.750000 Penalty: 5101.208008 Iteration 17Q: 3 clusters Score -3509958 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 27300 members Entering Unmasked Estep Score: -3509976.000000 Penalty: 5101.208008 Iteration 18Q: 3 clusters Score -3509976 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 27330 members Entering Unmasked Estep Score: -3509992.250000 Penalty: 5101.208008 Iteration 19Q: 3 clusters Score -3509992 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 27347 members Entering Unmasked Estep Score: -3509996.000000 Penalty: 5101.208008 Iteration 20F: 3 clusters Score -3509996 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 27360 members Entering Unmasked Estep Score: -3509992.000000 Penalty: 5101.208008 Iteration 21Q: 3 clusters Score -3509992 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 27369 members Entering Unmasked Estep Score: -3510000.500000 Penalty: 5101.208008 Iteration 22Q: 3 clusters Score -3510000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 27375 members Entering Unmasked Estep Score: -3510001.000000 Penalty: 5101.208008 Iteration 23Q: 3 clusters Score -3510001 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 27381 members Entering Unmasked Estep Score: -3510001.750000 Penalty: 5101.208008 Iteration 24Q: 3 clusters Score -3510002 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 27394 members Entering Unmasked Estep Score: -3509998.250000 Penalty: 5101.208008 Iteration 25Q: 3 clusters Score -3509998 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -3510003.000000 Penalty: 5101.208008 Iteration 26Q: 3 clusters Score -3510003 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 27416 members Entering Unmasked Estep Score: -3510006.750000 Penalty: 5101.208008 Iteration 27Q: 3 clusters Score -3510007 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 27422 members Entering Unmasked Estep Score: -3510012.500000 Penalty: 5101.208008 Iteration 28Q: 3 clusters Score -3510012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 27431 members Entering Unmasked Estep Score: -3510014.000000 Penalty: 5101.208008 Iteration 29Q: 3 clusters Score -3510014 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 27440 members Entering Unmasked Estep Score: -3510012.250000 Penalty: 5101.208008 Iteration 30Q: 3 clusters Score -3510012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 27445 members Entering Unmasked Estep Score: -3510020.000000 Penalty: 5101.208008 Iteration 31Q: 3 clusters Score -3510020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 27452 members Entering Unmasked Estep Score: -3510022.250000 Penalty: 5101.208008 Iteration 32Q: 3 clusters Score -3510022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 27461 members Entering Unmasked Estep Score: -3510023.750000 Penalty: 5101.208008 Iteration 33Q: 3 clusters Score -3510024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 27471 members Entering Unmasked Estep Score: -3510025.500000 Penalty: 5101.208008 Iteration 34Q: 3 clusters Score -3510026 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 27481 members Entering Unmasked Estep Score: -3510028.000000 Penalty: 5101.208008 Iteration 35Q: 3 clusters Score -3510028 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 27492 members Entering Unmasked Estep Score: -3510030.000000 Penalty: 5101.208008 Iteration 36Q: 3 clusters Score -3510030 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 27501 members Entering Unmasked Estep Score: -3510036.000000 Penalty: 5101.208008 Iteration 37Q: 3 clusters Score -3510036 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 27512 members Entering Unmasked Estep Score: -3510031.000000 Penalty: 5101.208008 Iteration 38Q: 3 clusters Score -3510031 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 27527 members Entering Unmasked Estep Score: -3510043.000000 Penalty: 5101.208008 Iteration 39Q: 3 clusters Score -3510043 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 27538 members Entering Unmasked Estep Score: -3510048.250000 Penalty: 5101.208008 Iteration 40F: 3 clusters Score -3510048 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 27546 members Entering Unmasked Estep Score: -3510046.500000 Penalty: 5101.208008 Iteration 41Q: 3 clusters Score -3510046 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 27550 members Entering Unmasked Estep Score: -3510049.250000 Penalty: 5101.208008 Iteration 42Q: 3 clusters Score -3510049 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 27555 members Entering Unmasked Estep Score: -3510049.750000 Penalty: 5101.208008 Iteration 43Q: 3 clusters Score -3510050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 27562 members Entering Unmasked Estep Score: -3510057.250000 Penalty: 5101.208008 Iteration 44Q: 3 clusters Score -3510057 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 27571 members Entering Unmasked Estep Score: -3510054.750000 Penalty: 5101.208008 Iteration 45Q: 3 clusters Score -3510055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 27582 members Entering Unmasked Estep Score: -3510060.000000 Penalty: 5101.208008 Iteration 46Q: 3 clusters Score -3510060 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 27588 members Entering Unmasked Estep Score: -3510059.000000 Penalty: 5101.208008 Iteration 47Q: 3 clusters Score -3510059 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 27594 members Entering Unmasked Estep Score: -3510061.000000 Penalty: 5101.208008 Iteration 48Q: 3 clusters Score -3510061 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 27601 members Entering Unmasked Estep Score: -3510065.750000 Penalty: 5101.208008 Iteration 49Q: 3 clusters Score -3510066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 27608 members Entering Unmasked Estep Score: -3510068.500000 Penalty: 5101.208008 Iteration 50Q: 3 clusters Score -3510068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 27612 members Entering Unmasked Estep Score: -3510067.000000 Penalty: 5101.208008 Iteration 51Q: 3 clusters Score -3510067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 27615 members Entering Unmasked Estep Score: -3510067.250000 Penalty: 5101.208008 Iteration 52Q: 3 clusters Score -3510067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 27616 members Entering Unmasked Estep Score: -3510067.250000 Penalty: 5101.208008 Iteration 53Q: 3 clusters Score -3510067 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 27616 members Entering Unmasked Estep Score: -3510067.250000 Penalty: 5101.208008 Iteration 54F: 3 clusters Score -3510067 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (40967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40967 members Entering Unmasked Estep Score: -5057531.000000 Penalty: 2633.889648 Iteration 0F: 2 clusters Score -5057531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20461 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -5029878.000000 Penalty: 5267.779297 Iteration 0F: 3 clusters Score -5029878 nChanged 18657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20582 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -5040090.000000 Penalty: 5267.779297 Iteration 1F: 3 clusters Score -5040090 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20629 members Mstep: Class 2 contains 20338 members Entering Unmasked Estep Score: -5040470.500000 Penalty: 5267.779297 Iteration 2Q: 3 clusters Score -5040470 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20669 members Mstep: Class 2 contains 20298 members Entering Unmasked Estep Score: -5040806.000000 Penalty: 5267.779297 Iteration 3Q: 3 clusters Score -5040806 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20743 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -5041134.000000 Penalty: 5267.779297 Iteration 4Q: 3 clusters Score -5041134 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20829 members Mstep: Class 2 contains 20138 members Entering Unmasked Estep Score: -5041444.500000 Penalty: 5267.779297 Iteration 5Q: 3 clusters Score -5041444 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20901 members Mstep: Class 2 contains 20066 members Entering Unmasked Estep Score: -5041830.000000 Penalty: 5267.779297 Iteration 6Q: 3 clusters Score -5041830 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21046 members Mstep: Class 2 contains 19921 members Entering Unmasked Estep Score: -5042288.000000 Penalty: 5267.779297 Iteration 7Q: 3 clusters Score -5042288 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21219 members Mstep: Class 2 contains 19748 members Entering Unmasked Estep Score: -5042912.500000 Penalty: 5267.779297 Iteration 8Q: 3 clusters Score -5042912 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21495 members Mstep: Class 2 contains 19472 members Entering Unmasked Estep Score: -5043815.000000 Penalty: 5267.779297 Iteration 9Q: 3 clusters Score -5043815 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 19085 members Entering Unmasked Estep Score: -5044937.500000 Penalty: 5267.779297 Iteration 10Q: 3 clusters Score -5044938 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22385 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -5046452.500000 Penalty: 5267.779297 Iteration 11F: 3 clusters Score -5046452 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Mstep: Class 2 contains 18110 members Entering Unmasked Estep Score: -5048288.500000 Penalty: 5267.779297 Iteration 12F: 3 clusters Score -5048288 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23272 members Mstep: Class 2 contains 17695 members Entering Unmasked Estep Score: -5049856.000000 Penalty: 5267.779297 Iteration 13F: 3 clusters Score -5049856 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23542 members Mstep: Class 2 contains 17425 members Entering Unmasked Estep Score: -5050865.000000 Penalty: 5267.779297 Iteration 14Q: 3 clusters Score -5050865 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23765 members Mstep: Class 2 contains 17202 members Entering Unmasked Estep Score: -5051385.000000 Penalty: 5267.779297 Iteration 15Q: 3 clusters Score -5051385 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23944 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -5051685.000000 Penalty: 5267.779297 Iteration 16Q: 3 clusters Score -5051685 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 16849 members Entering Unmasked Estep Score: -5051839.000000 Penalty: 5267.779297 Iteration 17Q: 3 clusters Score -5051839 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24300 members Mstep: Class 2 contains 16667 members Entering Unmasked Estep Score: -5051969.500000 Penalty: 5267.779297 Iteration 18Q: 3 clusters Score -5051970 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24457 members Mstep: Class 2 contains 16510 members Entering Unmasked Estep Score: -5052065.000000 Penalty: 5267.779297 Iteration 19Q: 3 clusters Score -5052065 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24602 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -5052135.500000 Penalty: 5267.779297 Iteration 20F: 3 clusters Score -5052136 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24778 members Mstep: Class 2 contains 16189 members Entering Unmasked Estep Score: -5052166.500000 Penalty: 5267.779297 Iteration 21Q: 3 clusters Score -5052166 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24953 members Mstep: Class 2 contains 16014 members Entering Unmasked Estep Score: -5052225.500000 Penalty: 5267.779297 Iteration 22Q: 3 clusters Score -5052226 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25095 members Mstep: Class 2 contains 15872 members Entering Unmasked Estep Score: -5052269.500000 Penalty: 5267.779297 Iteration 23Q: 3 clusters Score -5052270 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25219 members Mstep: Class 2 contains 15748 members Entering Unmasked Estep Score: -5052257.500000 Penalty: 5267.779297 Iteration 24Q: 3 clusters Score -5052258 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25371 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -5052286.000000 Penalty: 5267.779297 Iteration 25Q: 3 clusters Score -5052286 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25515 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -5052326.000000 Penalty: 5267.779297 Iteration 26Q: 3 clusters Score -5052326 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25649 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -5052359.000000 Penalty: 5267.779297 Iteration 27Q: 3 clusters Score -5052359 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25760 members Mstep: Class 2 contains 15207 members Entering Unmasked Estep Score: -5052365.500000 Penalty: 5267.779297 Iteration 28Q: 3 clusters Score -5052366 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25869 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -5052391.000000 Penalty: 5267.779297 Iteration 29Q: 3 clusters Score -5052391 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25989 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -5052394.500000 Penalty: 5267.779297 Iteration 30Q: 3 clusters Score -5052394 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26111 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -5052406.500000 Penalty: 5267.779297 Iteration 31Q: 3 clusters Score -5052406 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26243 members Mstep: Class 2 contains 14724 members Entering Unmasked Estep Score: -5052436.000000 Penalty: 5267.779297 Iteration 32Q: 3 clusters Score -5052436 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26389 members Mstep: Class 2 contains 14578 members Entering Unmasked Estep Score: -5052446.000000 Penalty: 5267.779297 Iteration 33Q: 3 clusters Score -5052446 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26524 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -5052481.000000 Penalty: 5267.779297 Iteration 34Q: 3 clusters Score -5052481 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26671 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -5052512.500000 Penalty: 5267.779297 Iteration 35Q: 3 clusters Score -5052512 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26823 members Mstep: Class 2 contains 14144 members Entering Unmasked Estep Score: -5052532.500000 Penalty: 5267.779297 Iteration 36Q: 3 clusters Score -5052532 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26974 members Mstep: Class 2 contains 13993 members Entering Unmasked Estep Score: -5052550.000000 Penalty: 5267.779297 Iteration 37Q: 3 clusters Score -5052550 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27154 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -5052584.500000 Penalty: 5267.779297 Iteration 38Q: 3 clusters Score -5052584 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27315 members Mstep: Class 2 contains 13652 members Entering Unmasked Estep Score: -5052593.500000 Penalty: 5267.779297 Iteration 39Q: 3 clusters Score -5052594 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27492 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -5052616.000000 Penalty: 5267.779297 Iteration 40F: 3 clusters Score -5052616 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27682 members Mstep: Class 2 contains 13285 members Entering Unmasked Estep Score: -5052651.000000 Penalty: 5267.779297 Iteration 41Q: 3 clusters Score -5052651 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27876 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -5052684.000000 Penalty: 5267.779297 Iteration 42Q: 3 clusters Score -5052684 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28041 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -5052699.000000 Penalty: 5267.779297 Iteration 43Q: 3 clusters Score -5052699 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28217 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -5052726.500000 Penalty: 5267.779297 Iteration 44Q: 3 clusters Score -5052726 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28402 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -5052743.000000 Penalty: 5267.779297 Iteration 45Q: 3 clusters Score -5052743 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28575 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -5052919.500000 Penalty: 5267.779297 Iteration 50Q: 3 clusters Score -5052920 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29624 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -5052956.000000 Penalty: 5267.779297 Iteration 51Q: 3 clusters Score -5052956 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29829 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -5052997.500000 Penalty: 5267.779297 Iteration 52Q: 3 clusters Score -5052998 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 10933 members Entering Unmasked Estep Score: -5053032.000000 Penalty: 5267.779297 Iteration 53Q: 3 clusters Score -5053032 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30251 members Mstep: Class 2 contains 10716 members Entering Unmasked Estep Score: -5053081.500000 Penalty: 5267.779297 Iteration 54Q: 3 clusters Score -5053082 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30481 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -5053141.000000 Penalty: 5267.779297 Iteration 55Q: 3 clusters Score -5053141 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30715 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -5053179.000000 Penalty: 5267.779297 Iteration 56Q: 3 clusters Score -5053179 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30933 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -5053227.500000 Penalty: 5267.779297 Iteration 57Q: 3 clusters Score -5053228 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -5053272.500000 Penalty: 5267.779297 Iteration 58Q: 3 clusters Score -5053272 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31407 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -5053345.000000 Penalty: 5267.779297 Iteration 59Q: 3 clusters Score -5053345 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31657 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -5053419.000000 Penalty: 5267.779297 Iteration 60F: 3 clusters Score -5053419 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31885 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -5053487.000000 Penalty: 5267.779297 Iteration 61Q: 3 clusters Score -5053487 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32135 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -5053546.500000 Penalty: 5267.779297 Iteration 62Q: 3 clusters Score -5053546 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32393 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -5053618.500000 Penalty: 5267.779297 Iteration 63Q: 3 clusters Score -5053618 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32672 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -5053692.000000 Penalty: 5267.779297 Iteration 64Q: 3 clusters Score -5053692 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32950 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -5053779.500000 Penalty: 5267.779297 Iteration 65Q: 3 clusters Score -5053780 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33224 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -5053858.500000 Penalty: 5267.779297 Iteration 66Q: 3 clusters Score -5053858 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33486 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -5053936.500000 Penalty: 5267.779297 Iteration 67Q: 3 clusters Score -5053936 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33755 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -5054024.500000 Penalty: 5267.779297 Iteration 68Q: 3 clusters Score -5054024 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34007 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -5054070.500000 Penalty: 5267.779297 Iteration 69Q: 3 clusters Score -5054070 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34239 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -5054142.000000 Penalty: 5267.779297 Iteration 70Q: 3 clusters Score -5054142 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34483 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -5054220.000000 Penalty: 5267.779297 Iteration 71Q: 3 clusters Score -5054220 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34718 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -5054282.500000 Penalty: 5267.779297 Iteration 72Q: 3 clusters Score -5054282 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34940 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -5054334.000000 Penalty: 5267.779297 Iteration 73Q: 3 clusters Score -5054334 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35133 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -5054385.500000 Penalty: 5267.779297 Iteration 74Q: 3 clusters Score -5054386 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35324 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -5054428.500000 Penalty: 5267.779297 Iteration 75Q: 3 clusters Score -5054428 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35520 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -5054490.000000 Penalty: 5267.779297 Iteration 76Q: 3 clusters Score -5054490 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35712 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -5054533.000000 Penalty: 5267.779297 Iteration 77Q: 3 clusters Score -5054533 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35910 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -5054585.500000 Penalty: 5267.779297 Iteration 78Q: 3 clusters Score -5054586 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36105 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -5054649.000000 Penalty: 5267.779297 Iteration 79Q: 3 clusters Score -5054649 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36300 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -5054688.500000 Penalty: 5267.779297 Iteration 80F: 3 clusters Score -5054688 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36475 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -5054750.000000 Penalty: 5267.779297 Iteration 81Q: 3 clusters Score -5054750 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36643 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -5054772.000000 Penalty: 5267.779297 Iteration 82Q: 3 clusters Score -5054772 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36791 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -5054824.000000 Penalty: 5267.779297 Iteration 83Q: 3 clusters Score -5054824 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36958 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -5054881.000000 Penalty: 5267.779297 Iteration 84Q: 3 clusters Score -5054881 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37103 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -5054902.000000 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Entering Unmasked Estep Score: -5055139.500000 Penalty: 5267.779297 Iteration 93Q: 3 clusters Score -5055140 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38004 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -5055152.000000 Penalty: 5267.779297 Iteration 94Q: 3 clusters Score -5055152 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38084 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -5055179.000000 Penalty: 5267.779297 Iteration 95Q: 3 clusters Score -5055179 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38151 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -5055198.000000 Penalty: 5267.779297 Iteration 96Q: 3 clusters Score -5055198 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38229 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -5055216.500000 Penalty: 5267.779297 Iteration 97Q: 3 clusters Score -5055216 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38310 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -5055238.500000 Penalty: 5267.779297 Iteration 98Q: 3 clusters Score -5055238 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38377 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -5055265.000000 Penalty: 5267.779297 Iteration 99Q: 3 clusters Score -5055265 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38431 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -5055278.000000 Penalty: 5267.779297 Iteration 100F: 3 clusters Score -5055278 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38482 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26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38870 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -5055396.000000 Penalty: 5267.779297 Iteration 117Q: 3 clusters Score -5055396 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38894 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -5055404.500000 Penalty: 5267.779297 Iteration 118Q: 3 clusters Score -5055404 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38910 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -5055421.000000 Penalty: 5267.779297 Iteration 119Q: 3 clusters Score -5055421 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38928 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -5055424.500000 Penalty: 5267.779297 Iteration 120F: 3 clusters Score -5055424 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38946 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -5055428.500000 Penalty: 5267.779297 Iteration 121Q: 3 clusters Score -5055428 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38963 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -5055434.500000 Penalty: 5267.779297 Iteration 122Q: 3 clusters Score -5055434 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38979 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -5055432.500000 Penalty: 5267.779297 Iteration 123Q: 3 clusters Score -5055432 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38995 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -5055437.500000 Penalty: 5267.779297 Iteration 124Q: 3 clusters Score -5055438 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39008 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -5055437.500000 Penalty: 5267.779297 Iteration 125Q: 3 clusters Score -5055438 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39022 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -5055442.500000 Penalty: 5267.779297 Iteration 126Q: 3 clusters Score -5055442 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39038 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -5055454.000000 Penalty: 5267.779297 Iteration 127Q: 3 clusters Score -5055454 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39056 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -5055456.500000 Penalty: 5267.779297 Iteration 128Q: 3 clusters Score -5055456 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39076 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -5055456.500000 Penalty: 5267.779297 Iteration 129Q: 3 clusters Score -5055456 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39092 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -5055467.500000 Penalty: 5267.779297 Iteration 130Q: 3 clusters Score -5055468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39102 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -5055466.500000 Penalty: 5267.779297 Iteration 131Q: 3 clusters Score -5055466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39107 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -5055468.000000 Penalty: 5267.779297 Iteration 132Q: 3 clusters Score -5055468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39111 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -5055467.000000 Penalty: 5267.779297 Iteration 133Q: 3 clusters Score -5055467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39121 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -5055478.000000 Penalty: 5267.779297 Iteration 134Q: 3 clusters Score -5055478 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39129 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -5055469.000000 Penalty: 5267.779297 Iteration 135Q: 3 clusters Score -5055469 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39133 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -5055471.000000 Penalty: 5267.779297 Iteration 136Q: 3 clusters Score -5055471 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39134 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -5055467.500000 Penalty: 5267.779297 Iteration 137Q: 3 clusters Score -5055468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39136 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -5055470.500000 Penalty: 5267.779297 Iteration 138Q: 3 clusters Score -5055470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39138 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -5055468.500000 Penalty: 5267.779297 Iteration 139Q: 3 clusters Score -5055468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39140 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -5055470.500000 Penalty: 5267.779297 Iteration 140F: 3 clusters Score -5055470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39141 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -5055471.500000 Penalty: 5267.779297 Iteration 141Q: 3 clusters Score -5055472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39141 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -5055471.500000 Penalty: 5267.779297 Iteration 142F: 3 clusters Score -5055472 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -71524.968750 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71524.97 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -72143.929688 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -72143.93 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -72574.148438 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72574.15 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -72876.945312 Penalty: 3259.157959 Iteration 3F: 3 clusters Score -72876.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -73056.578125 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -73056.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -73160.468750 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -73160.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -73227.304688 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -73227.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -73340.937500 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -73340.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -73415.406250 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -73415.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -73507.171875 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -73507.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -73556.695312 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -73556.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -73559.960938 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -73559.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -73559.960938 Penalty: 3259.157959 Iteration 12F: 3 clusters Score -73559.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56295 members Mstep: Class 2 contains 24688 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13422 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42246 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 7645 members Mstep: Class 9 contains 21925 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152164 members Mstep: Class 16 contains 7330 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29281 members Mstep: Class 20 contains 40967 members Mstep: Class 21 contains 575 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 139 members Entering Unmasked Estep Score: -52027816.000000 Penalty: 74024.335938 Splitting cluster 21 changes total score from -52029016.000000 to -52027816.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -44262.707031 Penalty: 1496.205444 Iteration 0F: 2 clusters Score -44262.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -42890.320312 Penalty: 2992.410889 Iteration 0F: 3 clusters Score -42890.32 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -43040.242188 Penalty: 2992.410889 Iteration 1F: 3 clusters Score -43040.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -43060.210938 Penalty: 2992.410889 Iteration 2Q: 3 clusters Score -43060.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -43065.226562 Penalty: 2992.410889 Iteration 3Q: 3 clusters Score -43065.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43067.175781 Penalty: 2992.410889 Iteration 4Q: 3 clusters Score -43067.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -43070.222656 Penalty: 2992.410889 Iteration 5Q: 3 clusters Score -43070.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43081.855469 Penalty: 2992.410889 Iteration 6Q: 3 clusters Score -43081.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43081.855469 Penalty: 2992.410889 Iteration 7F: 3 clusters Score -43081.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56295 members Mstep: Class 2 contains 24688 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13422 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42246 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 7645 members Mstep: Class 9 contains 21925 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8703 members Mstep: Class 15 contains 152164 members Mstep: Class 16 contains 7330 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29281 members Mstep: Class 20 contains 40967 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028972.000000 Penalty: 70805.890625 Iteration 319Q: 23 clusters Score -5.202897e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56299 members Mstep: Class 2 contains 24688 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13423 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42245 members Mstep: Class 7 contains 7781 members Mstep: Class 8 contains 7651 members Mstep: Class 9 contains 21917 members Mstep: Class 10 contains 1481 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152161 members Mstep: Class 16 contains 7333 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29287 members Mstep: Class 20 contains 40968 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028948.000000 Penalty: 70805.890625 Iteration 320F: 23 clusters Score -5.202895e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56305 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13423 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42245 members Mstep: Class 7 contains 7777 members Mstep: Class 8 contains 7648 members Mstep: Class 9 contains 21905 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8702 members Mstep: Class 15 contains 152155 members Mstep: Class 16 contains 7343 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29292 members Mstep: Class 20 contains 40971 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028892.000000 Penalty: 70805.890625 Iteration 321Q: 23 clusters Score -5.202889e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56311 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13424 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42244 members Mstep: Class 7 contains 7773 members Mstep: Class 8 contains 7650 members Mstep: Class 9 contains 21893 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152150 members Mstep: Class 16 contains 7352 members Mstep: Class 17 contains 5979 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29295 members Mstep: Class 20 contains 40978 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028996.000000 Penalty: 70805.890625 Iteration 322Q: 23 clusters Score -5.2029e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56316 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13424 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42244 members Mstep: Class 7 contains 7771 members Mstep: Class 8 contains 7646 members Mstep: Class 9 contains 21888 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152144 members Mstep: Class 16 contains 7359 members Mstep: Class 17 contains 5976 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29302 members Mstep: Class 20 contains 40980 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028988.000000 Penalty: 70805.890625 Iteration 323Q: 23 clusters Score -5.202899e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56319 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13427 members Mstep: Class 5 contains 1309 members Mstep: Class 6 contains 42242 members Mstep: Class 7 contains 7767 members Mstep: Class 8 contains 7640 members Mstep: Class 9 contains 21881 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152141 members Mstep: Class 16 contains 7366 members Mstep: Class 17 contains 5973 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29313 members Mstep: Class 20 contains 40983 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028960.000000 Penalty: 70805.890625 Iteration 324Q: 23 clusters Score -5.202896e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56321 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13428 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42241 members Mstep: Class 7 contains 7764 members Mstep: Class 8 contains 7641 members Mstep: Class 9 contains 21871 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152133 members Mstep: Class 16 contains 7372 members Mstep: Class 17 contains 5976 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29319 members Mstep: Class 20 contains 40986 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028948.000000 Penalty: 70805.890625 Iteration 325Q: 23 clusters Score -5.202895e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56322 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13428 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42241 members Mstep: Class 7 contains 7765 members Mstep: Class 8 contains 7636 members Mstep: Class 9 contains 21867 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8701 members Mstep: Class 15 contains 152132 members Mstep: Class 16 contains 7375 members Mstep: Class 17 contains 5976 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29322 members Mstep: Class 20 contains 40987 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028932.000000 Penalty: 70805.890625 Iteration 326Q: 23 clusters Score -5.202893e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56324 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13427 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42241 members Mstep: Class 7 contains 7765 members Mstep: Class 8 contains 7630 members Mstep: Class 9 contains 21865 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152130 members Mstep: Class 16 contains 7380 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29324 members Mstep: Class 20 contains 40988 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028936.000000 Penalty: 70805.890625 Iteration 327Q: 23 clusters Score -5.202894e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56327 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13427 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42241 members Mstep: Class 7 contains 7765 members Mstep: Class 8 contains 7625 members Mstep: Class 9 contains 21861 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8700 members Mstep: Class 15 contains 152130 members Mstep: Class 16 contains 7382 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29326 members Mstep: Class 20 contains 40989 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028944.000000 Penalty: 70805.890625 Iteration 328Q: 23 clusters Score -5.202894e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56328 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13428 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42241 members Mstep: Class 7 contains 7765 members Mstep: Class 8 contains 7619 members Mstep: Class 9 contains 21858 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8698 members Mstep: Class 15 contains 152132 members Mstep: Class 16 contains 7385 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29329 members Mstep: Class 20 contains 40989 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028940.000000 Penalty: 70805.890625 Iteration 329Q: 23 clusters Score -5.202894e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56329 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13429 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42240 members Mstep: Class 7 contains 7765 members Mstep: Class 8 contains 7616 members Mstep: Class 9 contains 21857 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152133 members Mstep: Class 16 contains 7386 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29330 members Mstep: Class 20 contains 40991 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028932.000000 Penalty: 70805.890625 Iteration 330Q: 23 clusters Score -5.202893e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56332 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13432 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42237 members Mstep: Class 7 contains 7765 members Mstep: Class 8 contains 7614 members Mstep: Class 9 contains 21852 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152136 members Mstep: Class 16 contains 7387 members Mstep: Class 17 contains 5979 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29330 members Mstep: Class 20 contains 40991 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028960.000000 Penalty: 70805.890625 Iteration 331Q: 23 clusters Score -5.202896e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56336 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13434 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42236 members Mstep: Class 7 contains 7764 members Mstep: Class 8 contains 7611 members Mstep: Class 9 contains 21846 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152138 members Mstep: Class 16 contains 7392 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29331 members Mstep: Class 20 contains 40991 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028936.000000 Penalty: 70805.890625 Iteration 332Q: 23 clusters Score -5.202894e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13435 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42234 members Mstep: Class 7 contains 7762 members Mstep: Class 8 contains 7603 members Mstep: Class 9 contains 21839 members Mstep: Class 10 contains 1477 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152135 members Mstep: Class 16 contains 7404 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29336 members Mstep: Class 20 contains 40992 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028920.000000 Penalty: 70805.890625 Iteration 333Q: 23 clusters Score -5.202892e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56341 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13439 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42231 members Mstep: Class 7 contains 7762 members Mstep: Class 8 contains 7594 members Mstep: Class 9 contains 21832 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152133 members Mstep: Class 16 contains 7416 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29342 members Mstep: Class 20 contains 40991 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028904.000000 Penalty: 70805.890625 Iteration 334Q: 23 clusters Score -5.20289e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56345 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13441 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7762 members Mstep: Class 8 contains 7579 members Mstep: Class 9 contains 21826 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152131 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 5980 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29349 members Mstep: Class 20 contains 40990 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028960.000000 Penalty: 70805.890625 Iteration 335Q: 23 clusters Score -5.202896e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56343 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13441 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7569 members Mstep: Class 9 contains 21821 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152129 members Mstep: Class 16 contains 7437 members Mstep: Class 17 contains 5980 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29360 members Mstep: Class 20 contains 40989 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028968.000000 Penalty: 70805.890625 Iteration 336Q: 23 clusters Score -5.202897e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56344 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7551 members Mstep: Class 9 contains 21815 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152120 members Mstep: Class 16 contains 7446 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29378 members Mstep: Class 20 contains 40991 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028932.000000 Penalty: 70805.890625 Iteration 337Q: 23 clusters Score -5.202893e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7762 members Mstep: Class 8 contains 7532 members Mstep: Class 9 contains 21814 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6837 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152118 members Mstep: Class 16 contains 7453 members Mstep: Class 17 contains 5980 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29392 members Mstep: Class 20 contains 40995 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028952.000000 Penalty: 70805.890625 Iteration 338Q: 23 clusters Score -5.202895e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7761 members Mstep: Class 8 contains 7516 members Mstep: Class 9 contains 21812 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152124 members Mstep: Class 16 contains 7457 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29403 members Mstep: Class 20 contains 40996 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028944.000000 Penalty: 70805.890625 Iteration 339Q: 23 clusters Score -5.202894e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7762 members Mstep: Class 8 contains 7503 members Mstep: Class 9 contains 21809 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152119 members Mstep: Class 16 contains 7460 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29421 members Mstep: Class 20 contains 40997 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028936.000000 Penalty: 70805.890625 Iteration 340F: 23 clusters Score -5.202894e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7762 members Mstep: Class 8 contains 7490 members Mstep: Class 9 contains 21809 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152115 members Mstep: Class 16 contains 7463 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29437 members Mstep: Class 20 contains 40995 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028936.000000 Penalty: 70805.890625 Iteration 341Q: 23 clusters Score -5.202894e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7761 members Mstep: Class 8 contains 7478 members Mstep: Class 9 contains 21808 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152114 members Mstep: Class 16 contains 7463 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29448 members Mstep: Class 20 contains 40998 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028972.000000 Penalty: 70805.890625 Iteration 342Q: 23 clusters Score -5.202897e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7759 members Mstep: Class 8 contains 7466 members Mstep: Class 9 contains 21808 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152113 members Mstep: Class 16 contains 7464 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29458 members Mstep: Class 20 contains 41001 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028892.000000 Penalty: 70805.890625 Iteration 343Q: 23 clusters Score -5.202889e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7759 members Mstep: Class 8 contains 7456 members Mstep: Class 9 contains 21807 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152117 members Mstep: Class 16 contains 7465 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29463 members Mstep: Class 20 contains 41003 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028912.000000 Penalty: 70805.890625 Iteration 344Q: 23 clusters Score -5.202891e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7759 members Mstep: Class 8 contains 7445 members Mstep: Class 9 contains 21806 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152122 members Mstep: Class 16 contains 7466 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29468 members Mstep: Class 20 contains 41005 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028924.000000 Penalty: 70805.890625 Iteration 345Q: 23 clusters Score -5.202892e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13441 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7761 members Mstep: Class 8 contains 7432 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1475 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6837 members Mstep: Class 14 contains 8692 members Mstep: Class 15 contains 152119 members Mstep: Class 16 contains 7467 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29482 members Mstep: Class 20 contains 41006 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028964.000000 Penalty: 70805.890625 Iteration 346Q: 23 clusters Score -5.202896e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42230 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7420 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152118 members Mstep: Class 16 contains 7469 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29496 members Mstep: Class 20 contains 41004 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028904.000000 Penalty: 70805.890625 Iteration 347Q: 23 clusters Score -5.20289e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7417 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152116 members Mstep: Class 16 contains 7471 members Mstep: Class 17 contains 5982 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29502 members Mstep: Class 20 contains 41003 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028956.000000 Penalty: 70805.890625 Iteration 348Q: 23 clusters Score -5.202896e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7415 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152114 members Mstep: Class 16 contains 7474 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29504 members Mstep: Class 20 contains 41003 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028944.000000 Penalty: 70805.890625 Iteration 349Q: 23 clusters Score -5.202894e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7415 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152112 members Mstep: Class 16 contains 7474 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29505 members Mstep: Class 20 contains 41004 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028924.000000 Penalty: 70805.890625 Iteration 350Q: 23 clusters Score -5.202892e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7414 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152109 members Mstep: Class 16 contains 7474 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29508 members Mstep: Class 20 contains 41004 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028912.000000 Penalty: 70805.890625 Iteration 351Q: 23 clusters Score -5.202891e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7413 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152109 members Mstep: Class 16 contains 7473 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29509 members Mstep: Class 20 contains 41004 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028932.000000 Penalty: 70805.890625 Iteration 352Q: 23 clusters Score -5.202893e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7759 members Mstep: Class 8 contains 7413 members Mstep: Class 9 contains 21803 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152109 members Mstep: Class 16 contains 7474 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29511 members Mstep: Class 20 contains 41004 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028936.000000 Penalty: 70805.890625 Iteration 353Q: 23 clusters Score -5.202894e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24689 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7409 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8693 members Mstep: Class 15 contains 152110 members Mstep: Class 16 contains 7475 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29513 members Mstep: Class 20 contains 41005 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028928.000000 Penalty: 70805.890625 Iteration 354Q: 23 clusters Score -5.202893e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7403 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6834 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152110 members Mstep: Class 16 contains 7477 members Mstep: Class 17 contains 5980 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29514 members Mstep: Class 20 contains 41006 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028944.000000 Penalty: 70805.890625 Iteration 355Q: 23 clusters Score -5.202894e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56336 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7396 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8694 members Mstep: Class 15 contains 152109 members Mstep: Class 16 contains 7479 members Mstep: Class 17 contains 5979 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29518 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028948.000000 Penalty: 70805.890625 Iteration 356Q: 23 clusters Score -5.202895e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56336 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7393 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152107 members Mstep: Class 16 contains 7479 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29521 members Mstep: Class 20 contains 41012 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028952.000000 Penalty: 70805.890625 Iteration 357Q: 23 clusters Score -5.202895e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7758 members Mstep: Class 8 contains 7387 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152108 members Mstep: Class 16 contains 7478 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29526 members Mstep: Class 20 contains 41012 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028916.000000 Penalty: 70805.890625 Iteration 358Q: 23 clusters Score -5.202892e+07 nChanged 12 Entering ConstructFrom: Score: -52028916.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (56338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56338 members Entering Unmasked Estep Score: -6971914.500000 Penalty: 2712.902832 Iteration 0F: 2 clusters Score -6971914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28294 members Mstep: Class 2 contains 28044 members Entering Unmasked Estep Score: -6934151.000000 Penalty: 5425.805664 Iteration 0F: 3 clusters Score -6934151 nChanged 26077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29803 members Mstep: Class 2 contains 26535 members Entering Unmasked Estep Score: -6948993.500000 Penalty: 5425.805664 Iteration 1F: 3 clusters Score -6948994 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30906 members Mstep: Class 2 contains 25432 members Entering Unmasked Estep Score: -6949884.500000 Penalty: 5425.805664 Iteration 2Q: 3 clusters Score -6949884 nChanged 2827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32535 members Mstep: Class 2 contains 23803 members Entering Unmasked Estep Score: -6951074.500000 Penalty: 5425.805664 Iteration 3F: 3 clusters Score -6951074 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34719 members Mstep: Class 2 contains 21619 members Entering Unmasked Estep Score: -6952734.000000 Penalty: 5425.805664 Iteration 4F: 3 clusters Score -6952734 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37588 members Mstep: Class 2 contains 18750 members Entering Unmasked Estep Score: -6954846.500000 Penalty: 5425.805664 Iteration 5F: 3 clusters Score -6954846 nChanged 3847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40937 members Mstep: Class 2 contains 15401 members Entering Unmasked Estep Score: -6957449.000000 Penalty: 5425.805664 Iteration 6F: 3 clusters Score -6957449 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44533 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -6960318.500000 Penalty: 5425.805664 Iteration 7F: 3 clusters Score -6960318 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47949 members Mstep: Class 2 contains 8389 members Entering Unmasked Estep Score: -6963031.000000 Penalty: 5425.805664 Iteration 8F: 3 clusters Score -6963031 nChanged 2869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50792 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -6965383.000000 Penalty: 5425.805664 Iteration 9F: 3 clusters Score -6965383 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52909 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -6967160.000000 Penalty: 5425.805664 Iteration 10Q: 3 clusters Score -6967160 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54219 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -6968230.000000 Penalty: 5425.805664 Iteration 11Q: 3 clusters Score -6968230 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54998 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -6968836.000000 Penalty: 5425.805664 Iteration 12Q: 3 clusters Score -6968836 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55399 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -6969108.500000 Penalty: 5425.805664 Iteration 13Q: 3 clusters Score -6969108 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55603 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -6969284.500000 Penalty: 5425.805664 Iteration 14Q: 3 clusters Score -6969284 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55719 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -6969374.500000 Penalty: 5425.805664 Iteration 15Q: 3 clusters Score -6969374 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55787 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -6969436.500000 Penalty: 5425.805664 Iteration 16Q: 3 clusters Score -6969436 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55829 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -6969474.000000 Penalty: 5425.805664 Iteration 17Q: 3 clusters Score -6969474 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55855 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -6969481.000000 Penalty: 5425.805664 Iteration 18Q: 3 clusters Score -6969481 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55880 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -6969506.000000 Penalty: 5425.805664 Iteration 19Q: 3 clusters Score -6969506 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55890 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -6969516.500000 Penalty: 5425.805664 Iteration 20F: 3 clusters Score -6969516 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55905 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -6969544.000000 Penalty: 5425.805664 Iteration 21Q: 3 clusters Score -6969544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55915 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -6969556.500000 Penalty: 5425.805664 Iteration 22Q: 3 clusters Score -6969556 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55922 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -6969567.000000 Penalty: 5425.805664 Iteration 23Q: 3 clusters Score -6969567 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55935 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -6969583.000000 Penalty: 5425.805664 Iteration 24Q: 3 clusters Score -6969583 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55947 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -6969587.500000 Penalty: 5425.805664 Iteration 25Q: 3 clusters Score -6969588 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55954 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -6969607.000000 Penalty: 5425.805664 Iteration 26Q: 3 clusters Score -6969607 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55960 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -6969605.500000 Penalty: 5425.805664 Iteration 27Q: 3 clusters Score -6969606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55963 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -6969609.500000 Penalty: 5425.805664 Iteration 28Q: 3 clusters Score -6969610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55967 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -6969620.500000 Penalty: 5425.805664 Iteration 29Q: 3 clusters Score -6969620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55971 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -6969615.500000 Penalty: 5425.805664 Iteration 30Q: 3 clusters Score -6969616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55975 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -6969621.500000 Penalty: 5425.805664 Iteration 31Q: 3 clusters Score -6969622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55975 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -6969621.500000 Penalty: 5425.805664 Iteration 32F: 3 clusters Score -6969622 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24690 members Entering Unmasked Estep Score: -2991324.750000 Penalty: 2508.310059 Iteration 0F: 2 clusters Score -2991325 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -2974272.250000 Penalty: 5016.620117 Iteration 0F: 3 clusters Score -2974272 nChanged 10949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12213 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -2980333.000000 Penalty: 5016.620117 Iteration 1F: 3 clusters Score -2980333 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 12440 members Entering Unmasked Estep Score: -2981150.750000 Penalty: 5016.620117 Iteration 2F: 3 clusters Score -2981151 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -2982082.250000 Penalty: 5016.620117 Iteration 3F: 3 clusters Score -2982082 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -2983035.000000 Penalty: 5016.620117 Iteration 4F: 3 clusters Score -2983035 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -2984016.500000 Penalty: 5016.620117 Iteration 5F: 3 clusters Score -2984016 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14073 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -2984934.750000 Penalty: 5016.620117 Iteration 6F: 3 clusters Score -2984935 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15011 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -2985817.000000 Penalty: 5016.620117 Iteration 7F: 3 clusters Score -2985817 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16043 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -2986637.500000 Penalty: 5016.620117 Iteration 8F: 3 clusters Score -2986638 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17160 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -2987439.250000 Penalty: 5016.620117 Iteration 9F: 3 clusters Score -2987439 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18267 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -2988241.500000 Penalty: 5016.620117 Iteration 10Q: 3 clusters Score -2988242 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -2988994.500000 Penalty: 5016.620117 Iteration 11Q: 3 clusters Score -2988994 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20232 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -2989653.250000 Penalty: 5016.620117 Iteration 12Q: 3 clusters Score -2989653 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20928 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -2990137.000000 Penalty: 5016.620117 Iteration 13Q: 3 clusters Score -2990137 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21471 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -2990447.500000 Penalty: 5016.620117 Iteration 14Q: 3 clusters Score -2990448 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21842 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -2990639.250000 Penalty: 5016.620117 Iteration 15Q: 3 clusters Score -2990639 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22120 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -2990756.000000 Penalty: 5016.620117 Iteration 16Q: 3 clusters Score -2990756 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22343 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -2990852.000000 Penalty: 5016.620117 Iteration 17Q: 3 clusters Score -2990852 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22511 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -2990907.250000 Penalty: 5016.620117 Iteration 18Q: 3 clusters Score -2990907 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22638 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -2990959.000000 Penalty: 5016.620117 Iteration 19Q: 3 clusters Score -2990959 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22748 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -2990993.000000 Penalty: 5016.620117 Iteration 20F: 3 clusters Score -2990993 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22830 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -2991021.250000 Penalty: 5016.620117 Iteration 21Q: 3 clusters Score -2991021 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22907 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -2991044.750000 Penalty: 5016.620117 Iteration 22Q: 3 clusters Score -2991045 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22948 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -2991055.500000 Penalty: 5016.620117 Iteration 23Q: 3 clusters Score -2991056 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -2991060.750000 Penalty: 5016.620117 Iteration 24Q: 3 clusters Score -2991061 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23008 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -2991058.750000 Penalty: 5016.620117 Iteration 25Q: 3 clusters Score -2991059 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23027 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -2991065.000000 Penalty: 5016.620117 Iteration 26Q: 3 clusters Score -2991065 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23045 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -2991071.750000 Penalty: 5016.620117 Iteration 27Q: 3 clusters Score -2991072 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23065 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -2991070.500000 Penalty: 5016.620117 Iteration 28Q: 3 clusters Score -2991070 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23078 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -2991080.250000 Penalty: 5016.620117 Iteration 29Q: 3 clusters Score -2991080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23085 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -2991080.500000 Penalty: 5016.620117 Iteration 30Q: 3 clusters Score -2991080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23094 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -2991084.000000 Penalty: 5016.620117 Iteration 31Q: 3 clusters Score -2991084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23098 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -2991085.750000 Penalty: 5016.620117 Iteration 32Q: 3 clusters Score -2991086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23104 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -2991088.000000 Penalty: 5016.620117 Iteration 33Q: 3 clusters Score -2991088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23107 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -2991088.250000 Penalty: 5016.620117 Iteration 34Q: 3 clusters Score -2991088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23107 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -2991091.500000 Penalty: 5016.620117 Iteration 35Q: 3 clusters Score -2991092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23108 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -2991090.500000 Penalty: 5016.620117 Iteration 36Q: 3 clusters Score -2991090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23110 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2991091.500000 Penalty: 5016.620117 Iteration 37Q: 3 clusters Score -2991092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -2991089.500000 Penalty: 5016.620117 Iteration 38Q: 3 clusters Score -2991090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -2991089.500000 Penalty: 5016.620117 Iteration 39F: 3 clusters Score -2991090 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -98369.328125 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98369.33 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -98895.742188 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98895.74 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99111.210938 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99111.21 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -99250.000000 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99250 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -99397.742188 Penalty: 3415.212646 Iteration 4Q: 3 clusters Score -99397.74 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -99572.484375 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -99572.48 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -99775.179688 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -99775.18 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -99905.578125 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -99905.58 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -100048.492188 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -100048.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -100223.578125 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -100223.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -100313.906250 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100313.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -100421.312500 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100421.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -100566.890625 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100566.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -100680.265625 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -100680.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -100752.656250 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -100752.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -100790.851562 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -100790.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -100809.031250 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -100809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -100831.093750 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -100831.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -100848.515625 Penalty: 3415.212646 Iteration 18Q: 3 clusters Score -100848.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -100895.625000 Penalty: 3415.212646 Iteration 19F: 3 clusters Score -100895.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -100988.500000 Penalty: 3415.212646 Iteration 20F: 3 clusters Score -100988.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -101012.804688 Penalty: 3415.212646 Iteration 21Q: 3 clusters Score -101012.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -101042.125000 Penalty: 3415.212646 Iteration 22Q: 3 clusters Score -101042.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -101103.039062 Penalty: 3415.212646 Iteration 23Q: 3 clusters Score -101103 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -101209.875000 Penalty: 3415.212646 Iteration 24Q: 3 clusters Score -101209.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -101315.007812 Penalty: 3415.212646 Iteration 25Q: 3 clusters Score -101315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -101402.609375 Penalty: 3415.212646 Iteration 26Q: 3 clusters Score -101402.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -101478.570312 Penalty: 3415.212646 Iteration 27Q: 3 clusters Score -101478.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -101507.054688 Penalty: 3415.212646 Iteration 28Q: 3 clusters Score -101507.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -101528.648438 Penalty: 3415.212646 Iteration 29Q: 3 clusters Score -101528.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -101544.585938 Penalty: 3415.212646 Iteration 30Q: 3 clusters Score -101544.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -101544.585938 Penalty: 3415.212646 Iteration 31F: 3 clusters Score -101544.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 433 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7758 members Mstep: Class 8 contains 7381 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152105 members Mstep: Class 16 contains 7478 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29534 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 545 members Entering Unmasked Estep Score: -52028748.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52028916.000000 to -52028748.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Entering Unmasked Estep Score: -1576835.375000 Penalty: 2357.559570 Iteration 0F: 2 clusters Score -1576835 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1567018.875000 Penalty: 4715.119141 Iteration 0F: 3 clusters Score -1567019 nChanged 5728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -1570308.375000 Penalty: 4715.119141 Iteration 1F: 3 clusters Score -1570308 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1570762.750000 Penalty: 4715.119141 Iteration 2F: 3 clusters Score -1570763 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -1571141.250000 Penalty: 4715.119141 Iteration 3F: 3 clusters Score -1571141 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -1571462.750000 Penalty: 4715.119141 Iteration 4Q: 3 clusters Score -1571463 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -1571728.000000 Penalty: 4715.119141 Iteration 5Q: 3 clusters Score -1571728 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -1571976.000000 Penalty: 4715.119141 Iteration 6Q: 3 clusters Score -1571976 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -1572203.000000 Penalty: 4715.119141 Iteration 7Q: 3 clusters Score -1572203 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -1572483.375000 Penalty: 4715.119141 Iteration 8Q: 3 clusters Score -1572483 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -1572842.000000 Penalty: 4715.119141 Iteration 9Q: 3 clusters Score -1572842 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -1573216.375000 Penalty: 4715.119141 Iteration 10Q: 3 clusters Score -1573216 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -1573587.625000 Penalty: 4715.119141 Iteration 11Q: 3 clusters Score -1573588 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -1573970.125000 Penalty: 4715.119141 Iteration 12Q: 3 clusters Score -1573970 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -1574279.500000 Penalty: 4715.119141 Iteration 13Q: 3 clusters Score -1574280 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -1574490.125000 Penalty: 4715.119141 Iteration 14Q: 3 clusters Score -1574490 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -1574630.375000 Penalty: 4715.119141 Iteration 15Q: 3 clusters Score -1574630 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -1574728.500000 Penalty: 4715.119141 Iteration 16Q: 3 clusters Score -1574728 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -1574807.125000 Penalty: 4715.119141 Iteration 17Q: 3 clusters Score -1574807 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -1574871.750000 Penalty: 4715.119141 Iteration 18Q: 3 clusters Score -1574872 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1574920.375000 Penalty: 4715.119141 Iteration 19Q: 3 clusters Score -1574920 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -1574964.875000 Penalty: 4715.119141 Iteration 20F: 3 clusters Score -1574965 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -1575008.875000 Penalty: 4715.119141 Iteration 21Q: 3 clusters Score -1575009 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -1575050.000000 Penalty: 4715.119141 Iteration 22Q: 3 clusters Score -1575050 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -1575096.875000 Penalty: 4715.119141 Iteration 23Q: 3 clusters Score -1575097 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -1575134.750000 Penalty: 4715.119141 Iteration 24Q: 3 clusters Score -1575135 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -1575177.000000 Penalty: 4715.119141 Iteration 25Q: 3 clusters Score -1575177 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1575210.000000 Penalty: 4715.119141 Iteration 26Q: 3 clusters Score -1575210 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -1575249.375000 Penalty: 4715.119141 Iteration 27Q: 3 clusters Score -1575249 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1575301.125000 Penalty: 4715.119141 Iteration 28Q: 3 clusters Score -1575301 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -1575356.000000 Penalty: 4715.119141 Iteration 29Q: 3 clusters Score -1575356 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -1575401.875000 Penalty: 4715.119141 Iteration 30Q: 3 clusters Score -1575402 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -1575458.250000 Penalty: 4715.119141 Iteration 31Q: 3 clusters Score -1575458 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -1575500.000000 Penalty: 4715.119141 Iteration 32Q: 3 clusters Score -1575500 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -1575535.500000 Penalty: 4715.119141 Iteration 33Q: 3 clusters Score -1575536 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -1575566.750000 Penalty: 4715.119141 Iteration 34Q: 3 clusters Score -1575567 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -1575608.000000 Penalty: 4715.119141 Iteration 35Q: 3 clusters Score -1575608 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -1575634.500000 Penalty: 4715.119141 Iteration 36Q: 3 clusters Score -1575634 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -1575656.625000 Penalty: 4715.119141 Iteration 37Q: 3 clusters Score -1575657 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1575674.875000 Penalty: 4715.119141 Iteration 38Q: 3 clusters Score -1575675 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -1575698.500000 Penalty: 4715.119141 Iteration 39Q: 3 clusters Score -1575698 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -1575719.500000 Penalty: 4715.119141 Iteration 40F: 3 clusters Score -1575720 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -1575732.375000 Penalty: 4715.119141 Iteration 41Q: 3 clusters Score -1575732 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -1575747.625000 Penalty: 4715.119141 Iteration 42Q: 3 clusters Score -1575748 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -1575751.250000 Penalty: 4715.119141 Iteration 43Q: 3 clusters Score -1575751 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1575753.625000 Penalty: 4715.119141 Iteration 44Q: 3 clusters Score -1575754 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -1575762.875000 Penalty: 4715.119141 Iteration 45Q: 3 clusters Score -1575763 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -1575767.875000 Penalty: 4715.119141 Iteration 46Q: 3 clusters Score -1575768 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -1575772.500000 Penalty: 4715.119141 Iteration 47Q: 3 clusters Score -1575772 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -1575776.875000 Penalty: 4715.119141 Iteration 48Q: 3 clusters Score -1575777 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1575778.250000 Penalty: 4715.119141 Iteration 49Q: 3 clusters Score -1575778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1575779.250000 Penalty: 4715.119141 Iteration 50Q: 3 clusters Score -1575779 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -1575780.750000 Penalty: 4715.119141 Iteration 51Q: 3 clusters Score -1575781 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -1575784.625000 Penalty: 4715.119141 Iteration 52Q: 3 clusters Score -1575785 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -1575785.500000 Penalty: 4715.119141 Iteration 53Q: 3 clusters Score -1575786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -1575785.250000 Penalty: 4715.119141 Iteration 54Q: 3 clusters Score -1575785 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1575785.375000 Penalty: 4715.119141 Iteration 55Q: 3 clusters Score -1575785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1575788.500000 Penalty: 4715.119141 Iteration 56Q: 3 clusters Score -1575788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 11455 members Entering Unmasked Estep Score: -1575790.000000 Penalty: 4715.119141 Iteration 57Q: 3 clusters Score -1575790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -1575790.375000 Penalty: 4715.119141 Iteration 58Q: 3 clusters Score -1575790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -1575792.375000 Penalty: 4715.119141 Iteration 59Q: 3 clusters Score -1575792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -1575792.375000 Penalty: 4715.119141 Iteration 60F: 3 clusters Score -1575792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1575791.000000 Penalty: 4715.119141 Iteration 61Q: 3 clusters Score -1575791 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1575791.000000 Penalty: 4715.119141 Iteration 62F: 3 clusters Score -1575791 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Entering Unmasked Estep Score: -148305.640625 Penalty: 1779.711182 Iteration 0F: 2 clusters Score -148305.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -146184.562500 Penalty: 3559.422363 Iteration 0F: 3 clusters Score -146184.6 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -146625.203125 Penalty: 3559.422363 Iteration 1F: 3 clusters Score -146625.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -146897.437500 Penalty: 3559.422363 Iteration 2F: 3 clusters Score -146897.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -147091.156250 Penalty: 3559.422363 Iteration 3F: 3 clusters Score -147091.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -147191.734375 Penalty: 3559.422363 Iteration 4F: 3 clusters Score -147191.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -147248.218750 Penalty: 3559.422363 Iteration 5Q: 3 clusters Score -147248.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -147278.468750 Penalty: 3559.422363 Iteration 6Q: 3 clusters Score -147278.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -147293.296875 Penalty: 3559.422363 Iteration 7Q: 3 clusters Score -147293.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -147307.687500 Penalty: 3559.422363 Iteration 8Q: 3 clusters Score -147307.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -147318.015625 Penalty: 3559.422363 Iteration 9Q: 3 clusters Score -147318 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -147324.093750 Penalty: 3559.422363 Iteration 10Q: 3 clusters Score -147324.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -147327.890625 Penalty: 3559.422363 Iteration 11Q: 3 clusters Score -147327.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -147331.234375 Penalty: 3559.422363 Iteration 12Q: 3 clusters Score -147331.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -147333.640625 Penalty: 3559.422363 Iteration 13Q: 3 clusters Score -147333.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -147336.781250 Penalty: 3559.422363 Iteration 14Q: 3 clusters Score -147336.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -147339.828125 Penalty: 3559.422363 Iteration 15Q: 3 clusters Score -147339.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -147342.703125 Penalty: 3559.422363 Iteration 16Q: 3 clusters Score -147342.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -147356.953125 Penalty: 3559.422363 Iteration 17Q: 3 clusters Score -147357 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -147372.734375 Penalty: 3559.422363 Iteration 18Q: 3 clusters Score -147372.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -147378.156250 Penalty: 3559.422363 Iteration 19Q: 3 clusters Score -147378.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -147388.593750 Penalty: 3559.422363 Iteration 20F: 3 clusters Score -147388.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -147398.078125 Penalty: 3559.422363 Iteration 21Q: 3 clusters Score -147398.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -147410.046875 Penalty: 3559.422363 Iteration 22Q: 3 clusters Score -147410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -147419.937500 Penalty: 3559.422363 Iteration 23Q: 3 clusters Score -147419.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -147422.328125 Penalty: 3559.422363 Iteration 24Q: 3 clusters Score -147422.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -147426.859375 Penalty: 3559.422363 Iteration 25Q: 3 clusters Score -147426.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -147427.437500 Penalty: 3559.422363 Iteration 26Q: 3 clusters Score -147427.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -147427.437500 Penalty: 3559.422363 Iteration 27F: 3 clusters Score -147427.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42229 members Entering Unmasked Estep Score: -5229335.500000 Penalty: 2641.414062 Iteration 0F: 2 clusters Score -5229336 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21118 members Mstep: Class 2 contains 21111 members Entering Unmasked Estep Score: -5200634.500000 Penalty: 5282.828125 Iteration 0F: 3 clusters Score -5200634 nChanged 19459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21015 members Mstep: Class 2 contains 21214 members Entering Unmasked Estep Score: -5211454.500000 Penalty: 5282.828125 Iteration 1F: 3 clusters Score -5211454 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20844 members Mstep: Class 2 contains 21385 members Entering Unmasked Estep Score: -5212025.000000 Penalty: 5282.828125 Iteration 2Q: 3 clusters Score -5212025 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20642 members Mstep: Class 2 contains 21587 members Entering Unmasked Estep Score: -5212654.000000 Penalty: 5282.828125 Iteration 3Q: 3 clusters Score -5212654 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20415 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -5213384.000000 Penalty: 5282.828125 Iteration 4Q: 3 clusters Score -5213384 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20079 members Mstep: Class 2 contains 22150 members Entering Unmasked Estep Score: -5214330.500000 Penalty: 5282.828125 Iteration 5Q: 3 clusters Score -5214330 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19688 members Mstep: Class 2 contains 22541 members Entering Unmasked Estep Score: -5215323.000000 Penalty: 5282.828125 Iteration 6Q: 3 clusters Score -5215323 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19277 members Mstep: Class 2 contains 22952 members Entering Unmasked Estep Score: -5216311.000000 Penalty: 5282.828125 Iteration 7Q: 3 clusters Score -5216311 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18794 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -5217213.000000 Penalty: 5282.828125 Iteration 8Q: 3 clusters Score -5217213 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18211 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -5218030.000000 Penalty: 5282.828125 Iteration 9Q: 3 clusters Score -5218030 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 24683 members Entering Unmasked Estep Score: -5218782.000000 Penalty: 5282.828125 Iteration 10Q: 3 clusters Score -5218782 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16883 members Mstep: Class 2 contains 25346 members Entering Unmasked Estep Score: -5219423.000000 Penalty: 5282.828125 Iteration 11Q: 3 clusters Score -5219423 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 26028 members Entering Unmasked Estep Score: -5220047.000000 Penalty: 5282.828125 Iteration 12Q: 3 clusters Score -5220047 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 26709 members Entering Unmasked Estep Score: -5220605.000000 Penalty: 5282.828125 Iteration 13Q: 3 clusters Score -5220605 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14822 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -5221222.000000 Penalty: 5282.828125 Iteration 14Q: 3 clusters Score -5221222 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14095 members Mstep: Class 2 contains 28134 members Entering Unmasked Estep Score: -5221791.500000 Penalty: 5282.828125 Iteration 15Q: 3 clusters Score -5221792 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13331 members Mstep: Class 2 contains 28898 members Entering Unmasked Estep Score: -5222225.500000 Penalty: 5282.828125 Iteration 16Q: 3 clusters Score -5222226 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 29667 members Entering Unmasked Estep Score: -5222614.000000 Penalty: 5282.828125 Iteration 17Q: 3 clusters Score -5222614 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 30412 members Entering Unmasked Estep Score: -5222939.000000 Penalty: 5282.828125 Iteration 18Q: 3 clusters Score -5222939 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 31142 members Entering Unmasked Estep Score: -5223176.500000 Penalty: 5282.828125 Iteration 19Q: 3 clusters Score -5223176 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 31865 members Entering Unmasked Estep Score: -5223496.500000 Penalty: 5282.828125 Iteration 20F: 3 clusters Score -5223496 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9642 members Mstep: Class 2 contains 32587 members Entering Unmasked Estep Score: -5223749.000000 Penalty: 5282.828125 Iteration 21Q: 3 clusters Score -5223749 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 33295 members Entering Unmasked Estep Score: -5224010.500000 Penalty: 5282.828125 Iteration 22Q: 3 clusters Score -5224010 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 34043 members Entering Unmasked Estep Score: -5224329.000000 Penalty: 5282.828125 Iteration 23Q: 3 clusters Score -5224329 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 34779 members Entering Unmasked Estep Score: -5224635.500000 Penalty: 5282.828125 Iteration 24Q: 3 clusters Score -5224636 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 35489 members Entering Unmasked Estep Score: -5224944.000000 Penalty: 5282.828125 Iteration 25Q: 3 clusters Score -5224944 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 36167 members Entering Unmasked Estep Score: -5225234.000000 Penalty: 5282.828125 Iteration 26Q: 3 clusters Score -5225234 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 36722 members Entering Unmasked Estep Score: -5225450.000000 Penalty: 5282.828125 Iteration 27Q: 3 clusters Score -5225450 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 37219 members Entering Unmasked Estep Score: -5225664.000000 Penalty: 5282.828125 Iteration 28Q: 3 clusters Score -5225664 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 37681 members Entering Unmasked Estep Score: -5225861.000000 Penalty: 5282.828125 Iteration 29Q: 3 clusters Score -5225861 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 38096 members Entering Unmasked Estep Score: -5226025.000000 Penalty: 5282.828125 Iteration 30Q: 3 clusters Score -5226025 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 38456 members Entering Unmasked Estep Score: -5226203.000000 Penalty: 5282.828125 Iteration 31Q: 3 clusters Score -5226203 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 38775 members Entering Unmasked Estep Score: -5226342.500000 Penalty: 5282.828125 Iteration 32Q: 3 clusters Score -5226342 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 39078 members Entering Unmasked Estep Score: -5226479.000000 Penalty: 5282.828125 Iteration 33Q: 3 clusters Score -5226479 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 39332 members Entering Unmasked Estep Score: -5226587.000000 Penalty: 5282.828125 Iteration 34Q: 3 clusters Score -5226587 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 39559 members Entering Unmasked Estep Score: -5226729.000000 Penalty: 5282.828125 Iteration 35Q: 3 clusters Score -5226729 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 39776 members Entering Unmasked Estep Score: -5226854.000000 Penalty: 5282.828125 Iteration 36Q: 3 clusters Score -5226854 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 39961 members Entering Unmasked Estep Score: -5226953.500000 Penalty: 5282.828125 Iteration 37Q: 3 clusters Score -5226954 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 40103 members Entering Unmasked Estep Score: -5227023.000000 Penalty: 5282.828125 Iteration 38Q: 3 clusters Score -5227023 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 40244 members Entering Unmasked Estep Score: -5227092.500000 Penalty: 5282.828125 Iteration 39Q: 3 clusters Score -5227092 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 40364 members Entering Unmasked Estep Score: -5227148.500000 Penalty: 5282.828125 Iteration 40F: 3 clusters Score -5227148 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 40453 members Entering Unmasked Estep Score: -5227204.500000 Penalty: 5282.828125 Iteration 41Q: 3 clusters Score -5227204 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 40534 members Entering Unmasked Estep Score: -5227246.500000 Penalty: 5282.828125 Iteration 42Q: 3 clusters Score -5227246 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 40604 members Entering Unmasked Estep Score: -5227284.500000 Penalty: 5282.828125 Iteration 43Q: 3 clusters Score -5227284 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 40660 members Entering Unmasked Estep Score: -5227307.000000 Penalty: 5282.828125 Iteration 44Q: 3 clusters Score -5227307 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 40710 members Entering Unmasked Estep Score: -5227321.500000 Penalty: 5282.828125 Iteration 45Q: 3 clusters Score -5227322 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 40755 members Entering Unmasked Estep Score: -5227350.500000 Penalty: 5282.828125 Iteration 46Q: 3 clusters Score -5227350 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 40782 members Entering Unmasked Estep Score: -5227362.500000 Penalty: 5282.828125 Iteration 47Q: 3 clusters Score -5227362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 40809 members Entering Unmasked Estep Score: -5227376.000000 Penalty: 5282.828125 Iteration 48Q: 3 clusters Score -5227376 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 40831 members Entering Unmasked Estep Score: -5227380.500000 Penalty: 5282.828125 Iteration 49Q: 3 clusters Score -5227380 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 40847 members Entering Unmasked Estep Score: -5227389.000000 Penalty: 5282.828125 Iteration 50Q: 3 clusters Score -5227389 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 40866 members Entering Unmasked Estep Score: -5227392.500000 Penalty: 5282.828125 Iteration 51Q: 3 clusters Score -5227392 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 40886 members Entering Unmasked Estep Score: -5227402.500000 Penalty: 5282.828125 Iteration 52Q: 3 clusters Score -5227402 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 40904 members Entering Unmasked Estep Score: -5227410.500000 Penalty: 5282.828125 Iteration 53Q: 3 clusters Score -5227410 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 40913 members Entering Unmasked Estep Score: -5227406.000000 Penalty: 5282.828125 Iteration 54Q: 3 clusters Score -5227406 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 40924 members Entering Unmasked Estep Score: -5227408.500000 Penalty: 5282.828125 Iteration 55Q: 3 clusters Score -5227408 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 40933 members Entering Unmasked Estep Score: -5227413.000000 Penalty: 5282.828125 Iteration 56Q: 3 clusters Score -5227413 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 40939 members Entering Unmasked Estep Score: -5227412.000000 Penalty: 5282.828125 Iteration 57Q: 3 clusters Score -5227412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 40944 members Entering Unmasked Estep Score: -5227418.000000 Penalty: 5282.828125 Iteration 58Q: 3 clusters Score -5227418 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 40954 members Entering Unmasked Estep Score: -5227413.000000 Penalty: 5282.828125 Iteration 59Q: 3 clusters Score -5227413 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 40958 members Entering Unmasked Estep Score: -5227411.000000 Penalty: 5282.828125 Iteration 60F: 3 clusters Score -5227411 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 40963 members Entering Unmasked Estep Score: -5227415.000000 Penalty: 5282.828125 Iteration 61Q: 3 clusters Score -5227415 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 40969 members Entering Unmasked Estep Score: -5227416.000000 Penalty: 5282.828125 Iteration 62Q: 3 clusters Score -5227416 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 40972 members Entering Unmasked Estep Score: -5227419.000000 Penalty: 5282.828125 Iteration 63Q: 3 clusters Score -5227419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 40973 members Entering Unmasked Estep Score: -5227420.000000 Penalty: 5282.828125 Iteration 64Q: 3 clusters Score -5227420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 40975 members Entering Unmasked Estep Score: -5227422.500000 Penalty: 5282.828125 Iteration 65Q: 3 clusters Score -5227422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 40979 members Entering Unmasked Estep Score: -5227419.000000 Penalty: 5282.828125 Iteration 66Q: 3 clusters Score -5227419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 40984 members Entering Unmasked Estep Score: -5227424.500000 Penalty: 5282.828125 Iteration 67Q: 3 clusters Score -5227424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 40985 members Entering Unmasked Estep Score: -5227423.500000 Penalty: 5282.828125 Iteration 68Q: 3 clusters Score -5227424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 40985 members Entering Unmasked Estep Score: -5227423.500000 Penalty: 5282.828125 Iteration 69F: 3 clusters Score -5227424 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Entering Unmasked Estep Score: -906194.562500 Penalty: 2221.207031 Iteration 0F: 2 clusters Score -906194.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -899971.125000 Penalty: 4442.414062 Iteration 0F: 3 clusters Score -899971.1 nChanged 3091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -901643.687500 Penalty: 4442.414062 Iteration 1F: 3 clusters Score -901643.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -902036.687500 Penalty: 4442.414062 Iteration 2F: 3 clusters Score -902036.7 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -902382.250000 Penalty: 4442.414062 Iteration 3F: 3 clusters Score -902382.2 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -902701.125000 Penalty: 4442.414062 Iteration 4F: 3 clusters Score -902701.1 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -903005.312500 Penalty: 4442.414062 Iteration 5F: 3 clusters Score -903005.3 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -903304.437500 Penalty: 4442.414062 Iteration 6F: 3 clusters Score -903304.4 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -903573.312500 Penalty: 4442.414062 Iteration 7F: 3 clusters Score -903573.3 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -903785.750000 Penalty: 4442.414062 Iteration 8Q: 3 clusters Score -903785.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -903935.375000 Penalty: 4442.414062 Iteration 9Q: 3 clusters Score -903935.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -904056.562500 Penalty: 4442.414062 Iteration 10Q: 3 clusters Score -904056.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -904140.125000 Penalty: 4442.414062 Iteration 11Q: 3 clusters Score -904140.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -904211.687500 Penalty: 4442.414062 Iteration 12Q: 3 clusters Score -904211.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -904264.812500 Penalty: 4442.414062 Iteration 13Q: 3 clusters Score -904264.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -904318.625000 Penalty: 4442.414062 Iteration 14Q: 3 clusters Score -904318.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -904379.875000 Penalty: 4442.414062 Iteration 15Q: 3 clusters Score -904379.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -904434.812500 Penalty: 4442.414062 Iteration 16Q: 3 clusters Score -904434.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -904475.812500 Penalty: 4442.414062 Iteration 17Q: 3 clusters Score -904475.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -904514.750000 Penalty: 4442.414062 Iteration 18Q: 3 clusters Score -904514.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -904554.125000 Penalty: 4442.414062 Iteration 19Q: 3 clusters Score -904554.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -904589.312500 Penalty: 4442.414062 Iteration 20F: 3 clusters Score -904589.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -904618.687500 Penalty: 4442.414062 Iteration 21Q: 3 clusters Score -904618.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -904634.000000 Penalty: 4442.414062 Iteration 22Q: 3 clusters Score -904634 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -904650.750000 Penalty: 4442.414062 Iteration 23Q: 3 clusters Score -904650.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -904661.875000 Penalty: 4442.414062 Iteration 24Q: 3 clusters Score -904661.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -904674.250000 Penalty: 4442.414062 Iteration 25Q: 3 clusters Score -904674.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -904684.250000 Penalty: 4442.414062 Iteration 26Q: 3 clusters Score -904684.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -904693.625000 Penalty: 4442.414062 Iteration 27Q: 3 clusters Score -904693.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -904708.500000 Penalty: 4442.414062 Iteration 28Q: 3 clusters Score -904708.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -904720.562500 Penalty: 4442.414062 Iteration 29Q: 3 clusters Score -904720.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -904729.687500 Penalty: 4442.414062 Iteration 30Q: 3 clusters Score -904729.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -904735.750000 Penalty: 4442.414062 Iteration 31Q: 3 clusters Score -904735.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -904739.562500 Penalty: 4442.414062 Iteration 32Q: 3 clusters Score -904739.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -904743.125000 Penalty: 4442.414062 Iteration 33Q: 3 clusters Score -904743.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -904742.875000 Penalty: 4442.414062 Iteration 34Q: 3 clusters Score -904742.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -904742.437500 Penalty: 4442.414062 Iteration 35Q: 3 clusters Score -904742.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -904743.062500 Penalty: 4442.414062 Iteration 36Q: 3 clusters Score -904743.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -904743.750000 Penalty: 4442.414062 Iteration 37Q: 3 clusters Score -904743.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -904744.562500 Penalty: 4442.414062 Iteration 38Q: 3 clusters Score -904744.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -904744.562500 Penalty: 4442.414062 Iteration 39F: 3 clusters Score -904744.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Entering Unmasked Estep Score: -836194.687500 Penalty: 2208.852783 Iteration 0F: 2 clusters Score -836194.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -830071.937500 Penalty: 4417.705566 Iteration 0F: 3 clusters Score -830071.9 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -831763.625000 Penalty: 4417.705566 Iteration 1F: 3 clusters Score -831763.6 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -832095.125000 Penalty: 4417.705566 Iteration 2F: 3 clusters Score -832095.1 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -832328.000000 Penalty: 4417.705566 Iteration 3F: 3 clusters Score -832328 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -832535.000000 Penalty: 4417.705566 Iteration 4Q: 3 clusters Score -832535 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -832739.187500 Penalty: 4417.705566 Iteration 5Q: 3 clusters Score -832739.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -832888.812500 Penalty: 4417.705566 Iteration 6Q: 3 clusters Score -832888.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -833020.312500 Penalty: 4417.705566 Iteration 7Q: 3 clusters Score -833020.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -833124.125000 Penalty: 4417.705566 Iteration 8Q: 3 clusters Score -833124.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -833212.875000 Penalty: 4417.705566 Iteration 9Q: 3 clusters Score -833212.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -833299.125000 Penalty: 4417.705566 Iteration 10Q: 3 clusters Score -833299.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -833375.625000 Penalty: 4417.705566 Iteration 11Q: 3 clusters Score -833375.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -833445.437500 Penalty: 4417.705566 Iteration 12Q: 3 clusters Score -833445.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -833512.375000 Penalty: 4417.705566 Iteration 13Q: 3 clusters Score -833512.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -833575.687500 Penalty: 4417.705566 Iteration 14Q: 3 clusters Score -833575.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -833642.937500 Penalty: 4417.705566 Iteration 15Q: 3 clusters Score -833642.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -833703.937500 Penalty: 4417.705566 Iteration 16Q: 3 clusters Score -833703.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -833752.000000 Penalty: 4417.705566 Iteration 17Q: 3 clusters Score -833752 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -833793.687500 Penalty: 4417.705566 Iteration 18Q: 3 clusters Score -833793.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -833830.562500 Penalty: 4417.705566 Iteration 19Q: 3 clusters Score -833830.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -833865.125000 Penalty: 4417.705566 Iteration 20F: 3 clusters Score -833865.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -833899.375000 Penalty: 4417.705566 Iteration 21Q: 3 clusters Score -833899.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -833928.000000 Penalty: 4417.705566 Iteration 22Q: 3 clusters Score -833928 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -833946.437500 Penalty: 4417.705566 Iteration 23Q: 3 clusters Score -833946.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -833966.437500 Penalty: 4417.705566 Iteration 24Q: 3 clusters Score -833966.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -833983.687500 Penalty: 4417.705566 Iteration 25Q: 3 clusters Score -833983.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -834003.625000 Penalty: 4417.705566 Iteration 26Q: 3 clusters Score -834003.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -834026.687500 Penalty: 4417.705566 Iteration 27Q: 3 clusters Score -834026.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -834049.375000 Penalty: 4417.705566 Iteration 28Q: 3 clusters Score -834049.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -834075.062500 Penalty: 4417.705566 Iteration 29Q: 3 clusters Score -834075.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -834095.750000 Penalty: 4417.705566 Iteration 30Q: 3 clusters Score -834095.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -834116.750000 Penalty: 4417.705566 Iteration 31Q: 3 clusters Score -834116.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -834137.500000 Penalty: 4417.705566 Iteration 32Q: 3 clusters Score -834137.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -834155.375000 Penalty: 4417.705566 Iteration 33Q: 3 clusters Score -834155.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -834170.187500 Penalty: 4417.705566 Iteration 34Q: 3 clusters Score -834170.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -834184.187500 Penalty: 4417.705566 Iteration 35Q: 3 clusters Score -834184.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -834196.437500 Penalty: 4417.705566 Iteration 36Q: 3 clusters Score -834196.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -834215.062500 Penalty: 4417.705566 Iteration 37Q: 3 clusters Score -834215.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -834227.687500 Penalty: 4417.705566 Iteration 38Q: 3 clusters Score -834227.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -834241.000000 Penalty: 4417.705566 Iteration 39Q: 3 clusters Score -834241 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -834252.937500 Penalty: 4417.705566 Iteration 40F: 3 clusters Score -834252.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -834269.187500 Penalty: 4417.705566 Iteration 41Q: 3 clusters Score -834269.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -834285.812500 Penalty: 4417.705566 Iteration 42Q: 3 clusters Score -834285.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -834300.437500 Penalty: 4417.705566 Iteration 43Q: 3 clusters Score -834300.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -834312.437500 Penalty: 4417.705566 Iteration 44Q: 3 clusters Score -834312.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -834320.875000 Penalty: 4417.705566 Iteration 45Q: 3 clusters Score -834320.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -834326.000000 Penalty: 4417.705566 Iteration 46Q: 3 clusters Score -834326 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -834334.125000 Penalty: 4417.705566 Iteration 47Q: 3 clusters Score -834334.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -834338.500000 Penalty: 4417.705566 Iteration 48Q: 3 clusters Score -834338.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -834343.750000 Penalty: 4417.705566 Iteration 49Q: 3 clusters Score -834343.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -834348.875000 Penalty: 4417.705566 Iteration 50Q: 3 clusters Score -834348.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -834351.375000 Penalty: 4417.705566 Iteration 51Q: 3 clusters Score -834351.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -834353.250000 Penalty: 4417.705566 Iteration 52Q: 3 clusters Score -834353.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -834356.687500 Penalty: 4417.705566 Iteration 53Q: 3 clusters Score -834356.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -834359.500000 Penalty: 4417.705566 Iteration 54Q: 3 clusters Score -834359.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -834360.250000 Penalty: 4417.705566 Iteration 55Q: 3 clusters Score -834360.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -834361.000000 Penalty: 4417.705566 Iteration 56Q: 3 clusters Score -834361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -834361.000000 Penalty: 4417.705566 Iteration 57Q: 3 clusters Score -834361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -834361.250000 Penalty: 4417.705566 Iteration 58Q: 3 clusters Score -834361.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -834363.625000 Penalty: 4417.705566 Iteration 59Q: 3 clusters Score -834363.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -834364.187500 Penalty: 4417.705566 Iteration 60F: 3 clusters Score -834364.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -834365.187500 Penalty: 4417.705566 Iteration 61Q: 3 clusters Score -834365.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -834366.000000 Penalty: 4417.705566 Iteration 62Q: 3 clusters Score -834366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -834367.062500 Penalty: 4417.705566 Iteration 63Q: 3 clusters Score -834367.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -834368.437500 Penalty: 4417.705566 Iteration 64Q: 3 clusters Score -834368.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -834371.062500 Penalty: 4417.705566 Iteration 65Q: 3 clusters Score -834371.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -834370.500000 Penalty: 4417.705566 Iteration 66Q: 3 clusters Score -834370.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -834370.500000 Penalty: 4417.705566 Iteration 67F: 3 clusters Score -834370.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21805 members Entering Unmasked Estep Score: -2588434.250000 Penalty: 2477.493896 Iteration 0F: 2 clusters Score -2588434 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -2573179.250000 Penalty: 4954.987793 Iteration 0F: 3 clusters Score -2573179 nChanged 9670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -2578212.250000 Penalty: 4954.987793 Iteration 1F: 3 clusters Score -2578212 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -2578617.000000 Penalty: 4954.987793 Iteration 2F: 3 clusters Score -2578617 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -2579031.250000 Penalty: 4954.987793 Iteration 3Q: 3 clusters Score -2579031 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -2579442.000000 Penalty: 4954.987793 Iteration 4Q: 3 clusters Score -2579442 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -2579922.000000 Penalty: 4954.987793 Iteration 5Q: 3 clusters Score -2579922 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 14895 members Entering Unmasked Estep Score: -2580576.000000 Penalty: 4954.987793 Iteration 6F: 3 clusters Score -2580576 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 16153 members Entering Unmasked Estep Score: -2581446.500000 Penalty: 4954.987793 Iteration 7F: 3 clusters Score -2581446 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -2582572.500000 Penalty: 4954.987793 Iteration 8F: 3 clusters Score -2582572 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 18869 members Entering Unmasked Estep Score: -2583754.750000 Penalty: 4954.987793 Iteration 9F: 3 clusters Score -2583755 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 19997 members Entering Unmasked Estep Score: -2584813.500000 Penalty: 4954.987793 Iteration 10F: 3 clusters Score -2584814 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -2585493.500000 Penalty: 4954.987793 Iteration 11Q: 3 clusters Score -2585494 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 21097 members Entering Unmasked Estep Score: -2585840.750000 Penalty: 4954.987793 Iteration 12Q: 3 clusters Score -2585841 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 21294 members Entering Unmasked Estep Score: -2586044.500000 Penalty: 4954.987793 Iteration 13Q: 3 clusters Score -2586044 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 21384 members Entering Unmasked Estep Score: -2586164.250000 Penalty: 4954.987793 Iteration 14Q: 3 clusters Score -2586164 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -2586214.000000 Penalty: 4954.987793 Iteration 15Q: 3 clusters Score -2586214 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 21460 members Entering Unmasked Estep Score: -2586253.750000 Penalty: 4954.987793 Iteration 16Q: 3 clusters Score -2586254 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 21479 members Entering Unmasked Estep Score: -2586281.000000 Penalty: 4954.987793 Iteration 17Q: 3 clusters Score -2586281 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -2586294.750000 Penalty: 4954.987793 Iteration 18Q: 3 clusters Score -2586295 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 21500 members Entering Unmasked Estep Score: -2586304.250000 Penalty: 4954.987793 Iteration 19Q: 3 clusters Score -2586304 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 21505 members Entering Unmasked Estep Score: -2586309.750000 Penalty: 4954.987793 Iteration 20F: 3 clusters Score -2586310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 21509 members Entering Unmasked Estep Score: -2586319.250000 Penalty: 4954.987793 Iteration 21Q: 3 clusters Score -2586319 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 21516 members Entering Unmasked Estep Score: -2586322.000000 Penalty: 4954.987793 Iteration 22Q: 3 clusters Score -2586322 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 21517 members Entering Unmasked Estep Score: -2586328.750000 Penalty: 4954.987793 Iteration 23Q: 3 clusters Score -2586329 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 21518 members Entering Unmasked Estep Score: -2586336.750000 Penalty: 4954.987793 Iteration 24Q: 3 clusters Score -2586337 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 21518 members Entering Unmasked Estep Score: -2586347.000000 Penalty: 4954.987793 Iteration 25Q: 3 clusters Score -2586347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 21518 members Entering Unmasked Estep Score: -2586353.250000 Penalty: 4954.987793 Iteration 26Q: 3 clusters Score -2586353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 21522 members Entering Unmasked Estep Score: -2586366.250000 Penalty: 4954.987793 Iteration 27Q: 3 clusters Score -2586366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 21522 members Entering Unmasked Estep Score: -2586368.750000 Penalty: 4954.987793 Iteration 28Q: 3 clusters Score -2586369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 21522 members Entering Unmasked Estep Score: -2586368.750000 Penalty: 4954.987793 Iteration 29F: 3 clusters Score -2586369 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Entering Unmasked Estep Score: -162833.609375 Penalty: 1809.342285 Iteration 0F: 2 clusters Score -162833.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -160586.703125 Penalty: 3618.684570 Iteration 0F: 3 clusters Score -160586.7 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -161001.812500 Penalty: 3618.684570 Iteration 1F: 3 clusters Score -161001.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -161108.562500 Penalty: 3618.684570 Iteration 2F: 3 clusters Score -161108.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -161160.187500 Penalty: 3618.684570 Iteration 3Q: 3 clusters Score -161160.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -161196.015625 Penalty: 3618.684570 Iteration 4Q: 3 clusters Score -161196 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -161212.515625 Penalty: 3618.684570 Iteration 5Q: 3 clusters Score -161212.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -161224.140625 Penalty: 3618.684570 Iteration 6Q: 3 clusters Score -161224.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -161229.015625 Penalty: 3618.684570 Iteration 7Q: 3 clusters Score -161229 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -161233.328125 Penalty: 3618.684570 Iteration 8Q: 3 clusters Score -161233.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -161235.593750 Penalty: 3618.684570 Iteration 9Q: 3 clusters Score -161235.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -161236.781250 Penalty: 3618.684570 Iteration 10Q: 3 clusters Score -161236.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -161240.125000 Penalty: 3618.684570 Iteration 11Q: 3 clusters Score -161240.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -161246.937500 Penalty: 3618.684570 Iteration 12Q: 3 clusters Score -161246.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -161254.250000 Penalty: 3618.684570 Iteration 13Q: 3 clusters Score -161254.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -161257.906250 Penalty: 3618.684570 Iteration 14Q: 3 clusters Score -161257.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -161260.921875 Penalty: 3618.684570 Iteration 15Q: 3 clusters Score -161260.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -161262.843750 Penalty: 3618.684570 Iteration 16Q: 3 clusters Score -161262.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -161263.687500 Penalty: 3618.684570 Iteration 17Q: 3 clusters Score -161263.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -161264.562500 Penalty: 3618.684570 Iteration 18Q: 3 clusters Score -161264.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -161265.765625 Penalty: 3618.684570 Iteration 19Q: 3 clusters Score -161265.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -161265.765625 Penalty: 3618.684570 Iteration 20F: 3 clusters Score -161265.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -42977.562500 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42977.56 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -43115.792969 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43115.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43130.496094 Penalty: 2970.524658 Iteration 2Q: 3 clusters Score -43130.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -43133.035156 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43133.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43133.792969 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43133.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -43135.351562 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43135.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -43135.351562 Penalty: 2970.524658 Iteration 6F: 3 clusters Score -43135.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Entering Unmasked Estep Score: -163420.406250 Penalty: 1792.280151 Iteration 0F: 2 clusters Score -163420.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -161224.093750 Penalty: 3584.560303 Iteration 0F: 3 clusters Score -161224.1 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -161656.703125 Penalty: 3584.560303 Iteration 1F: 3 clusters Score -161656.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -161809.781250 Penalty: 3584.560303 Iteration 2F: 3 clusters Score -161809.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -161906.843750 Penalty: 3584.560303 Iteration 3Q: 3 clusters Score -161906.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -161977.390625 Penalty: 3584.560303 Iteration 4Q: 3 clusters Score -161977.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -162036.046875 Penalty: 3584.560303 Iteration 5Q: 3 clusters Score -162036 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -162107.968750 Penalty: 3584.560303 Iteration 6Q: 3 clusters Score -162108 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -162166.421875 Penalty: 3584.560303 Iteration 7Q: 3 clusters Score -162166.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -162229.109375 Penalty: 3584.560303 Iteration 8Q: 3 clusters Score -162229.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -162293.093750 Penalty: 3584.560303 Iteration 9Q: 3 clusters Score -162293.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -162386.250000 Penalty: 3584.560303 Iteration 10Q: 3 clusters Score -162386.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -162473.859375 Penalty: 3584.560303 Iteration 11Q: 3 clusters Score -162473.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -162500.187500 Penalty: 3584.560303 Iteration 12Q: 3 clusters Score -162500.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -162518.515625 Penalty: 3584.560303 Iteration 13Q: 3 clusters Score -162518.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -162532.609375 Penalty: 3584.560303 Iteration 14Q: 3 clusters Score -162532.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -162539.546875 Penalty: 3584.560303 Iteration 15Q: 3 clusters Score -162539.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -162546.312500 Penalty: 3584.560303 Iteration 16Q: 3 clusters Score -162546.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -162556.687500 Penalty: 3584.560303 Iteration 17Q: 3 clusters Score -162556.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -162562.875000 Penalty: 3584.560303 Iteration 18Q: 3 clusters Score -162562.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -162566.390625 Penalty: 3584.560303 Iteration 19Q: 3 clusters Score -162566.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -162571.562500 Penalty: 3584.560303 Iteration 20F: 3 clusters Score -162571.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -162575.750000 Penalty: 3584.560303 Iteration 21Q: 3 clusters Score -162575.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -162578.000000 Penalty: 3584.560303 Iteration 22Q: 3 clusters Score -162578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -162581.281250 Penalty: 3584.560303 Iteration 23Q: 3 clusters Score -162581.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -162585.593750 Penalty: 3584.560303 Iteration 24Q: 3 clusters Score -162585.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -162589.609375 Penalty: 3584.560303 Iteration 25Q: 3 clusters Score -162589.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -162594.687500 Penalty: 3584.560303 Iteration 26Q: 3 clusters Score -162594.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -162602.640625 Penalty: 3584.560303 Iteration 27Q: 3 clusters Score -162602.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -162612.062500 Penalty: 3584.560303 Iteration 28Q: 3 clusters Score -162612.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -162620.953125 Penalty: 3584.560303 Iteration 29Q: 3 clusters Score -162621 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -162624.968750 Penalty: 3584.560303 Iteration 30Q: 3 clusters Score -162625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -162626.437500 Penalty: 3584.560303 Iteration 31Q: 3 clusters Score -162626.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -162627.531250 Penalty: 3584.560303 Iteration 32Q: 3 clusters Score -162627.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -162627.531250 Penalty: 3584.560303 Iteration 33F: 3 clusters Score -162627.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Entering Unmasked Estep Score: -834698.500000 Penalty: 2189.793457 Iteration 0F: 2 clusters Score -834698.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -829025.250000 Penalty: 4379.586914 Iteration 0F: 3 clusters Score -829025.2 nChanged 2712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -830534.687500 Penalty: 4379.586914 Iteration 1F: 3 clusters Score -830534.7 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -830853.125000 Penalty: 4379.586914 Iteration 2F: 3 clusters Score -830853.1 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -831094.562500 Penalty: 4379.586914 Iteration 3F: 3 clusters Score -831094.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -831302.187500 Penalty: 4379.586914 Iteration 4Q: 3 clusters Score -831302.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -831474.500000 Penalty: 4379.586914 Iteration 5Q: 3 clusters Score -831474.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -831645.125000 Penalty: 4379.586914 Iteration 6Q: 3 clusters Score -831645.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -831822.000000 Penalty: 4379.586914 Iteration 7Q: 3 clusters Score -831822 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -832059.187500 Penalty: 4379.586914 Iteration 8Q: 3 clusters Score -832059.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -832351.437500 Penalty: 4379.586914 Iteration 9Q: 3 clusters Score -832351.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -832674.562500 Penalty: 4379.586914 Iteration 10Q: 3 clusters Score -832674.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -832972.125000 Penalty: 4379.586914 Iteration 11Q: 3 clusters Score -832972.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -833218.062500 Penalty: 4379.586914 Iteration 12Q: 3 clusters Score -833218.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -833379.062500 Penalty: 4379.586914 Iteration 13Q: 3 clusters Score -833379.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -833501.187500 Penalty: 4379.586914 Iteration 14Q: 3 clusters Score -833501.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -833617.500000 Penalty: 4379.586914 Iteration 15Q: 3 clusters Score -833617.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -833741.875000 Penalty: 4379.586914 Iteration 16Q: 3 clusters Score -833741.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -833863.250000 Penalty: 4379.586914 Iteration 17Q: 3 clusters Score -833863.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -834013.687500 Penalty: 4379.586914 Iteration 18Q: 3 clusters Score -834013.7 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -834180.000000 Penalty: 4379.586914 Iteration 19Q: 3 clusters Score -834180 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -834348.500000 Penalty: 4379.586914 Iteration 20F: 3 clusters Score -834348.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -834526.312500 Penalty: 4379.586914 Iteration 21Q: 3 clusters Score -834526.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -834765.437500 Penalty: 4379.586914 Iteration 22Q: 3 clusters Score -834765.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -835066.187500 Penalty: 4379.586914 Iteration 23Q: 3 clusters Score -835066.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -835321.125000 Penalty: 4379.586914 Iteration 24Q: 3 clusters Score -835321.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -835458.375000 Penalty: 4379.586914 Iteration 25Q: 3 clusters Score -835458.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -835493.125000 Penalty: 4379.586914 Iteration 26Q: 3 clusters Score -835493.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -835502.687500 Penalty: 4379.586914 Iteration 27Q: 3 clusters Score -835502.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -835506.750000 Penalty: 4379.586914 Iteration 28Q: 3 clusters Score -835506.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -835509.937500 Penalty: 4379.586914 Iteration 29Q: 3 clusters Score -835509.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -835509.437500 Penalty: 4379.586914 Iteration 30Q: 3 clusters Score -835509.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -835510.187500 Penalty: 4379.586914 Iteration 31Q: 3 clusters Score -835510.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -835509.750000 Penalty: 4379.586914 Iteration 32Q: 3 clusters Score -835509.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -835512.000000 Penalty: 4379.586914 Iteration 33Q: 3 clusters Score -835512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -835513.687500 Penalty: 4379.586914 Iteration 34Q: 3 clusters Score -835513.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -835513.312500 Penalty: 4379.586914 Iteration 35Q: 3 clusters Score -835513.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -835513.312500 Penalty: 4379.586914 Iteration 36F: 3 clusters Score -835513.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7758 members Mstep: Class 8 contains 7381 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 2297 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152105 members Mstep: Class 16 contains 7478 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29534 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 4538 members Entering Unmasked Estep Score: -52028648.000000 Penalty: 74024.335938 Splitting cluster 13 changes total score from -52028916.000000 to -52028648.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (8696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Entering Unmasked Estep Score: -1061676.000000 Penalty: 2249.513428 Iteration 0F: 2 clusters Score -1061676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1054835.625000 Penalty: 4499.026855 Iteration 0F: 3 clusters Score -1054836 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1056832.000000 Penalty: 4499.026855 Iteration 1F: 3 clusters Score -1056832 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1057170.875000 Penalty: 4499.026855 Iteration 2F: 3 clusters Score -1057171 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1057446.250000 Penalty: 4499.026855 Iteration 3F: 3 clusters Score -1057446 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -1057684.250000 Penalty: 4499.026855 Iteration 4F: 3 clusters Score -1057684 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1057896.125000 Penalty: 4499.026855 Iteration 5Q: 3 clusters Score -1057896 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1058111.250000 Penalty: 4499.026855 Iteration 6Q: 3 clusters Score -1058111 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1058286.125000 Penalty: 4499.026855 Iteration 7Q: 3 clusters Score -1058286 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1058437.125000 Penalty: 4499.026855 Iteration 8Q: 3 clusters Score -1058437 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1058566.125000 Penalty: 4499.026855 Iteration 9Q: 3 clusters Score -1058566 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1058665.625000 Penalty: 4499.026855 Iteration 10Q: 3 clusters Score -1058666 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -1058743.250000 Penalty: 4499.026855 Iteration 11Q: 3 clusters Score -1058743 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -1058805.500000 Penalty: 4499.026855 Iteration 12Q: 3 clusters Score -1058806 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1058855.625000 Penalty: 4499.026855 Iteration 13Q: 3 clusters Score -1058856 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1058892.375000 Penalty: 4499.026855 Iteration 14Q: 3 clusters Score -1058892 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1058917.125000 Penalty: 4499.026855 Iteration 15Q: 3 clusters Score -1058917 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -1058944.625000 Penalty: 4499.026855 Iteration 16Q: 3 clusters Score -1058945 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1058963.875000 Penalty: 4499.026855 Iteration 17Q: 3 clusters Score -1058964 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1058975.375000 Penalty: 4499.026855 Iteration 18Q: 3 clusters Score -1058975 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1058990.125000 Penalty: 4499.026855 Iteration 19Q: 3 clusters Score -1058990 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1059000.750000 Penalty: 4499.026855 Iteration 20F: 3 clusters Score -1059001 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1059009.125000 Penalty: 4499.026855 Iteration 21Q: 3 clusters Score -1059009 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1059024.250000 Penalty: 4499.026855 Iteration 22Q: 3 clusters Score -1059024 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1059044.750000 Penalty: 4499.026855 Iteration 23Q: 3 clusters Score -1059045 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1059061.500000 Penalty: 4499.026855 Iteration 24Q: 3 clusters Score -1059062 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1059071.000000 Penalty: 4499.026855 Iteration 25Q: 3 clusters Score -1059071 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1059079.125000 Penalty: 4499.026855 Iteration 26Q: 3 clusters Score -1059079 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1059087.750000 Penalty: 4499.026855 Iteration 27Q: 3 clusters Score -1059088 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1059096.250000 Penalty: 4499.026855 Iteration 28Q: 3 clusters Score -1059096 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1059103.375000 Penalty: 4499.026855 Iteration 29Q: 3 clusters Score -1059103 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1059116.125000 Penalty: 4499.026855 Iteration 30Q: 3 clusters Score -1059116 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1059128.125000 Penalty: 4499.026855 Iteration 31Q: 3 clusters Score -1059128 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1059138.250000 Penalty: 4499.026855 Iteration 32Q: 3 clusters Score -1059138 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -1059152.875000 Penalty: 4499.026855 Iteration 33Q: 3 clusters Score -1059153 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1059166.375000 Penalty: 4499.026855 Iteration 34Q: 3 clusters Score -1059166 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1059178.375000 Penalty: 4499.026855 Iteration 35Q: 3 clusters Score -1059178 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -1059191.375000 Penalty: 4499.026855 Iteration 36Q: 3 clusters Score -1059191 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1059208.875000 Penalty: 4499.026855 Iteration 37Q: 3 clusters Score -1059209 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1059222.875000 Penalty: 4499.026855 Iteration 38Q: 3 clusters Score -1059223 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1059235.875000 Penalty: 4499.026855 Iteration 39Q: 3 clusters Score -1059236 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1059244.500000 Penalty: 4499.026855 Iteration 40F: 3 clusters Score -1059244 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1059253.500000 Penalty: 4499.026855 Iteration 41Q: 3 clusters Score -1059254 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1059260.125000 Penalty: 4499.026855 Iteration 42Q: 3 clusters Score -1059260 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1059269.125000 Penalty: 4499.026855 Iteration 43Q: 3 clusters Score -1059269 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1059270.375000 Penalty: 4499.026855 Iteration 44Q: 3 clusters Score -1059270 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -1059276.875000 Penalty: 4499.026855 Iteration 45Q: 3 clusters Score -1059277 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1059280.000000 Penalty: 4499.026855 Iteration 46Q: 3 clusters Score -1059280 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -1059283.375000 Penalty: 4499.026855 Iteration 47Q: 3 clusters Score -1059283 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1059287.500000 Penalty: 4499.026855 Iteration 48Q: 3 clusters Score -1059288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1059299.625000 Penalty: 4499.026855 Iteration 49Q: 3 clusters Score -1059300 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1059311.250000 Penalty: 4499.026855 Iteration 50Q: 3 clusters Score -1059311 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1059333.125000 Penalty: 4499.026855 Iteration 51Q: 3 clusters Score -1059333 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1059341.875000 Penalty: 4499.026855 Iteration 52Q: 3 clusters Score -1059342 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1059351.750000 Penalty: 4499.026855 Iteration 53Q: 3 clusters Score -1059352 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1059358.750000 Penalty: 4499.026855 Iteration 54Q: 3 clusters Score -1059359 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -1059369.500000 Penalty: 4499.026855 Iteration 55Q: 3 clusters Score -1059370 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1059376.000000 Penalty: 4499.026855 Iteration 56Q: 3 clusters Score -1059376 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1059384.000000 Penalty: 4499.026855 Iteration 57Q: 3 clusters Score -1059384 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1059392.000000 Penalty: 4499.026855 Iteration 58Q: 3 clusters Score -1059392 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1059400.000000 Penalty: 4499.026855 Iteration 59Q: 3 clusters Score -1059400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1059404.000000 Penalty: 4499.026855 Iteration 60F: 3 clusters Score -1059404 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -1059412.375000 Penalty: 4499.026855 Iteration 61Q: 3 clusters Score -1059412 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1059420.875000 Penalty: 4499.026855 Iteration 62Q: 3 clusters Score -1059421 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1059431.125000 Penalty: 4499.026855 Iteration 63Q: 3 clusters Score -1059431 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1059438.500000 Penalty: 4499.026855 Iteration 64Q: 3 clusters Score -1059438 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1059445.125000 Penalty: 4499.026855 Iteration 65Q: 3 clusters Score -1059445 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1059453.875000 Penalty: 4499.026855 Iteration 66Q: 3 clusters Score -1059454 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1059457.750000 Penalty: 4499.026855 Iteration 67Q: 3 clusters Score -1059458 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1059471.750000 Penalty: 4499.026855 Iteration 68Q: 3 clusters Score -1059472 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1059481.125000 Penalty: 4499.026855 Iteration 69Q: 3 clusters Score -1059481 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1059491.625000 Penalty: 4499.026855 Iteration 70Q: 3 clusters Score -1059492 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1059506.250000 Penalty: 4499.026855 Iteration 71Q: 3 clusters Score -1059506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1059512.500000 Penalty: 4499.026855 Iteration 72Q: 3 clusters Score -1059512 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1059523.500000 Penalty: 4499.026855 Iteration 73Q: 3 clusters Score -1059524 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1059534.375000 Penalty: 4499.026855 Iteration 74Q: 3 clusters Score -1059534 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1059540.875000 Penalty: 4499.026855 Iteration 75Q: 3 clusters Score -1059541 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1059547.625000 Penalty: 4499.026855 Iteration 76Q: 3 clusters Score -1059548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1059550.375000 Penalty: 4499.026855 Iteration 77Q: 3 clusters Score -1059550 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1059557.750000 Penalty: 4499.026855 Iteration 78Q: 3 clusters Score -1059558 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1059565.500000 Penalty: 4499.026855 Iteration 79Q: 3 clusters Score -1059566 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1059574.375000 Penalty: 4499.026855 Iteration 80F: 3 clusters Score -1059574 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1059582.125000 Penalty: 4499.026855 Iteration 81Q: 3 clusters Score -1059582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1059587.250000 Penalty: 4499.026855 Iteration 82Q: 3 clusters Score -1059587 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1059593.500000 Penalty: 4499.026855 Iteration 83Q: 3 clusters Score -1059594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1059602.875000 Penalty: 4499.026855 Iteration 84Q: 3 clusters Score -1059603 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1059602.500000 Penalty: 4499.026855 Iteration 85Q: 3 clusters Score -1059602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1059603.000000 Penalty: 4499.026855 Iteration 86Q: 3 clusters Score -1059603 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1059606.125000 Penalty: 4499.026855 Iteration 87Q: 3 clusters Score -1059606 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1059607.500000 Penalty: 4499.026855 Iteration 88Q: 3 clusters Score -1059608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1059608.625000 Penalty: 4499.026855 Iteration 89Q: 3 clusters Score -1059609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1059610.625000 Penalty: 4499.026855 Iteration 90Q: 3 clusters Score -1059611 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1059612.125000 Penalty: 4499.026855 Iteration 91Q: 3 clusters Score -1059612 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1059617.500000 Penalty: 4499.026855 Iteration 92Q: 3 clusters Score -1059618 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1059619.000000 Penalty: 4499.026855 Iteration 93Q: 3 clusters Score -1059619 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1059625.500000 Penalty: 4499.026855 Iteration 94Q: 3 clusters Score -1059626 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1059626.250000 Penalty: 4499.026855 Iteration 95Q: 3 clusters Score -1059626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1059627.875000 Penalty: 4499.026855 Iteration 96Q: 3 clusters Score -1059628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1059628.875000 Penalty: 4499.026855 Iteration 97Q: 3 clusters Score -1059629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1059627.500000 Penalty: 4499.026855 Iteration 98Q: 3 clusters Score -1059628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1059630.750000 Penalty: 4499.026855 Iteration 99Q: 3 clusters Score -1059631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1059632.125000 Penalty: 4499.026855 Iteration 100F: 3 clusters Score -1059632 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152105 members Entering Unmasked Estep Score: -19021282.000000 Penalty: 2959.217041 Iteration 0F: 2 clusters Score -1.902128e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76135 members Mstep: Class 2 contains 75970 members Entering Unmasked Estep Score: -18920852.000000 Penalty: 5918.434082 Iteration 0F: 3 clusters Score -1.892085e+07 nChanged 72430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77079 members Mstep: Class 2 contains 75026 members Entering Unmasked Estep Score: -18962552.000000 Penalty: 5918.434082 Iteration 1F: 3 clusters Score -1.896255e+07 nChanged 4032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77611 members Mstep: Class 2 contains 74494 members Entering Unmasked Estep Score: -18963208.000000 Penalty: 5918.434082 Iteration 2Q: 3 clusters Score -1.896321e+07 nChanged 4211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78336 members Mstep: Class 2 contains 73769 members Entering Unmasked Estep Score: -18964160.000000 Penalty: 5918.434082 Iteration 3Q: 3 clusters Score -1.896416e+07 nChanged 4488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79510 members Mstep: Class 2 contains 72595 members Entering Unmasked Estep Score: -18965156.000000 Penalty: 5918.434082 Iteration 4Q: 3 clusters Score -1.896516e+07 nChanged 4694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81206 members Mstep: Class 2 contains 70899 members Entering Unmasked Estep Score: -18966440.000000 Penalty: 5918.434082 Iteration 5Q: 3 clusters Score -1.896644e+07 nChanged 5205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83843 members Mstep: Class 2 contains 68262 members Entering Unmasked Estep Score: -18968048.000000 Penalty: 5918.434082 Iteration 6Q: 3 clusters Score -1.896805e+07 nChanged 5902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87745 members Mstep: Class 2 contains 64360 members Entering Unmasked Estep Score: -18970202.000000 Penalty: 5918.434082 Iteration 7Q: 3 clusters Score -1.89702e+07 nChanged 7012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93315 members Mstep: Class 2 contains 58790 members Entering Unmasked Estep Score: -18973218.000000 Penalty: 5918.434082 Iteration 8Q: 3 clusters Score -1.897322e+07 nChanged 8474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100865 members Mstep: Class 2 contains 51240 members Entering Unmasked Estep Score: -18977562.000000 Penalty: 5918.434082 Iteration 9F: 3 clusters Score -1.897756e+07 nChanged 10047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110452 members Mstep: Class 2 contains 41653 members Entering Unmasked Estep Score: -18984116.000000 Penalty: 5918.434082 Iteration 10F: 3 clusters Score -1.898412e+07 nChanged 11154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121430 members Mstep: Class 2 contains 30675 members Entering Unmasked Estep Score: -18992562.000000 Penalty: 5918.434082 Iteration 11F: 3 clusters Score -1.899256e+07 nChanged 10805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132179 members Mstep: Class 2 contains 19926 members Entering Unmasked Estep Score: -19001582.000000 Penalty: 5918.434082 Iteration 12F: 3 clusters Score -1.900158e+07 nChanged 8550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140721 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -19009004.000000 Penalty: 5918.434082 Iteration 13F: 3 clusters Score -1.9009e+07 nChanged 5827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146548 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -19014072.000000 Penalty: 5918.434082 Iteration 14Q: 3 clusters Score -1.901407e+07 nChanged 3038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149584 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -19016662.000000 Penalty: 5918.434082 Iteration 15Q: 3 clusters Score -1.901666e+07 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150882 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -19017818.000000 Penalty: 5918.434082 Iteration 16Q: 3 clusters Score -1.901782e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151403 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -19018308.000000 Penalty: 5918.434082 Iteration 17Q: 3 clusters Score -1.901831e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151582 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -19018458.000000 Penalty: 5918.434082 Iteration 18Q: 3 clusters Score -1.901846e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151650 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -19018524.000000 Penalty: 5918.434082 Iteration 19Q: 3 clusters Score -1.901852e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151684 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -19018596.000000 Penalty: 5918.434082 Iteration 20F: 3 clusters Score -1.90186e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151702 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -19018638.000000 Penalty: 5918.434082 Iteration 21Q: 3 clusters Score -1.901864e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151713 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -19018676.000000 Penalty: 5918.434082 Iteration 22Q: 3 clusters Score -1.901868e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151724 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -19018666.000000 Penalty: 5918.434082 Iteration 23Q: 3 clusters Score -1.901867e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151725 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19018672.000000 Penalty: 5918.434082 Iteration 24Q: 3 clusters Score -1.901867e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151727 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -19018676.000000 Penalty: 5918.434082 Iteration 25Q: 3 clusters Score -1.901868e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151728 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19018678.000000 Penalty: 5918.434082 Iteration 26Q: 3 clusters Score -1.901868e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151728 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19018674.000000 Penalty: 5918.434082 Iteration 27Q: 3 clusters Score -1.901867e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151729 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -19018682.000000 Penalty: 5918.434082 Iteration 28Q: 3 clusters Score -1.901868e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151730 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19018684.000000 Penalty: 5918.434082 Iteration 29Q: 3 clusters Score -1.901868e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151730 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19018684.000000 Penalty: 5918.434082 Iteration 30F: 3 clusters Score -1.901868e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Entering Unmasked Estep Score: -875179.500000 Penalty: 2212.090820 Iteration 0F: 2 clusters Score -875179.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -869018.125000 Penalty: 4424.181641 Iteration 0F: 3 clusters Score -869018.1 nChanged 3065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -870672.125000 Penalty: 4424.181641 Iteration 1F: 3 clusters Score -870672.1 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -870946.312500 Penalty: 4424.181641 Iteration 2F: 3 clusters Score -870946.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -871126.187500 Penalty: 4424.181641 Iteration 3F: 3 clusters Score -871126.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -871248.562500 Penalty: 4424.181641 Iteration 4Q: 3 clusters Score -871248.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -871352.187500 Penalty: 4424.181641 Iteration 5Q: 3 clusters Score -871352.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -871443.437500 Penalty: 4424.181641 Iteration 6Q: 3 clusters Score -871443.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -871525.687500 Penalty: 4424.181641 Iteration 7Q: 3 clusters Score -871525.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -871616.000000 Penalty: 4424.181641 Iteration 8Q: 3 clusters Score -871616 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -871719.937500 Penalty: 4424.181641 Iteration 9Q: 3 clusters Score -871719.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -871842.437500 Penalty: 4424.181641 Iteration 10Q: 3 clusters Score -871842.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -871986.250000 Penalty: 4424.181641 Iteration 11Q: 3 clusters Score -871986.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -872158.187500 Penalty: 4424.181641 Iteration 12Q: 3 clusters Score -872158.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -872338.750000 Penalty: 4424.181641 Iteration 13Q: 3 clusters Score -872338.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -872513.812500 Penalty: 4424.181641 Iteration 14Q: 3 clusters Score -872513.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -872693.187500 Penalty: 4424.181641 Iteration 15Q: 3 clusters Score -872693.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -872837.375000 Penalty: 4424.181641 Iteration 16Q: 3 clusters Score -872837.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -872947.250000 Penalty: 4424.181641 Iteration 17Q: 3 clusters Score -872947.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -873019.250000 Penalty: 4424.181641 Iteration 18Q: 3 clusters Score -873019.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -873071.375000 Penalty: 4424.181641 Iteration 19Q: 3 clusters Score -873071.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -873106.750000 Penalty: 4424.181641 Iteration 20F: 3 clusters Score -873106.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -873141.000000 Penalty: 4424.181641 Iteration 21Q: 3 clusters Score -873141 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -873175.250000 Penalty: 4424.181641 Iteration 22Q: 3 clusters Score -873175.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -873201.562500 Penalty: 4424.181641 Iteration 23Q: 3 clusters Score -873201.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -873222.437500 Penalty: 4424.181641 Iteration 24Q: 3 clusters Score -873222.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -873229.312500 Penalty: 4424.181641 Iteration 25Q: 3 clusters Score -873229.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -873245.312500 Penalty: 4424.181641 Iteration 26Q: 3 clusters Score -873245.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -873261.125000 Penalty: 4424.181641 Iteration 27Q: 3 clusters Score -873261.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -873270.500000 Penalty: 4424.181641 Iteration 28Q: 3 clusters Score -873270.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -873277.750000 Penalty: 4424.181641 Iteration 29Q: 3 clusters Score -873277.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -873283.500000 Penalty: 4424.181641 Iteration 30Q: 3 clusters Score -873283.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -873292.500000 Penalty: 4424.181641 Iteration 31Q: 3 clusters Score -873292.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -873305.125000 Penalty: 4424.181641 Iteration 32Q: 3 clusters Score -873305.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -873312.250000 Penalty: 4424.181641 Iteration 33Q: 3 clusters Score -873312.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -873320.625000 Penalty: 4424.181641 Iteration 34Q: 3 clusters Score -873320.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -873323.750000 Penalty: 4424.181641 Iteration 35Q: 3 clusters Score -873323.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -873323.437500 Penalty: 4424.181641 Iteration 36Q: 3 clusters Score -873323.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -873328.687500 Penalty: 4424.181641 Iteration 37Q: 3 clusters Score -873328.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -873330.375000 Penalty: 4424.181641 Iteration 38Q: 3 clusters Score -873330.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -873334.937500 Penalty: 4424.181641 Iteration 39Q: 3 clusters Score -873334.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -873339.250000 Penalty: 4424.181641 Iteration 40F: 3 clusters Score -873339.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -873340.625000 Penalty: 4424.181641 Iteration 41Q: 3 clusters Score -873340.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -873340.625000 Penalty: 4424.181641 Iteration 42F: 3 clusters Score -873340.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Entering Unmasked Estep Score: -703648.562500 Penalty: 2156.568848 Iteration 0F: 2 clusters Score -703648.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -698515.500000 Penalty: 4313.137695 Iteration 0F: 3 clusters Score -698515.5 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -699760.500000 Penalty: 4313.137695 Iteration 1F: 3 clusters Score -699760.5 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -699953.875000 Penalty: 4313.137695 Iteration 2F: 3 clusters Score -699953.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -700068.562500 Penalty: 4313.137695 Iteration 3Q: 3 clusters Score -700068.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -700151.750000 Penalty: 4313.137695 Iteration 4Q: 3 clusters Score -700151.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -700221.437500 Penalty: 4313.137695 Iteration 5Q: 3 clusters Score -700221.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -700279.625000 Penalty: 4313.137695 Iteration 6Q: 3 clusters Score -700279.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -700325.000000 Penalty: 4313.137695 Iteration 7Q: 3 clusters Score -700325 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -700365.250000 Penalty: 4313.137695 Iteration 8Q: 3 clusters Score -700365.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -700408.312500 Penalty: 4313.137695 Iteration 9Q: 3 clusters Score -700408.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -700450.500000 Penalty: 4313.137695 Iteration 10Q: 3 clusters Score -700450.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -700486.062500 Penalty: 4313.137695 Iteration 11Q: 3 clusters Score -700486.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -700524.500000 Penalty: 4313.137695 Iteration 12Q: 3 clusters Score -700524.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -700570.812500 Penalty: 4313.137695 Iteration 13Q: 3 clusters Score -700570.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -700618.062500 Penalty: 4313.137695 Iteration 14Q: 3 clusters Score -700618.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -700665.375000 Penalty: 4313.137695 Iteration 15Q: 3 clusters Score -700665.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -700722.812500 Penalty: 4313.137695 Iteration 16Q: 3 clusters Score -700722.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -700779.312500 Penalty: 4313.137695 Iteration 17Q: 3 clusters Score -700779.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -700846.000000 Penalty: 4313.137695 Iteration 18Q: 3 clusters Score -700846 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -700940.687500 Penalty: 4313.137695 Iteration 19Q: 3 clusters Score -700940.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -701043.500000 Penalty: 4313.137695 Iteration 20F: 3 clusters Score -701043.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -701147.375000 Penalty: 4313.137695 Iteration 21Q: 3 clusters Score -701147.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -701248.375000 Penalty: 4313.137695 Iteration 22Q: 3 clusters Score -701248.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -701352.125000 Penalty: 4313.137695 Iteration 23Q: 3 clusters Score -701352.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -701433.000000 Penalty: 4313.137695 Iteration 24Q: 3 clusters Score -701433 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -701498.437500 Penalty: 4313.137695 Iteration 25Q: 3 clusters Score -701498.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -701561.687500 Penalty: 4313.137695 Iteration 26Q: 3 clusters Score -701561.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -701614.562500 Penalty: 4313.137695 Iteration 27Q: 3 clusters Score -701614.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -701667.437500 Penalty: 4313.137695 Iteration 28Q: 3 clusters Score -701667.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -701714.250000 Penalty: 4313.137695 Iteration 29Q: 3 clusters Score -701714.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -701748.062500 Penalty: 4313.137695 Iteration 30Q: 3 clusters Score -701748.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -701768.687500 Penalty: 4313.137695 Iteration 31Q: 3 clusters Score -701768.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -701781.937500 Penalty: 4313.137695 Iteration 32Q: 3 clusters Score -701781.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -701797.812500 Penalty: 4313.137695 Iteration 33Q: 3 clusters Score -701797.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -701809.375000 Penalty: 4313.137695 Iteration 34Q: 3 clusters Score -701809.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -701822.250000 Penalty: 4313.137695 Iteration 35Q: 3 clusters Score -701822.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -701830.625000 Penalty: 4313.137695 Iteration 36Q: 3 clusters Score -701830.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -701837.812500 Penalty: 4313.137695 Iteration 37Q: 3 clusters Score -701837.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -701844.187500 Penalty: 4313.137695 Iteration 38Q: 3 clusters Score -701844.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -701848.375000 Penalty: 4313.137695 Iteration 39Q: 3 clusters Score -701848.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -701849.625000 Penalty: 4313.137695 Iteration 40F: 3 clusters Score -701849.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -701850.687500 Penalty: 4313.137695 Iteration 41Q: 3 clusters Score -701850.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -701853.250000 Penalty: 4313.137695 Iteration 42Q: 3 clusters Score -701853.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -701853.250000 Penalty: 4313.137695 Iteration 43F: 3 clusters Score -701853.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -69615.898438 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69615.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69870.820312 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69870.82 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69923.734375 Penalty: 3217.891357 Iteration 2Q: 3 clusters Score -69923.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -69957.203125 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -69957.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -69974.195312 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -69974.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -69989.718750 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -69989.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -69996.351562 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -69996.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70001.445312 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -70001.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70003.601562 Penalty: 3217.891357 Iteration 8Q: 3 clusters Score -70003.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70004.937500 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -70004.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70008.156250 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -70008.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70009.390625 Penalty: 3217.891357 Iteration 11Q: 3 clusters Score -70009.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70013.351562 Penalty: 3217.891357 Iteration 12Q: 3 clusters Score -70013.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70014.234375 Penalty: 3217.891357 Iteration 13Q: 3 clusters Score -70014.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70014.234375 Penalty: 3217.891357 Iteration 14F: 3 clusters Score -70014.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (29534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29534 members Entering Unmasked Estep Score: -3539911.500000 Penalty: 2552.737793 Iteration 0F: 2 clusters Score -3539912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14744 members Mstep: Class 2 contains 14790 members Entering Unmasked Estep Score: -3519730.250000 Penalty: 5105.475586 Iteration 0F: 3 clusters Score -3519730 nChanged 13272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 15496 members Entering Unmasked Estep Score: -3527111.000000 Penalty: 5105.475586 Iteration 1F: 3 clusters Score -3527111 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 15923 members Entering Unmasked Estep Score: -3527736.000000 Penalty: 5105.475586 Iteration 2F: 3 clusters Score -3527736 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13101 members Mstep: Class 2 contains 16433 members Entering Unmasked Estep Score: -3528410.500000 Penalty: 5105.475586 Iteration 3F: 3 clusters Score -3528410 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12403 members Mstep: Class 2 contains 17131 members Entering Unmasked Estep Score: -3529256.500000 Penalty: 5105.475586 Iteration 4F: 3 clusters Score -3529256 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 18044 members Entering Unmasked Estep Score: -3530245.500000 Penalty: 5105.475586 Iteration 5F: 3 clusters Score -3530246 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 19160 members Entering Unmasked Estep Score: -3531408.250000 Penalty: 5105.475586 Iteration 6F: 3 clusters Score -3531408 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -3532689.000000 Penalty: 5105.475586 Iteration 7F: 3 clusters Score -3532689 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 21435 members Entering Unmasked Estep Score: -3533956.250000 Penalty: 5105.475586 Iteration 8F: 3 clusters Score -3533956 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 22342 members Entering Unmasked Estep Score: -3535235.250000 Penalty: 5105.475586 Iteration 9F: 3 clusters Score -3535235 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -3536260.000000 Penalty: 5105.475586 Iteration 10Q: 3 clusters Score -3536260 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 23420 members Entering Unmasked Estep Score: -3536892.000000 Penalty: 5105.475586 Iteration 11Q: 3 clusters Score -3536892 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 23729 members Entering Unmasked Estep Score: -3537245.000000 Penalty: 5105.475586 Iteration 12Q: 3 clusters Score -3537245 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 23973 members Entering Unmasked Estep Score: -3537455.750000 Penalty: 5105.475586 Iteration 13Q: 3 clusters Score -3537456 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 24169 members Entering Unmasked Estep Score: -3537578.500000 Penalty: 5105.475586 Iteration 14Q: 3 clusters Score -3537578 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 24386 members Entering Unmasked Estep Score: -3537675.250000 Penalty: 5105.475586 Iteration 15Q: 3 clusters Score -3537675 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 24583 members Entering Unmasked Estep Score: -3537744.000000 Penalty: 5105.475586 Iteration 16Q: 3 clusters Score -3537744 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 24754 members Entering Unmasked Estep Score: -3537789.750000 Penalty: 5105.475586 Iteration 17Q: 3 clusters Score -3537790 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 24905 members Entering Unmasked Estep Score: -3537835.000000 Penalty: 5105.475586 Iteration 18Q: 3 clusters Score -3537835 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 25037 members Entering Unmasked Estep Score: -3537866.750000 Penalty: 5105.475586 Iteration 19Q: 3 clusters Score -3537867 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 25160 members Entering Unmasked Estep Score: -3537912.500000 Penalty: 5105.475586 Iteration 20F: 3 clusters Score -3537912 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 25280 members Entering Unmasked Estep Score: -3537947.250000 Penalty: 5105.475586 Iteration 21Q: 3 clusters Score -3537947 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 25382 members Entering Unmasked Estep Score: -3537974.500000 Penalty: 5105.475586 Iteration 22Q: 3 clusters Score -3537974 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 25477 members Entering Unmasked Estep Score: -3537994.250000 Penalty: 5105.475586 Iteration 23Q: 3 clusters Score -3537994 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 25567 members Entering Unmasked Estep Score: -3537996.000000 Penalty: 5105.475586 Iteration 24Q: 3 clusters Score -3537996 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 25649 members Entering Unmasked Estep Score: -3538020.000000 Penalty: 5105.475586 Iteration 25Q: 3 clusters Score -3538020 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 25729 members Entering Unmasked Estep Score: -3538042.000000 Penalty: 5105.475586 Iteration 26Q: 3 clusters Score -3538042 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 25798 members Entering Unmasked Estep Score: -3538068.750000 Penalty: 5105.475586 Iteration 27Q: 3 clusters Score -3538069 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 25864 members Entering Unmasked Estep Score: -3538083.500000 Penalty: 5105.475586 Iteration 28Q: 3 clusters Score -3538084 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -3538092.000000 Penalty: 5105.475586 Iteration 29Q: 3 clusters Score -3538092 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 26009 members Entering Unmasked Estep Score: -3538108.500000 Penalty: 5105.475586 Iteration 30Q: 3 clusters Score -3538108 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 26077 members Entering Unmasked Estep Score: -3538127.500000 Penalty: 5105.475586 Iteration 31Q: 3 clusters Score -3538128 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 26137 members Entering Unmasked Estep Score: -3538150.500000 Penalty: 5105.475586 Iteration 32Q: 3 clusters Score -3538150 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 26211 members Entering Unmasked Estep Score: -3538172.000000 Penalty: 5105.475586 Iteration 33Q: 3 clusters Score -3538172 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 26284 members Entering Unmasked Estep Score: -3538182.000000 Penalty: 5105.475586 Iteration 34Q: 3 clusters Score -3538182 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -3538197.750000 Penalty: 5105.475586 Iteration 35Q: 3 clusters Score -3538198 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 26448 members Entering Unmasked Estep Score: -3538222.500000 Penalty: 5105.475586 Iteration 36Q: 3 clusters Score -3538222 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 26505 members Entering Unmasked Estep Score: -3538235.750000 Penalty: 5105.475586 Iteration 37Q: 3 clusters Score -3538236 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 26559 members Entering Unmasked Estep Score: -3538241.750000 Penalty: 5105.475586 Iteration 38Q: 3 clusters Score -3538242 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 26613 members Entering Unmasked Estep Score: -3538261.000000 Penalty: 5105.475586 Iteration 39Q: 3 clusters Score -3538261 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 26666 members Entering Unmasked Estep Score: -3538269.750000 Penalty: 5105.475586 Iteration 40F: 3 clusters Score -3538270 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 26726 members Entering Unmasked Estep Score: -3538280.250000 Penalty: 5105.475586 Iteration 41Q: 3 clusters Score -3538280 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 26770 members Entering Unmasked Estep Score: -3538285.000000 Penalty: 5105.475586 Iteration 42Q: 3 clusters Score -3538285 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 26813 members Entering Unmasked Estep Score: -3538301.750000 Penalty: 5105.475586 Iteration 43Q: 3 clusters Score -3538302 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 26858 members Entering Unmasked Estep Score: -3538307.750000 Penalty: 5105.475586 Iteration 44Q: 3 clusters Score -3538308 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 26904 members Entering Unmasked Estep Score: -3538319.000000 Penalty: 5105.475586 Iteration 45Q: 3 clusters Score -3538319 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 26939 members Entering Unmasked Estep Score: -3538332.750000 Penalty: 5105.475586 Iteration 46Q: 3 clusters Score -3538333 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 26983 members Entering Unmasked Estep Score: -3538340.250000 Penalty: 5105.475586 Iteration 47Q: 3 clusters Score -3538340 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 27026 members Entering Unmasked Estep Score: -3538352.750000 Penalty: 5105.475586 Iteration 48Q: 3 clusters Score -3538353 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 27069 members Entering Unmasked Estep Score: -3538365.250000 Penalty: 5105.475586 Iteration 49Q: 3 clusters Score -3538365 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 27098 members Entering Unmasked Estep Score: -3538368.250000 Penalty: 5105.475586 Iteration 50Q: 3 clusters Score -3538368 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 27118 members Entering Unmasked Estep Score: -3538374.250000 Penalty: 5105.475586 Iteration 51Q: 3 clusters Score -3538374 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 27144 members Entering Unmasked Estep Score: -3538372.250000 Penalty: 5105.475586 Iteration 52Q: 3 clusters Score -3538372 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 27170 members Entering Unmasked Estep Score: -3538376.000000 Penalty: 5105.475586 Iteration 53Q: 3 clusters Score -3538376 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 27192 members Entering Unmasked Estep Score: -3538386.500000 Penalty: 5105.475586 Iteration 54Q: 3 clusters Score -3538386 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 27214 members Entering Unmasked Estep Score: -3538382.000000 Penalty: 5105.475586 Iteration 55Q: 3 clusters Score -3538382 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 27222 members Entering Unmasked Estep Score: -3538380.750000 Penalty: 5105.475586 Iteration 56Q: 3 clusters Score -3538381 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 27231 members Entering Unmasked Estep Score: -3538385.500000 Penalty: 5105.475586 Iteration 57Q: 3 clusters Score -3538386 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 27243 members Entering Unmasked Estep Score: -3538386.250000 Penalty: 5105.475586 Iteration 58Q: 3 clusters Score -3538386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 27250 members Entering Unmasked Estep Score: -3538393.250000 Penalty: 5105.475586 Iteration 59Q: 3 clusters Score -3538393 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 27258 members Entering Unmasked Estep Score: -3538389.750000 Penalty: 5105.475586 Iteration 60F: 3 clusters Score -3538390 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 27272 members Entering Unmasked Estep Score: -3538400.250000 Penalty: 5105.475586 Iteration 61Q: 3 clusters Score -3538400 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 27281 members Entering Unmasked Estep Score: -3538397.250000 Penalty: 5105.475586 Iteration 62Q: 3 clusters Score -3538397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 27286 members Entering Unmasked Estep Score: -3538400.000000 Penalty: 5105.475586 Iteration 63Q: 3 clusters Score -3538400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -3538400.250000 Penalty: 5105.475586 Iteration 64Q: 3 clusters Score -3538400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 27294 members Entering Unmasked Estep Score: -3538402.000000 Penalty: 5105.475586 Iteration 65Q: 3 clusters Score -3538402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 27298 members Entering Unmasked Estep Score: -3538399.250000 Penalty: 5105.475586 Iteration 66Q: 3 clusters Score -3538399 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 27303 members Entering Unmasked Estep Score: -3538398.000000 Penalty: 5105.475586 Iteration 67Q: 3 clusters Score -3538398 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 27307 members Entering Unmasked Estep Score: -3538406.000000 Penalty: 5105.475586 Iteration 68Q: 3 clusters Score -3538406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 27310 members Entering Unmasked Estep Score: -3538404.500000 Penalty: 5105.475586 Iteration 69Q: 3 clusters Score -3538404 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 27311 members Entering Unmasked Estep Score: -3538403.500000 Penalty: 5105.475586 Iteration 70Q: 3 clusters Score -3538404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 27313 members Entering Unmasked Estep Score: -3538403.750000 Penalty: 5105.475586 Iteration 71Q: 3 clusters Score -3538404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 27313 members Entering Unmasked Estep Score: -3538403.750000 Penalty: 5105.475586 Iteration 72F: 3 clusters Score -3538404 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (41010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41010 members Entering Unmasked Estep Score: -5062567.000000 Penalty: 2634.149658 Iteration 0F: 2 clusters Score -5062567 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -5034810.000000 Penalty: 5268.299316 Iteration 0F: 3 clusters Score -5034810 nChanged 18787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19983 members Mstep: Class 2 contains 21027 members Entering Unmasked Estep Score: -5045181.500000 Penalty: 5268.299316 Iteration 1F: 3 clusters Score -5045182 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19616 members Mstep: Class 2 contains 21394 members Entering Unmasked Estep Score: -5045860.000000 Penalty: 5268.299316 Iteration 2Q: 3 clusters Score -5045860 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19060 members Mstep: Class 2 contains 21950 members Entering Unmasked Estep Score: -5046657.500000 Penalty: 5268.299316 Iteration 3Q: 3 clusters Score -5046658 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18275 members Mstep: Class 2 contains 22735 members Entering Unmasked Estep Score: -5047519.000000 Penalty: 5268.299316 Iteration 4F: 3 clusters Score -5047519 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17257 members Mstep: Class 2 contains 23753 members Entering Unmasked Estep Score: -5048486.500000 Penalty: 5268.299316 Iteration 5F: 3 clusters Score -5048486 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 24984 members Entering Unmasked Estep Score: -5049568.500000 Penalty: 5268.299316 Iteration 6F: 3 clusters Score -5049568 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14579 members Mstep: Class 2 contains 26431 members Entering Unmasked Estep Score: -5050663.500000 Penalty: 5268.299316 Iteration 7F: 3 clusters Score -5050664 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 28003 members Entering Unmasked Estep Score: -5051750.500000 Penalty: 5268.299316 Iteration 8F: 3 clusters Score -5051750 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 29775 members Entering Unmasked Estep Score: -5052875.500000 Penalty: 5268.299316 Iteration 9F: 3 clusters Score -5052876 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 31603 members Entering Unmasked Estep Score: -5054031.500000 Penalty: 5268.299316 Iteration 10Q: 3 clusters Score -5054032 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 33414 members Entering Unmasked Estep Score: -5055138.500000 Penalty: 5268.299316 Iteration 11Q: 3 clusters Score -5055138 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 35148 members Entering Unmasked Estep Score: -5056323.500000 Penalty: 5268.299316 Iteration 12Q: 3 clusters Score -5056324 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 36651 members Entering Unmasked Estep Score: -5057399.500000 Penalty: 5268.299316 Iteration 13Q: 3 clusters Score -5057400 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 37889 members Entering Unmasked Estep Score: -5058331.000000 Penalty: 5268.299316 Iteration 14Q: 3 clusters Score -5058331 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 38753 members Entering Unmasked Estep Score: -5059006.000000 Penalty: 5268.299316 Iteration 15Q: 3 clusters Score -5059006 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 39313 members Entering Unmasked Estep Score: -5059464.500000 Penalty: 5268.299316 Iteration 16Q: 3 clusters Score -5059464 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 39675 members Entering Unmasked Estep Score: -5059764.000000 Penalty: 5268.299316 Iteration 17Q: 3 clusters Score -5059764 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 39905 members Entering Unmasked Estep Score: -5059979.000000 Penalty: 5268.299316 Iteration 18Q: 3 clusters Score -5059979 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 40051 members Entering Unmasked Estep Score: -5060102.000000 Penalty: 5268.299316 Iteration 19Q: 3 clusters Score -5060102 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 40135 members Entering Unmasked Estep Score: -5060171.500000 Penalty: 5268.299316 Iteration 20F: 3 clusters Score -5060172 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 40196 members Entering Unmasked Estep Score: -5060205.500000 Penalty: 5268.299316 Iteration 21Q: 3 clusters Score -5060206 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 40255 members Entering Unmasked Estep Score: -5060259.500000 Penalty: 5268.299316 Iteration 22Q: 3 clusters Score -5060260 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 40294 members Entering Unmasked Estep Score: -5060298.500000 Penalty: 5268.299316 Iteration 23Q: 3 clusters Score -5060298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 40320 members Entering Unmasked Estep Score: -5060314.000000 Penalty: 5268.299316 Iteration 24Q: 3 clusters Score -5060314 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 40336 members Entering Unmasked Estep Score: -5060332.000000 Penalty: 5268.299316 Iteration 25Q: 3 clusters Score -5060332 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 40348 members Entering Unmasked Estep Score: -5060342.500000 Penalty: 5268.299316 Iteration 26Q: 3 clusters Score -5060342 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 40356 members Entering Unmasked Estep Score: -5060345.500000 Penalty: 5268.299316 Iteration 27Q: 3 clusters Score -5060346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 40357 members Entering Unmasked Estep Score: -5060339.500000 Penalty: 5268.299316 Iteration 28Q: 3 clusters Score -5060340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 40358 members Entering Unmasked Estep Score: -5060344.000000 Penalty: 5268.299316 Iteration 29Q: 3 clusters Score -5060344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 40360 members Entering Unmasked Estep Score: -5060347.500000 Penalty: 5268.299316 Iteration 30Q: 3 clusters Score -5060348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 40362 members Entering Unmasked Estep Score: -5060351.000000 Penalty: 5268.299316 Iteration 31Q: 3 clusters Score -5060351 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 40362 members Entering Unmasked Estep Score: -5060351.000000 Penalty: 5268.299316 Iteration 32F: 3 clusters Score -5060351 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -71501.617188 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71501.62 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -72170.664062 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -72170.66 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -72399.937500 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72399.94 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -72527.937500 Penalty: 3259.157959 Iteration 3F: 3 clusters Score -72527.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -72611.703125 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -72611.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -72671.585938 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -72671.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -72727.429688 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -72727.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -72751.367188 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -72751.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -72757.453125 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -72757.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -72765.000000 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -72765 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -72766.710938 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -72766.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -72771.593750 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -72771.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -72783.007812 Penalty: 3259.157959 Iteration 12Q: 3 clusters Score -72783.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -72789.421875 Penalty: 3259.157959 Iteration 13Q: 3 clusters Score -72789.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -72792.429688 Penalty: 3259.157959 Iteration 14Q: 3 clusters Score -72792.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -72792.429688 Penalty: 3259.157959 Iteration 15F: 3 clusters Score -72792.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -44262.707031 Penalty: 1496.205444 Iteration 0F: 2 clusters Score -44262.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -42878.742188 Penalty: 2992.410889 Iteration 0F: 3 clusters Score -42878.74 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -43029.906250 Penalty: 2992.410889 Iteration 1F: 3 clusters Score -43029.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -43066.332031 Penalty: 2992.410889 Iteration 2Q: 3 clusters Score -43066.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -43077.824219 Penalty: 2992.410889 Iteration 3Q: 3 clusters Score -43077.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -43081.394531 Penalty: 2992.410889 Iteration 4Q: 3 clusters Score -43081.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -43081.394531 Penalty: 2992.410889 Iteration 5F: 3 clusters Score -43081.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7758 members Mstep: Class 8 contains 7381 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152105 members Mstep: Class 16 contains 7478 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29534 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028928.000000 Penalty: 70805.890625 Iteration 359Q: 23 clusters Score -5.202893e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7374 members Mstep: Class 9 contains 21806 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152106 members Mstep: Class 16 contains 7478 members Mstep: Class 17 contains 5979 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29539 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028928.000000 Penalty: 70805.890625 Iteration 360F: 23 clusters Score -5.202893e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7372 members Mstep: Class 9 contains 21806 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152106 members Mstep: Class 16 contains 7479 members Mstep: Class 17 contains 5979 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29540 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028920.000000 Penalty: 70805.890625 Iteration 361Q: 23 clusters Score -5.202892e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7368 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8697 members Mstep: Class 15 contains 152104 members Mstep: Class 16 contains 7480 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29545 members Mstep: Class 20 contains 41009 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028908.000000 Penalty: 70805.890625 Iteration 362Q: 23 clusters Score -5.202891e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56341 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7364 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152103 members Mstep: Class 16 contains 7480 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29548 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028904.000000 Penalty: 70805.890625 Iteration 363Q: 23 clusters Score -5.20289e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7361 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152104 members Mstep: Class 16 contains 7482 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29548 members Mstep: Class 20 contains 41009 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028892.000000 Penalty: 70805.890625 Iteration 364Q: 23 clusters Score -5.202889e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7358 members Mstep: Class 9 contains 21803 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152104 members Mstep: Class 16 contains 7483 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29551 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028872.000000 Penalty: 70805.890625 Iteration 365Q: 23 clusters Score -5.202887e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56341 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7358 members Mstep: Class 9 contains 21803 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152105 members Mstep: Class 16 contains 7485 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028872.000000 Penalty: 70805.890625 Iteration 366Q: 23 clusters Score -5.202887e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7358 members Mstep: Class 9 contains 21803 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152104 members Mstep: Class 16 contains 7489 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028872.000000 Penalty: 70805.890625 Iteration 367Q: 23 clusters Score -5.202887e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7355 members Mstep: Class 9 contains 21803 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8696 members Mstep: Class 15 contains 152106 members Mstep: Class 16 contains 7491 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028884.000000 Penalty: 70805.890625 Iteration 368Q: 23 clusters Score -5.202888e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7352 members Mstep: Class 9 contains 21803 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152108 members Mstep: Class 16 contains 7495 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29548 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028868.000000 Penalty: 70805.890625 Iteration 369Q: 23 clusters Score -5.202887e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56336 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7349 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152108 members Mstep: Class 16 contains 7497 members Mstep: Class 17 contains 5978 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028884.000000 Penalty: 70805.890625 Iteration 370Q: 23 clusters Score -5.202888e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7349 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152107 members Mstep: Class 16 contains 7497 members Mstep: Class 17 contains 5977 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29550 members Mstep: Class 20 contains 41010 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028856.000000 Penalty: 70805.890625 Iteration 371Q: 23 clusters Score -5.202886e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7756 members Mstep: Class 8 contains 7349 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152107 members Mstep: Class 16 contains 7498 members Mstep: Class 17 contains 5976 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29550 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028860.000000 Penalty: 70805.890625 Iteration 372Q: 23 clusters Score -5.202886e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7756 members Mstep: Class 8 contains 7350 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152105 members Mstep: Class 16 contains 7499 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29550 members Mstep: Class 20 contains 41012 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028872.000000 Penalty: 70805.890625 Iteration 373Q: 23 clusters Score -5.202887e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13442 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7756 members Mstep: Class 8 contains 7348 members Mstep: Class 9 contains 21805 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152104 members Mstep: Class 16 contains 7500 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29552 members Mstep: Class 20 contains 41012 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028880.000000 Penalty: 70805.890625 Iteration 374Q: 23 clusters Score -5.202888e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7756 members Mstep: Class 8 contains 7346 members Mstep: Class 9 contains 21806 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6835 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152103 members Mstep: Class 16 contains 7500 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29554 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028856.000000 Penalty: 70805.890625 Iteration 375Q: 23 clusters Score -5.202886e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7756 members Mstep: Class 8 contains 7344 members Mstep: Class 9 contains 21806 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152101 members Mstep: Class 16 contains 7500 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29556 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028896.000000 Penalty: 70805.890625 Iteration 376Q: 23 clusters Score -5.20289e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56338 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13444 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7344 members Mstep: Class 9 contains 21804 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152101 members Mstep: Class 16 contains 7500 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29556 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028908.000000 Penalty: 70805.890625 Iteration 377Q: 23 clusters Score -5.202891e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56339 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7757 members Mstep: Class 8 contains 7344 members Mstep: Class 9 contains 21802 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152102 members Mstep: Class 16 contains 7503 members Mstep: Class 17 contains 5975 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29554 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028896.000000 Penalty: 70805.890625 Iteration 378Q: 23 clusters Score -5.20289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56341 members Mstep: Class 2 contains 24690 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7756 members Mstep: Class 8 contains 7344 members Mstep: Class 9 contains 21799 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152102 members Mstep: Class 16 contains 7507 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29553 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028920.000000 Penalty: 70805.890625 Iteration 379Q: 23 clusters Score -5.202892e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56343 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7755 members Mstep: Class 8 contains 7343 members Mstep: Class 9 contains 21797 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152103 members Mstep: Class 16 contains 7510 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29550 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028924.000000 Penalty: 70805.890625 Iteration 380F: 23 clusters Score -5.202892e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7755 members Mstep: Class 8 contains 7343 members Mstep: Class 9 contains 21796 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152102 members Mstep: Class 16 contains 7514 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028912.000000 Penalty: 70805.890625 Iteration 381Q: 23 clusters Score -5.202891e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56341 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7755 members Mstep: Class 8 contains 7343 members Mstep: Class 9 contains 21795 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152102 members Mstep: Class 16 contains 7516 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028912.000000 Penalty: 70805.890625 Iteration 382Q: 23 clusters Score -5.202891e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7755 members Mstep: Class 8 contains 7343 members Mstep: Class 9 contains 21794 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152101 members Mstep: Class 16 contains 7517 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028920.000000 Penalty: 70805.890625 Iteration 383Q: 23 clusters Score -5.202892e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7755 members Mstep: Class 8 contains 7343 members Mstep: Class 9 contains 21794 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152101 members Mstep: Class 16 contains 7517 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -52028920.000000 Penalty: 70805.890625 Iteration 384F: 23 clusters Score -5.202892e+07 nChanged 0 Entering ConstructFrom: Score: -52028920.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (56342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56342 members Entering Unmasked Estep Score: -6972412.500000 Penalty: 2712.920410 Iteration 0F: 2 clusters Score -6972412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28124 members Mstep: Class 2 contains 28218 members Entering Unmasked Estep Score: -6934288.500000 Penalty: 5425.840820 Iteration 0F: 3 clusters Score -6934288 nChanged 26301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27823 members Mstep: Class 2 contains 28519 members Entering Unmasked Estep Score: -6949169.000000 Penalty: 5425.840820 Iteration 1F: 3 clusters Score -6949169 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27692 members Mstep: Class 2 contains 28650 members Entering Unmasked Estep Score: -6949648.500000 Penalty: 5425.840820 Iteration 2Q: 3 clusters Score -6949648 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27514 members Mstep: Class 2 contains 28828 members Entering Unmasked Estep Score: -6950181.500000 Penalty: 5425.840820 Iteration 3Q: 3 clusters Score -6950182 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27307 members Mstep: Class 2 contains 29035 members Entering Unmasked Estep Score: -6950688.000000 Penalty: 5425.840820 Iteration 4Q: 3 clusters Score -6950688 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26978 members Mstep: Class 2 contains 29364 members Entering Unmasked Estep Score: -6951117.500000 Penalty: 5425.840820 Iteration 5Q: 3 clusters Score -6951118 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26508 members Mstep: Class 2 contains 29834 members Entering Unmasked Estep Score: -6951643.500000 Penalty: 5425.840820 Iteration 6Q: 3 clusters Score -6951644 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25853 members Mstep: Class 2 contains 30489 members Entering Unmasked Estep Score: -6952156.000000 Penalty: 5425.840820 Iteration 7Q: 3 clusters Score -6952156 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24903 members Mstep: Class 2 contains 31439 members Entering Unmasked Estep Score: -6952808.000000 Penalty: 5425.840820 Iteration 8Q: 3 clusters Score -6952808 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23579 members Mstep: Class 2 contains 32763 members Entering Unmasked Estep Score: -6953572.000000 Penalty: 5425.840820 Iteration 9Q: 3 clusters Score -6953572 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 34451 members Entering Unmasked Estep Score: -6954475.000000 Penalty: 5425.840820 Iteration 10Q: 3 clusters Score -6954475 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19789 members Mstep: Class 2 contains 36553 members Entering Unmasked Estep Score: -6955711.000000 Penalty: 5425.840820 Iteration 11Q: 3 clusters Score -6955711 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 39147 members Entering Unmasked Estep Score: -6957322.000000 Penalty: 5425.840820 Iteration 12Q: 3 clusters Score -6957322 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 42085 members Entering Unmasked Estep Score: -6959276.500000 Penalty: 5425.840820 Iteration 13F: 3 clusters Score -6959276 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 45198 members Entering Unmasked Estep Score: -6961572.000000 Penalty: 5425.840820 Iteration 14F: 3 clusters Score -6961572 nChanged 3082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 48252 members Entering Unmasked Estep Score: -6963959.000000 Penalty: 5425.840820 Iteration 15F: 3 clusters Score -6963959 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 50733 members Entering Unmasked Estep Score: -6965961.500000 Penalty: 5425.840820 Iteration 16Q: 3 clusters Score -6965962 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 52698 members Entering Unmasked Estep Score: -6967500.000000 Penalty: 5425.840820 Iteration 17Q: 3 clusters Score -6967500 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 54009 members Entering Unmasked Estep Score: -6968535.500000 Penalty: 5425.840820 Iteration 18Q: 3 clusters Score -6968536 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 54802 members Entering Unmasked Estep Score: -6969165.000000 Penalty: 5425.840820 Iteration 19Q: 3 clusters Score -6969165 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 55258 members Entering Unmasked Estep Score: -6969531.500000 Penalty: 5425.840820 Iteration 20F: 3 clusters Score -6969532 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 55526 members Entering Unmasked Estep Score: -6969729.000000 Penalty: 5425.840820 Iteration 21Q: 3 clusters Score -6969729 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 55658 members Entering Unmasked Estep Score: -6969847.000000 Penalty: 5425.840820 Iteration 22Q: 3 clusters Score -6969847 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 55727 members Entering Unmasked Estep Score: -6969906.000000 Penalty: 5425.840820 Iteration 23Q: 3 clusters Score -6969906 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 55772 members Entering Unmasked Estep Score: -6969956.000000 Penalty: 5425.840820 Iteration 24Q: 3 clusters Score -6969956 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 55802 members Entering Unmasked Estep Score: -6969971.000000 Penalty: 5425.840820 Iteration 25Q: 3 clusters Score -6969971 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 55824 members Entering Unmasked Estep Score: -6969987.500000 Penalty: 5425.840820 Iteration 26Q: 3 clusters Score -6969988 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 55838 members Entering Unmasked Estep Score: -6970002.000000 Penalty: 5425.840820 Iteration 27Q: 3 clusters Score -6970002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 55848 members Entering Unmasked Estep Score: -6970012.000000 Penalty: 5425.840820 Iteration 28Q: 3 clusters Score -6970012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 55855 members Entering Unmasked Estep Score: -6970011.000000 Penalty: 5425.840820 Iteration 29Q: 3 clusters Score -6970011 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 55864 members Entering Unmasked Estep Score: -6970006.500000 Penalty: 5425.840820 Iteration 30Q: 3 clusters Score -6970006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 55869 members Entering Unmasked Estep Score: -6970011.500000 Penalty: 5425.840820 Iteration 31Q: 3 clusters Score -6970012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 55872 members Entering Unmasked Estep Score: -6970009.000000 Penalty: 5425.840820 Iteration 32Q: 3 clusters Score -6970009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 55875 members Entering Unmasked Estep Score: -6970017.500000 Penalty: 5425.840820 Iteration 33Q: 3 clusters Score -6970018 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 55879 members Entering Unmasked Estep Score: -6970026.500000 Penalty: 5425.840820 Iteration 34Q: 3 clusters Score -6970026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 55881 members Entering Unmasked Estep Score: -6970024.500000 Penalty: 5425.840820 Iteration 35Q: 3 clusters Score -6970024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 55885 members Entering Unmasked Estep Score: -6970028.500000 Penalty: 5425.840820 Iteration 36Q: 3 clusters Score -6970028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 55887 members Entering Unmasked Estep Score: -6970029.000000 Penalty: 5425.840820 Iteration 37Q: 3 clusters Score -6970029 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 55888 members Entering Unmasked Estep Score: -6970031.000000 Penalty: 5425.840820 Iteration 38Q: 3 clusters Score -6970031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 55890 members Entering Unmasked Estep Score: -6970033.000000 Penalty: 5425.840820 Iteration 39Q: 3 clusters Score -6970033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 55892 members Entering Unmasked Estep Score: -6970033.000000 Penalty: 5425.840820 Iteration 40F: 3 clusters Score -6970033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 55895 members Entering Unmasked Estep Score: -6970035.000000 Penalty: 5425.840820 Iteration 41Q: 3 clusters Score -6970035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 55895 members Entering Unmasked Estep Score: -6970039.500000 Penalty: 5425.840820 Iteration 42Q: 3 clusters Score -6970040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 55895 members Entering Unmasked Estep Score: -6970039.500000 Penalty: 5425.840820 Iteration 43F: 3 clusters Score -6970040 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (24691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Entering Unmasked Estep Score: -2991442.750000 Penalty: 2508.320068 Iteration 0F: 2 clusters Score -2991443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12267 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -2974274.500000 Penalty: 5016.640137 Iteration 0F: 3 clusters Score -2974274 nChanged 11032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -2980457.250000 Penalty: 5016.640137 Iteration 1F: 3 clusters Score -2980457 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -2981598.500000 Penalty: 5016.640137 Iteration 2F: 3 clusters Score -2981598 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -2983269.500000 Penalty: 5016.640137 Iteration 3F: 3 clusters Score -2983270 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 15915 members Entering Unmasked Estep Score: -2985174.750000 Penalty: 5016.640137 Iteration 4F: 3 clusters Score -2985175 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 17486 members Entering Unmasked Estep Score: -2987027.000000 Penalty: 5016.640137 Iteration 5F: 3 clusters Score -2987027 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 18959 members Entering Unmasked Estep Score: -2988523.750000 Penalty: 5016.640137 Iteration 6F: 3 clusters Score -2988524 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 20123 members Entering Unmasked Estep Score: -2989550.750000 Penalty: 5016.640137 Iteration 7F: 3 clusters Score -2989551 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 20917 members Entering Unmasked Estep Score: -2990206.250000 Penalty: 5016.640137 Iteration 8Q: 3 clusters Score -2990206 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 21459 members Entering Unmasked Estep Score: -2990557.250000 Penalty: 5016.640137 Iteration 9Q: 3 clusters Score -2990557 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 21825 members Entering Unmasked Estep Score: -2990743.500000 Penalty: 5016.640137 Iteration 10Q: 3 clusters Score -2990744 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 22104 members Entering Unmasked Estep Score: -2990864.250000 Penalty: 5016.640137 Iteration 11Q: 3 clusters Score -2990864 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 22329 members Entering Unmasked Estep Score: -2990950.250000 Penalty: 5016.640137 Iteration 12Q: 3 clusters Score -2990950 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 22501 members Entering Unmasked Estep Score: -2991016.000000 Penalty: 5016.640137 Iteration 13Q: 3 clusters Score -2991016 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 22642 members Entering Unmasked Estep Score: -2991065.750000 Penalty: 5016.640137 Iteration 14Q: 3 clusters Score -2991066 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 22751 members Entering Unmasked Estep Score: -2991119.500000 Penalty: 5016.640137 Iteration 15Q: 3 clusters Score -2991120 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 22833 members Entering Unmasked Estep Score: -2991138.500000 Penalty: 5016.640137 Iteration 16Q: 3 clusters Score -2991138 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -2991151.000000 Penalty: 5016.640137 Iteration 17Q: 3 clusters Score -2991151 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 22953 members Entering Unmasked Estep Score: -2991160.500000 Penalty: 5016.640137 Iteration 18Q: 3 clusters Score -2991160 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 22992 members Entering Unmasked Estep Score: -2991172.750000 Penalty: 5016.640137 Iteration 19Q: 3 clusters Score -2991173 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 23009 members Entering Unmasked Estep Score: -2991168.500000 Penalty: 5016.640137 Iteration 20F: 3 clusters Score -2991168 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -2991179.500000 Penalty: 5016.640137 Iteration 21Q: 3 clusters Score -2991180 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 23050 members Entering Unmasked Estep Score: -2991179.000000 Penalty: 5016.640137 Iteration 22Q: 3 clusters Score -2991179 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 23064 members Entering Unmasked Estep Score: -2991187.250000 Penalty: 5016.640137 Iteration 23Q: 3 clusters Score -2991187 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 23074 members Entering Unmasked Estep Score: -2991194.750000 Penalty: 5016.640137 Iteration 24Q: 3 clusters Score -2991195 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -2991197.000000 Penalty: 5016.640137 Iteration 25Q: 3 clusters Score -2991197 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 23096 members Entering Unmasked Estep Score: -2991201.000000 Penalty: 5016.640137 Iteration 26Q: 3 clusters Score -2991201 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -2991206.750000 Penalty: 5016.640137 Iteration 27Q: 3 clusters Score -2991207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -2991211.750000 Penalty: 5016.640137 Iteration 28Q: 3 clusters Score -2991212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -2991211.250000 Penalty: 5016.640137 Iteration 29Q: 3 clusters Score -2991211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -2991212.000000 Penalty: 5016.640137 Iteration 30Q: 3 clusters Score -2991212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -2991212.000000 Penalty: 5016.640137 Iteration 31F: 3 clusters Score -2991212 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -100169.726562 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -100169.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -98350.789062 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -98350.79 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -98806.632812 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -98806.63 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -99159.085938 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -99159.09 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -99568.015625 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -99568.02 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -99961.851562 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -99961.85 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -100309.765625 Penalty: 3415.212646 Iteration 5F: 3 clusters Score -100309.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -100641.906250 Penalty: 3415.212646 Iteration 6F: 3 clusters Score -100641.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -100715.828125 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -100715.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -100749.335938 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -100749.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -100766.453125 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -100766.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -100772.765625 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -100772.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -100783.312500 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -100783.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -100793.554688 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -100793.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -100801.539062 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -100801.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -100807.671875 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -100807.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -100813.773438 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -100813.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -100814.687500 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -100814.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -100814.687500 Penalty: 3415.212646 Iteration 17F: 3 clusters Score -100814.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 24691 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 13443 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 7755 members Mstep: Class 8 contains 7343 members Mstep: Class 9 contains 21794 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 6836 members Mstep: Class 14 contains 8695 members Mstep: Class 15 contains 152101 members Mstep: Class 16 contains 7517 members Mstep: Class 17 contains 5974 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 29549 members Mstep: Class 20 contains 41011 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 409 members Entering Unmasked Estep Score: -52027940.000000 Penalty: 74024.335938 Splitting cluster 3 changes total score from -52028920.000000 to -52027940.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (13443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13443 members Entering Unmasked Estep Score: -1576721.875000 Penalty: 2357.541016 Iteration 0F: 2 clusters Score -1576722 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1566843.000000 Penalty: 4715.082031 Iteration 0F: 3 clusters Score -1566843 nChanged 5771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1570055.000000 Penalty: 4715.082031 Iteration 1F: 3 clusters Score -1570055 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1570410.125000 Penalty: 4715.082031 Iteration 2F: 3 clusters Score -1570410 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1570693.625000 Penalty: 4715.082031 Iteration 3Q: 3 clusters Score -1570694 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1570953.750000 Penalty: 4715.082031 Iteration 4Q: 3 clusters Score -1570954 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1571229.625000 Penalty: 4715.082031 Iteration 5Q: 3 clusters Score -1571230 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1571519.375000 Penalty: 4715.082031 Iteration 6Q: 3 clusters Score -1571519 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1571812.500000 Penalty: 4715.082031 Iteration 7Q: 3 clusters Score -1571812 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1572094.000000 Penalty: 4715.082031 Iteration 8Q: 3 clusters Score -1572094 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1572395.625000 Penalty: 4715.082031 Iteration 9Q: 3 clusters Score -1572396 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1572701.500000 Penalty: 4715.082031 Iteration 10Q: 3 clusters Score -1572702 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1572986.750000 Penalty: 4715.082031 Iteration 11Q: 3 clusters Score -1572987 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -1573210.375000 Penalty: 4715.082031 Iteration 12Q: 3 clusters Score -1573210 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1573362.875000 Penalty: 4715.082031 Iteration 13Q: 3 clusters Score -1573363 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -1573440.750000 Penalty: 4715.082031 Iteration 14Q: 3 clusters Score -1573441 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -1573500.125000 Penalty: 4715.082031 Iteration 15Q: 3 clusters Score -1573500 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1573533.125000 Penalty: 4715.082031 Iteration 16Q: 3 clusters Score -1573533 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1573557.625000 Penalty: 4715.082031 Iteration 17Q: 3 clusters Score -1573558 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -1573574.875000 Penalty: 4715.082031 Iteration 18Q: 3 clusters Score -1573575 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -1573596.000000 Penalty: 4715.082031 Iteration 19Q: 3 clusters Score -1573596 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -1573608.625000 Penalty: 4715.082031 Iteration 20F: 3 clusters Score -1573609 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -1573618.125000 Penalty: 4715.082031 Iteration 21Q: 3 clusters Score -1573618 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1573630.500000 Penalty: 4715.082031 Iteration 22Q: 3 clusters Score -1573630 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -1573647.625000 Penalty: 4715.082031 Iteration 23Q: 3 clusters Score -1573648 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1573655.000000 Penalty: 4715.082031 Iteration 24Q: 3 clusters Score -1573655 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -1573671.000000 Penalty: 4715.082031 Iteration 25Q: 3 clusters Score -1573671 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1573681.125000 Penalty: 4715.082031 Iteration 26Q: 3 clusters Score -1573681 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1573689.500000 Penalty: 4715.082031 Iteration 27Q: 3 clusters Score -1573690 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1573703.000000 Penalty: 4715.082031 Iteration 28Q: 3 clusters Score -1573703 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -1573715.125000 Penalty: 4715.082031 Iteration 29Q: 3 clusters Score -1573715 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -1573726.125000 Penalty: 4715.082031 Iteration 30Q: 3 clusters Score -1573726 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1573739.500000 Penalty: 4715.082031 Iteration 31Q: 3 clusters Score -1573740 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1573747.250000 Penalty: 4715.082031 Iteration 32Q: 3 clusters Score -1573747 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1573764.125000 Penalty: 4715.082031 Iteration 33Q: 3 clusters Score -1573764 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -1573781.750000 Penalty: 4715.082031 Iteration 34Q: 3 clusters Score -1573782 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1573801.750000 Penalty: 4715.082031 Iteration 35Q: 3 clusters Score -1573802 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1573828.000000 Penalty: 4715.082031 Iteration 36Q: 3 clusters Score -1573828 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1573845.750000 Penalty: 4715.082031 Iteration 37Q: 3 clusters Score -1573846 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1573870.500000 Penalty: 4715.082031 Iteration 38Q: 3 clusters Score -1573870 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1573891.875000 Penalty: 4715.082031 Iteration 39Q: 3 clusters Score -1573892 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1573922.375000 Penalty: 4715.082031 Iteration 40F: 3 clusters Score -1573922 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -1573945.375000 Penalty: 4715.082031 Iteration 41Q: 3 clusters Score -1573945 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1573965.875000 Penalty: 4715.082031 Iteration 42Q: 3 clusters Score -1573966 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -1573994.125000 Penalty: 4715.082031 Iteration 43Q: 3 clusters Score -1573994 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1574008.000000 Penalty: 4715.082031 Iteration 44Q: 3 clusters Score -1574008 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1574036.125000 Penalty: 4715.082031 Iteration 45Q: 3 clusters Score -1574036 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1574049.500000 Penalty: 4715.082031 Iteration 46Q: 3 clusters Score -1574050 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1574067.875000 Penalty: 4715.082031 Iteration 47Q: 3 clusters Score -1574068 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1574079.750000 Penalty: 4715.082031 Iteration 48Q: 3 clusters Score -1574080 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1574096.500000 Penalty: 4715.082031 Iteration 49Q: 3 clusters Score -1574096 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1574109.000000 Penalty: 4715.082031 Iteration 50Q: 3 clusters Score -1574109 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1574127.625000 Penalty: 4715.082031 Iteration 51Q: 3 clusters Score -1574128 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1574137.000000 Penalty: 4715.082031 Iteration 52Q: 3 clusters Score -1574137 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -1574149.125000 Penalty: 4715.082031 Iteration 53Q: 3 clusters Score -1574149 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1574156.875000 Penalty: 4715.082031 Iteration 54Q: 3 clusters Score -1574157 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1574161.375000 Penalty: 4715.082031 Iteration 55Q: 3 clusters Score -1574161 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1574177.375000 Penalty: 4715.082031 Iteration 56Q: 3 clusters Score -1574177 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1574181.500000 Penalty: 4715.082031 Iteration 57Q: 3 clusters Score -1574182 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -1574189.125000 Penalty: 4715.082031 Iteration 58Q: 3 clusters Score -1574189 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -1574202.500000 Penalty: 4715.082031 Iteration 59Q: 3 clusters Score -1574202 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1574212.500000 Penalty: 4715.082031 Iteration 60F: 3 clusters Score -1574212 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1574219.500000 Penalty: 4715.082031 Iteration 61Q: 3 clusters Score -1574220 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1574222.250000 Penalty: 4715.082031 Iteration 62Q: 3 clusters Score -1574222 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1574229.625000 Penalty: 4715.082031 Iteration 63Q: 3 clusters Score -1574230 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1574244.750000 Penalty: 4715.082031 Iteration 64Q: 3 clusters Score -1574245 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -1574246.875000 Penalty: 4715.082031 Iteration 65Q: 3 clusters Score -1574247 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1574260.250000 Penalty: 4715.082031 Iteration 66Q: 3 clusters Score -1574260 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1574263.500000 Penalty: 4715.082031 Iteration 67Q: 3 clusters Score -1574264 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1574268.375000 Penalty: 4715.082031 Iteration 68Q: 3 clusters Score -1574268 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1574272.750000 Penalty: 4715.082031 Iteration 69Q: 3 clusters Score -1574273 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1574282.500000 Penalty: 4715.082031 Iteration 70Q: 3 clusters Score -1574282 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -1574289.250000 Penalty: 4715.082031 Iteration 71Q: 3 clusters Score -1574289 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1574301.500000 Penalty: 4715.082031 Iteration 72Q: 3 clusters Score -1574302 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1574314.250000 Penalty: 4715.082031 Iteration 73Q: 3 clusters Score -1574314 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1574324.750000 Penalty: 4715.082031 Iteration 74Q: 3 clusters Score -1574325 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1574335.000000 Penalty: 4715.082031 Iteration 75Q: 3 clusters Score -1574335 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -1574349.875000 Penalty: 4715.082031 Iteration 76Q: 3 clusters Score -1574350 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1574364.375000 Penalty: 4715.082031 Iteration 77Q: 3 clusters Score -1574364 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1574382.750000 Penalty: 4715.082031 Iteration 78Q: 3 clusters Score -1574383 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -1574401.500000 Penalty: 4715.082031 Iteration 79Q: 3 clusters Score -1574402 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1574427.500000 Penalty: 4715.082031 Iteration 80F: 3 clusters Score -1574428 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1574449.000000 Penalty: 4715.082031 Iteration 81Q: 3 clusters Score -1574449 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1574467.375000 Penalty: 4715.082031 Iteration 82Q: 3 clusters Score -1574467 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1574484.125000 Penalty: 4715.082031 Iteration 83Q: 3 clusters Score -1574484 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1574514.375000 Penalty: 4715.082031 Iteration 84Q: 3 clusters Score -1574514 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1574547.875000 Penalty: 4715.082031 Iteration 85Q: 3 clusters Score -1574548 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1574604.250000 Penalty: 4715.082031 Iteration 86Q: 3 clusters Score -1574604 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1574671.500000 Penalty: 4715.082031 Iteration 87Q: 3 clusters Score -1574672 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1574795.750000 Penalty: 4715.082031 Iteration 88Q: 3 clusters Score -1574796 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1574991.375000 Penalty: 4715.082031 Iteration 89Q: 3 clusters Score -1574991 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1575219.750000 Penalty: 4715.082031 Iteration 90Q: 3 clusters Score -1575220 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1575388.500000 Penalty: 4715.082031 Iteration 91Q: 3 clusters Score -1575388 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1575484.375000 Penalty: 4715.082031 Iteration 92Q: 3 clusters Score -1575484 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1575553.750000 Penalty: 4715.082031 Iteration 93Q: 3 clusters Score -1575554 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10155 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1575593.625000 Penalty: 4715.082031 Iteration 94Q: 3 clusters Score -1575594 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1575620.375000 Penalty: 4715.082031 Iteration 95Q: 3 clusters Score -1575620 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1575634.125000 Penalty: 4715.082031 Iteration 96Q: 3 clusters Score -1575634 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1575650.125000 Penalty: 4715.082031 Iteration 97Q: 3 clusters Score -1575650 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1575654.125000 Penalty: 4715.082031 Iteration 98Q: 3 clusters Score -1575654 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1575658.125000 Penalty: 4715.082031 Iteration 99Q: 3 clusters Score -1575658 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10351 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1575659.250000 Penalty: 4715.082031 Iteration 100F: 3 clusters Score -1575659 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1575663.625000 Penalty: 4715.082031 Iteration 101Q: 3 clusters Score -1575664 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1575672.375000 Penalty: 4715.082031 Iteration 102Q: 3 clusters Score -1575672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1575678.500000 Penalty: 4715.082031 Iteration 103Q: 3 clusters Score -1575678 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1575681.250000 Penalty: 4715.082031 Iteration 104Q: 3 clusters Score -1575681 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1575683.250000 Penalty: 4715.082031 Iteration 105Q: 3 clusters Score -1575683 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1575686.250000 Penalty: 4715.082031 Iteration 106Q: 3 clusters Score -1575686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1575688.000000 Penalty: 4715.082031 Iteration 107Q: 3 clusters Score -1575688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1575689.875000 Penalty: 4715.082031 Iteration 108Q: 3 clusters Score -1575690 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1575692.000000 Penalty: 4715.082031 Iteration 109Q: 3 clusters Score -1575692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1575690.000000 Penalty: 4715.082031 Iteration 110Q: 3 clusters Score -1575690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1575688.375000 Penalty: 4715.082031 Iteration 111Q: 3 clusters Score -1575688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1575688.375000 Penalty: 4715.082031 Iteration 112F: 3 clusters Score -1575688 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Entering Unmasked Estep Score: -148305.640625 Penalty: 1779.711182 Iteration 0F: 2 clusters Score -148305.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -146171.218750 Penalty: 3559.422363 Iteration 0F: 3 clusters Score -146171.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -146638.453125 Penalty: 3559.422363 Iteration 1F: 3 clusters Score -146638.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -146874.093750 Penalty: 3559.422363 Iteration 2F: 3 clusters Score -146874.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -146995.578125 Penalty: 3559.422363 Iteration 3F: 3 clusters Score -146995.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -147070.265625 Penalty: 3559.422363 Iteration 4Q: 3 clusters Score -147070.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -147110.875000 Penalty: 3559.422363 Iteration 5Q: 3 clusters Score -147110.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -147143.171875 Penalty: 3559.422363 Iteration 6Q: 3 clusters Score -147143.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -147157.281250 Penalty: 3559.422363 Iteration 7Q: 3 clusters Score -147157.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -147161.609375 Penalty: 3559.422363 Iteration 8Q: 3 clusters Score -147161.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -147165.078125 Penalty: 3559.422363 Iteration 9Q: 3 clusters Score -147165.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -147169.296875 Penalty: 3559.422363 Iteration 10Q: 3 clusters Score -147169.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -147172.296875 Penalty: 3559.422363 Iteration 11Q: 3 clusters Score -147172.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -147179.703125 Penalty: 3559.422363 Iteration 12Q: 3 clusters Score -147179.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -147183.312500 Penalty: 3559.422363 Iteration 13Q: 3 clusters Score -147183.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -147184.187500 Penalty: 3559.422363 Iteration 14Q: 3 clusters Score -147184.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -147184.187500 Penalty: 3559.422363 Iteration 15F: 3 clusters Score -147184.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42229 members Entering Unmasked Estep Score: -5229335.500000 Penalty: 2641.414062 Iteration 0F: 2 clusters Score -5229336 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20972 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -5200654.500000 Penalty: 5282.828125 Iteration 0F: 3 clusters Score -5200654 nChanged 19411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19865 members Mstep: Class 2 contains 22364 members Entering Unmasked Estep Score: -5211387.500000 Penalty: 5282.828125 Iteration 1F: 3 clusters Score -5211388 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19118 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -5212071.000000 Penalty: 5282.828125 Iteration 2Q: 3 clusters Score -5212071 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18045 members Mstep: Class 2 contains 24184 members Entering Unmasked Estep Score: -5212868.500000 Penalty: 5282.828125 Iteration 3Q: 3 clusters Score -5212868 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 25747 members Entering Unmasked Estep Score: -5214033.500000 Penalty: 5282.828125 Iteration 4F: 3 clusters Score -5214034 nChanged 2767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 27918 members Entering Unmasked Estep Score: -5215844.000000 Penalty: 5282.828125 Iteration 5F: 3 clusters Score -5215844 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 30608 members Entering Unmasked Estep Score: -5218378.500000 Penalty: 5282.828125 Iteration 6F: 3 clusters Score -5218378 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 33464 members Entering Unmasked Estep Score: -5221195.500000 Penalty: 5282.828125 Iteration 7F: 3 clusters Score -5221196 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 35782 members Entering Unmasked Estep Score: -5223464.500000 Penalty: 5282.828125 Iteration 8F: 3 clusters Score -5223464 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 37300 members Entering Unmasked Estep Score: -5224905.500000 Penalty: 5282.828125 Iteration 9Q: 3 clusters Score -5224906 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 38203 members Entering Unmasked Estep Score: -5225670.000000 Penalty: 5282.828125 Iteration 10Q: 3 clusters Score -5225670 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 38730 members Entering Unmasked Estep Score: -5226043.000000 Penalty: 5282.828125 Iteration 11Q: 3 clusters Score -5226043 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 39094 members Entering Unmasked Estep Score: -5226250.500000 Penalty: 5282.828125 Iteration 12Q: 3 clusters Score -5226250 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 39374 members Entering Unmasked Estep Score: -5226411.000000 Penalty: 5282.828125 Iteration 13Q: 3 clusters Score -5226411 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 39602 members Entering Unmasked Estep Score: -5226528.500000 Penalty: 5282.828125 Iteration 14Q: 3 clusters Score -5226528 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 39777 members Entering Unmasked Estep Score: -5226641.000000 Penalty: 5282.828125 Iteration 15Q: 3 clusters Score -5226641 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 39928 members Entering Unmasked Estep Score: -5226712.500000 Penalty: 5282.828125 Iteration 16Q: 3 clusters Score -5226712 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 40060 members Entering Unmasked Estep Score: -5226813.500000 Penalty: 5282.828125 Iteration 17Q: 3 clusters Score -5226814 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 40157 members Entering Unmasked Estep Score: -5226871.000000 Penalty: 5282.828125 Iteration 18Q: 3 clusters Score -5226871 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 40236 members Entering Unmasked Estep Score: -5226941.000000 Penalty: 5282.828125 Iteration 19Q: 3 clusters Score -5226941 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 40305 members Entering Unmasked Estep Score: -5227015.000000 Penalty: 5282.828125 Iteration 20F: 3 clusters Score -5227015 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 40376 members Entering Unmasked Estep Score: -5227116.000000 Penalty: 5282.828125 Iteration 21Q: 3 clusters Score -5227116 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 40453 members Entering Unmasked Estep Score: -5227340.500000 Penalty: 5282.828125 Iteration 22Q: 3 clusters Score -5227340 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 40501 members Entering Unmasked Estep Score: -5227638.000000 Penalty: 5282.828125 Iteration 23Q: 3 clusters Score -5227638 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 40509 members Entering Unmasked Estep Score: -5227854.500000 Penalty: 5282.828125 Iteration 24Q: 3 clusters Score -5227854 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 40465 members Entering Unmasked Estep Score: -5227943.000000 Penalty: 5282.828125 Iteration 25Q: 3 clusters Score -5227943 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 40439 members Entering Unmasked Estep Score: -5228000.500000 Penalty: 5282.828125 Iteration 26Q: 3 clusters Score -5228000 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 40411 members Entering Unmasked Estep Score: -5228017.500000 Penalty: 5282.828125 Iteration 27Q: 3 clusters Score -5228018 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 40389 members Entering Unmasked Estep Score: -5228042.000000 Penalty: 5282.828125 Iteration 28Q: 3 clusters Score -5228042 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 40372 members Entering Unmasked Estep Score: -5228062.000000 Penalty: 5282.828125 Iteration 29Q: 3 clusters Score -5228062 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 40359 members Entering Unmasked Estep Score: -5228066.000000 Penalty: 5282.828125 Iteration 30Q: 3 clusters Score -5228066 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 40345 members Entering Unmasked Estep Score: -5228073.500000 Penalty: 5282.828125 Iteration 31Q: 3 clusters Score -5228074 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 40341 members Entering Unmasked Estep Score: -5228069.500000 Penalty: 5282.828125 Iteration 32Q: 3 clusters Score -5228070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 40334 members Entering Unmasked Estep Score: -5228070.500000 Penalty: 5282.828125 Iteration 33Q: 3 clusters Score -5228070 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 40321 members Entering Unmasked Estep Score: -5228080.000000 Penalty: 5282.828125 Iteration 34Q: 3 clusters Score -5228080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 40312 members Entering Unmasked Estep Score: -5228086.000000 Penalty: 5282.828125 Iteration 35Q: 3 clusters Score -5228086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 40308 members Entering Unmasked Estep Score: -5228076.000000 Penalty: 5282.828125 Iteration 36Q: 3 clusters Score -5228076 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 40302 members Entering Unmasked Estep Score: -5228085.500000 Penalty: 5282.828125 Iteration 37Q: 3 clusters Score -5228086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 40298 members Entering Unmasked Estep Score: -5228091.500000 Penalty: 5282.828125 Iteration 38Q: 3 clusters Score -5228092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 40295 members Entering Unmasked Estep Score: -5228079.500000 Penalty: 5282.828125 Iteration 39Q: 3 clusters Score -5228080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 40294 members Entering Unmasked Estep Score: -5228083.000000 Penalty: 5282.828125 Iteration 40F: 3 clusters Score -5228083 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Entering Unmasked Estep Score: -905843.187500 Penalty: 2221.111084 Iteration 0F: 2 clusters Score -905843.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -899650.312500 Penalty: 4442.222168 Iteration 0F: 3 clusters Score -899650.3 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -901548.437500 Penalty: 4442.222168 Iteration 1F: 3 clusters Score -901548.4 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -902056.500000 Penalty: 4442.222168 Iteration 2F: 3 clusters Score -902056.5 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -902522.000000 Penalty: 4442.222168 Iteration 3F: 3 clusters Score -902522 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -902920.812500 Penalty: 4442.222168 Iteration 4F: 3 clusters Score -902920.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -903276.062500 Penalty: 4442.222168 Iteration 5F: 3 clusters Score -903276.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -903548.750000 Penalty: 4442.222168 Iteration 6Q: 3 clusters Score -903548.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -903727.500000 Penalty: 4442.222168 Iteration 7Q: 3 clusters Score -903727.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -903859.687500 Penalty: 4442.222168 Iteration 8Q: 3 clusters Score -903859.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -903951.625000 Penalty: 4442.222168 Iteration 9Q: 3 clusters Score -903951.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -904034.125000 Penalty: 4442.222168 Iteration 10Q: 3 clusters Score -904034.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -904108.875000 Penalty: 4442.222168 Iteration 11Q: 3 clusters Score -904108.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -904173.812500 Penalty: 4442.222168 Iteration 12Q: 3 clusters Score -904173.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -904226.500000 Penalty: 4442.222168 Iteration 13Q: 3 clusters Score -904226.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -904261.187500 Penalty: 4442.222168 Iteration 14Q: 3 clusters Score -904261.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -904283.187500 Penalty: 4442.222168 Iteration 15Q: 3 clusters Score -904283.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -904310.562500 Penalty: 4442.222168 Iteration 16Q: 3 clusters Score -904310.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -904336.937500 Penalty: 4442.222168 Iteration 17Q: 3 clusters Score -904336.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -904360.000000 Penalty: 4442.222168 Iteration 18Q: 3 clusters Score -904360 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -904375.062500 Penalty: 4442.222168 Iteration 19Q: 3 clusters Score -904375.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -904391.375000 Penalty: 4442.222168 Iteration 20F: 3 clusters Score -904391.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -904401.187500 Penalty: 4442.222168 Iteration 21Q: 3 clusters Score -904401.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -904407.375000 Penalty: 4442.222168 Iteration 22Q: 3 clusters Score -904407.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -904411.687500 Penalty: 4442.222168 Iteration 23Q: 3 clusters Score -904411.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -904419.812500 Penalty: 4442.222168 Iteration 24Q: 3 clusters Score -904419.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -904424.375000 Penalty: 4442.222168 Iteration 25Q: 3 clusters Score -904424.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -904429.437500 Penalty: 4442.222168 Iteration 26Q: 3 clusters Score -904429.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -904433.812500 Penalty: 4442.222168 Iteration 27Q: 3 clusters Score -904433.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -904437.312500 Penalty: 4442.222168 Iteration 28Q: 3 clusters Score -904437.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -904440.937500 Penalty: 4442.222168 Iteration 29Q: 3 clusters Score -904440.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -904446.750000 Penalty: 4442.222168 Iteration 30Q: 3 clusters Score -904446.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -904450.062500 Penalty: 4442.222168 Iteration 31Q: 3 clusters Score -904450.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -904458.187500 Penalty: 4442.222168 Iteration 32Q: 3 clusters Score -904458.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -904466.187500 Penalty: 4442.222168 Iteration 33Q: 3 clusters Score -904466.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -904474.750000 Penalty: 4442.222168 Iteration 34Q: 3 clusters Score -904474.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -904485.687500 Penalty: 4442.222168 Iteration 35Q: 3 clusters Score -904485.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -904495.625000 Penalty: 4442.222168 Iteration 36Q: 3 clusters Score -904495.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -904502.312500 Penalty: 4442.222168 Iteration 37Q: 3 clusters Score -904502.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -904506.437500 Penalty: 4442.222168 Iteration 38Q: 3 clusters Score -904506.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -904508.687500 Penalty: 4442.222168 Iteration 39Q: 3 clusters Score -904508.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -904508.750000 Penalty: 4442.222168 Iteration 40F: 3 clusters Score -904508.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -904511.125000 Penalty: 4442.222168 Iteration 41Q: 3 clusters Score -904511.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -904515.125000 Penalty: 4442.222168 Iteration 42Q: 3 clusters Score -904515.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -904517.312500 Penalty: 4442.222168 Iteration 43Q: 3 clusters Score -904517.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -904519.500000 Penalty: 4442.222168 Iteration 44Q: 3 clusters Score -904519.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -904519.187500 Penalty: 4442.222168 Iteration 45Q: 3 clusters Score -904519.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -904521.687500 Penalty: 4442.222168 Iteration 46Q: 3 clusters Score -904521.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -904524.875000 Penalty: 4442.222168 Iteration 47Q: 3 clusters Score -904524.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -904526.562500 Penalty: 4442.222168 Iteration 48Q: 3 clusters Score -904526.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -904528.812500 Penalty: 4442.222168 Iteration 49Q: 3 clusters Score -904528.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -904529.687500 Penalty: 4442.222168 Iteration 50Q: 3 clusters Score -904529.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -904532.062500 Penalty: 4442.222168 Iteration 51Q: 3 clusters Score -904532.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -904531.500000 Penalty: 4442.222168 Iteration 52Q: 3 clusters Score -904531.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -904535.750000 Penalty: 4442.222168 Iteration 53Q: 3 clusters Score -904535.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -904539.312500 Penalty: 4442.222168 Iteration 54Q: 3 clusters Score -904539.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -904546.125000 Penalty: 4442.222168 Iteration 55Q: 3 clusters Score -904546.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -904549.187500 Penalty: 4442.222168 Iteration 56Q: 3 clusters Score -904549.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -904553.812500 Penalty: 4442.222168 Iteration 57Q: 3 clusters Score -904553.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -904555.375000 Penalty: 4442.222168 Iteration 58Q: 3 clusters Score -904555.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -904555.000000 Penalty: 4442.222168 Iteration 59Q: 3 clusters Score -904555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -904558.812500 Penalty: 4442.222168 Iteration 60F: 3 clusters Score -904558.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -904558.750000 Penalty: 4442.222168 Iteration 61Q: 3 clusters Score -904558.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -904560.750000 Penalty: 4442.222168 Iteration 62Q: 3 clusters Score -904560.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -904561.250000 Penalty: 4442.222168 Iteration 63Q: 3 clusters Score -904561.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -904561.000000 Penalty: 4442.222168 Iteration 64Q: 3 clusters Score -904561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -904560.562500 Penalty: 4442.222168 Iteration 65Q: 3 clusters Score -904560.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -904563.062500 Penalty: 4442.222168 Iteration 66Q: 3 clusters Score -904563.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -904563.812500 Penalty: 4442.222168 Iteration 67Q: 3 clusters Score -904563.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -904563.125000 Penalty: 4442.222168 Iteration 68Q: 3 clusters Score -904563.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -904565.312500 Penalty: 4442.222168 Iteration 69Q: 3 clusters Score -904565.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -904565.312500 Penalty: 4442.222168 Iteration 70Q: 3 clusters Score -904565.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -904567.687500 Penalty: 4442.222168 Iteration 71Q: 3 clusters Score -904567.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -904568.750000 Penalty: 4442.222168 Iteration 72Q: 3 clusters Score -904568.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -904571.437500 Penalty: 4442.222168 Iteration 73Q: 3 clusters Score -904571.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -904572.875000 Penalty: 4442.222168 Iteration 74Q: 3 clusters Score -904572.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -904573.187500 Penalty: 4442.222168 Iteration 75Q: 3 clusters Score -904573.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -904577.937500 Penalty: 4442.222168 Iteration 76Q: 3 clusters Score -904577.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -904581.312500 Penalty: 4442.222168 Iteration 77Q: 3 clusters Score -904581.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -904583.000000 Penalty: 4442.222168 Iteration 78Q: 3 clusters Score -904583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -904583.687500 Penalty: 4442.222168 Iteration 79Q: 3 clusters Score -904583.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -904585.750000 Penalty: 4442.222168 Iteration 80F: 3 clusters Score -904585.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -904585.562500 Penalty: 4442.222168 Iteration 81Q: 3 clusters Score -904585.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -904585.562500 Penalty: 4442.222168 Iteration 82F: 3 clusters Score -904585.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Entering Unmasked Estep Score: -831890.937500 Penalty: 2207.572754 Iteration 0F: 2 clusters Score -831890.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -825901.687500 Penalty: 4415.145508 Iteration 0F: 3 clusters Score -825901.7 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -827536.937500 Penalty: 4415.145508 Iteration 1F: 3 clusters Score -827536.9 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -827840.687500 Penalty: 4415.145508 Iteration 2F: 3 clusters Score -827840.7 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -828081.750000 Penalty: 4415.145508 Iteration 3F: 3 clusters Score -828081.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -828296.625000 Penalty: 4415.145508 Iteration 4F: 3 clusters Score -828296.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -828480.562500 Penalty: 4415.145508 Iteration 5Q: 3 clusters Score -828480.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -828666.812500 Penalty: 4415.145508 Iteration 6Q: 3 clusters Score -828666.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -828843.812500 Penalty: 4415.145508 Iteration 7Q: 3 clusters Score -828843.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -829022.500000 Penalty: 4415.145508 Iteration 8Q: 3 clusters Score -829022.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -829240.000000 Penalty: 4415.145508 Iteration 9Q: 3 clusters Score -829240 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -829475.750000 Penalty: 4415.145508 Iteration 10Q: 3 clusters Score -829475.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -829720.125000 Penalty: 4415.145508 Iteration 11Q: 3 clusters Score -829720.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -829909.312500 Penalty: 4415.145508 Iteration 12Q: 3 clusters Score -829909.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -830042.687500 Penalty: 4415.145508 Iteration 13Q: 3 clusters Score -830042.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -830138.437500 Penalty: 4415.145508 Iteration 14Q: 3 clusters Score -830138.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -830214.062500 Penalty: 4415.145508 Iteration 15Q: 3 clusters Score -830214.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -830253.562500 Penalty: 4415.145508 Iteration 16Q: 3 clusters Score -830253.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -830278.625000 Penalty: 4415.145508 Iteration 17Q: 3 clusters Score -830278.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -830299.125000 Penalty: 4415.145508 Iteration 18Q: 3 clusters Score -830299.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -830320.375000 Penalty: 4415.145508 Iteration 19Q: 3 clusters Score -830320.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -830336.500000 Penalty: 4415.145508 Iteration 20F: 3 clusters Score -830336.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -830349.125000 Penalty: 4415.145508 Iteration 21Q: 3 clusters Score -830349.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -830358.812500 Penalty: 4415.145508 Iteration 22Q: 3 clusters Score -830358.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -830362.625000 Penalty: 4415.145508 Iteration 23Q: 3 clusters Score -830362.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -830367.875000 Penalty: 4415.145508 Iteration 24Q: 3 clusters Score -830367.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -830368.875000 Penalty: 4415.145508 Iteration 25Q: 3 clusters Score -830368.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -830371.687500 Penalty: 4415.145508 Iteration 26Q: 3 clusters Score -830371.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -830373.250000 Penalty: 4415.145508 Iteration 27Q: 3 clusters Score -830373.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -830378.312500 Penalty: 4415.145508 Iteration 28Q: 3 clusters Score -830378.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -830378.375000 Penalty: 4415.145508 Iteration 29Q: 3 clusters Score -830378.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -830378.750000 Penalty: 4415.145508 Iteration 30Q: 3 clusters Score -830378.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -830380.562500 Penalty: 4415.145508 Iteration 31Q: 3 clusters Score -830380.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -830380.875000 Penalty: 4415.145508 Iteration 32Q: 3 clusters Score -830380.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -830381.937500 Penalty: 4415.145508 Iteration 33Q: 3 clusters Score -830381.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -830383.125000 Penalty: 4415.145508 Iteration 34Q: 3 clusters Score -830383.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -830382.062500 Penalty: 4415.145508 Iteration 35Q: 3 clusters Score -830382.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -830382.125000 Penalty: 4415.145508 Iteration 36Q: 3 clusters Score -830382.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -830382.750000 Penalty: 4415.145508 Iteration 37Q: 3 clusters Score -830382.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -830382.750000 Penalty: 4415.145508 Iteration 38F: 3 clusters Score -830382.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21794 members Entering Unmasked Estep Score: -2587128.750000 Penalty: 2477.368896 Iteration 0F: 2 clusters Score -2587129 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 10799 members Entering Unmasked Estep Score: -2572082.750000 Penalty: 4954.737793 Iteration 0F: 3 clusters Score -2572083 nChanged 9676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -2577116.000000 Penalty: 4954.737793 Iteration 1F: 3 clusters Score -2577116 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -2577461.000000 Penalty: 4954.737793 Iteration 2Q: 3 clusters Score -2577461 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 10025 members Entering Unmasked Estep Score: -2577736.000000 Penalty: 4954.737793 Iteration 3Q: 3 clusters Score -2577736 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -2578009.750000 Penalty: 4954.737793 Iteration 4Q: 3 clusters Score -2578010 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12414 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -2578262.000000 Penalty: 4954.737793 Iteration 5Q: 3 clusters Score -2578262 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12866 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -2578547.500000 Penalty: 4954.737793 Iteration 6Q: 3 clusters Score -2578548 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13451 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -2578939.000000 Penalty: 4954.737793 Iteration 7Q: 3 clusters Score -2578939 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14193 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2579434.500000 Penalty: 4954.737793 Iteration 8Q: 3 clusters Score -2579434 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15113 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -2580141.500000 Penalty: 4954.737793 Iteration 9F: 3 clusters Score -2580142 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16155 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -2581015.250000 Penalty: 4954.737793 Iteration 10F: 3 clusters Score -2581015 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -2582100.250000 Penalty: 4954.737793 Iteration 11F: 3 clusters Score -2582100 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18176 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -2583300.500000 Penalty: 4954.737793 Iteration 12Q: 3 clusters Score -2583300 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18797 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -2584434.500000 Penalty: 4954.737793 Iteration 13Q: 3 clusters Score -2584434 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -2585253.000000 Penalty: 4954.737793 Iteration 14Q: 3 clusters Score -2585253 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19158 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -2585596.000000 Penalty: 4954.737793 Iteration 15Q: 3 clusters Score -2585596 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19192 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -2585693.750000 Penalty: 4954.737793 Iteration 16Q: 3 clusters Score -2585694 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19213 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -2585762.000000 Penalty: 4954.737793 Iteration 17Q: 3 clusters Score -2585762 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19228 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -2585786.500000 Penalty: 4954.737793 Iteration 18Q: 3 clusters Score -2585786 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19226 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -2585796.000000 Penalty: 4954.737793 Iteration 19Q: 3 clusters Score -2585796 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19223 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -2585804.250000 Penalty: 4954.737793 Iteration 20F: 3 clusters Score -2585804 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19224 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -2585805.250000 Penalty: 4954.737793 Iteration 21Q: 3 clusters Score -2585805 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19229 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -2585808.500000 Penalty: 4954.737793 Iteration 22Q: 3 clusters Score -2585808 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19239 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -2585811.000000 Penalty: 4954.737793 Iteration 23Q: 3 clusters Score -2585811 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19247 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -2585813.750000 Penalty: 4954.737793 Iteration 24Q: 3 clusters Score -2585814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19249 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -2585814.250000 Penalty: 4954.737793 Iteration 25Q: 3 clusters Score -2585814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -2585818.250000 Penalty: 4954.737793 Iteration 26Q: 3 clusters Score -2585818 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -2585819.750000 Penalty: 4954.737793 Iteration 27Q: 3 clusters Score -2585820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19256 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -2585816.250000 Penalty: 4954.737793 Iteration 28Q: 3 clusters Score -2585816 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19260 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -2585822.000000 Penalty: 4954.737793 Iteration 29Q: 3 clusters Score -2585822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -2585822.250000 Penalty: 4954.737793 Iteration 30Q: 3 clusters Score -2585822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -2585825.000000 Penalty: 4954.737793 Iteration 31Q: 3 clusters Score -2585825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19260 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -2585823.000000 Penalty: 4954.737793 Iteration 32Q: 3 clusters Score -2585823 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19260 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -2585823.000000 Penalty: 4954.737793 Iteration 33F: 3 clusters Score -2585823 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Entering Unmasked Estep Score: -162833.609375 Penalty: 1809.342285 Iteration 0F: 2 clusters Score -162833.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -160597.015625 Penalty: 3618.684570 Iteration 0F: 3 clusters Score -160597 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -160954.531250 Penalty: 3618.684570 Iteration 1F: 3 clusters Score -160954.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -161050.734375 Penalty: 3618.684570 Iteration 2F: 3 clusters Score -161050.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -161092.343750 Penalty: 3618.684570 Iteration 3Q: 3 clusters Score -161092.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -161120.546875 Penalty: 3618.684570 Iteration 4Q: 3 clusters Score -161120.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -161160.140625 Penalty: 3618.684570 Iteration 5Q: 3 clusters Score -161160.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -161191.500000 Penalty: 3618.684570 Iteration 6Q: 3 clusters Score -161191.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -161208.078125 Penalty: 3618.684570 Iteration 7Q: 3 clusters Score -161208.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -161218.031250 Penalty: 3618.684570 Iteration 8Q: 3 clusters Score -161218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -161222.375000 Penalty: 3618.684570 Iteration 9Q: 3 clusters Score -161222.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -161224.781250 Penalty: 3618.684570 Iteration 10Q: 3 clusters Score -161224.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -161225.781250 Penalty: 3618.684570 Iteration 11Q: 3 clusters Score -161225.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -161225.781250 Penalty: 3618.684570 Iteration 12F: 3 clusters Score -161225.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Entering Unmasked Estep Score: -44308.660156 Penalty: 1485.262329 Iteration 0F: 2 clusters Score -44308.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -42985.468750 Penalty: 2970.524658 Iteration 0F: 3 clusters Score -42985.47 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -43153.808594 Penalty: 2970.524658 Iteration 1F: 3 clusters Score -43153.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43235.253906 Penalty: 2970.524658 Iteration 2F: 3 clusters Score -43235.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -43267.511719 Penalty: 2970.524658 Iteration 3Q: 3 clusters Score -43267.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -43275.117188 Penalty: 2970.524658 Iteration 4Q: 3 clusters Score -43275.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -43284.015625 Penalty: 2970.524658 Iteration 5Q: 3 clusters Score -43284.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -43295.167969 Penalty: 2970.524658 Iteration 6Q: 3 clusters Score -43295.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -43298.949219 Penalty: 2970.524658 Iteration 7Q: 3 clusters Score -43298.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -43302.046875 Penalty: 2970.524658 Iteration 8Q: 3 clusters Score -43302.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -43303.132812 Penalty: 2970.524658 Iteration 9Q: 3 clusters Score -43303.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -43304.226562 Penalty: 2970.524658 Iteration 10Q: 3 clusters Score -43304.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -43304.226562 Penalty: 2970.524658 Iteration 11F: 3 clusters Score -43304.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Entering Unmasked Estep Score: -163537.109375 Penalty: 1792.460327 Iteration 0F: 2 clusters Score -163537.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -161391.484375 Penalty: 3584.920654 Iteration 0F: 3 clusters Score -161391.5 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -161859.562500 Penalty: 3584.920654 Iteration 1F: 3 clusters Score -161859.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -162078.546875 Penalty: 3584.920654 Iteration 2F: 3 clusters Score -162078.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -162327.953125 Penalty: 3584.920654 Iteration 3F: 3 clusters Score -162328 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -162585.312500 Penalty: 3584.920654 Iteration 4F: 3 clusters Score -162585.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -162786.703125 Penalty: 3584.920654 Iteration 5F: 3 clusters Score -162786.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -162932.687500 Penalty: 3584.920654 Iteration 6Q: 3 clusters Score -162932.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -163076.578125 Penalty: 3584.920654 Iteration 7Q: 3 clusters Score -163076.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -163229.859375 Penalty: 3584.920654 Iteration 8Q: 3 clusters Score -163229.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -163333.250000 Penalty: 3584.920654 Iteration 9Q: 3 clusters Score -163333.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -163371.125000 Penalty: 3584.920654 Iteration 10Q: 3 clusters Score -163371.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -163380.750000 Penalty: 3584.920654 Iteration 11Q: 3 clusters Score -163380.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -163383.453125 Penalty: 3584.920654 Iteration 12Q: 3 clusters Score -163383.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -163385.156250 Penalty: 3584.920654 Iteration 13Q: 3 clusters Score -163385.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -163385.953125 Penalty: 3584.920654 Iteration 14Q: 3 clusters Score -163386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -163386.546875 Penalty: 3584.920654 Iteration 15Q: 3 clusters Score -163386.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -163386.546875 Penalty: 3584.920654 Iteration 16F: 3 clusters Score -163386.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Entering Unmasked Estep Score: -834810.250000 Penalty: 2189.829590 Iteration 0F: 2 clusters Score -834810.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -829141.562500 Penalty: 4379.659180 Iteration 0F: 3 clusters Score -829141.6 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -830677.687500 Penalty: 4379.659180 Iteration 1F: 3 clusters Score -830677.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -830969.250000 Penalty: 4379.659180 Iteration 2F: 3 clusters Score -830969.2 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -831200.937500 Penalty: 4379.659180 Iteration 3F: 3 clusters Score -831200.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -831389.687500 Penalty: 4379.659180 Iteration 4Q: 3 clusters Score -831389.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -831551.750000 Penalty: 4379.659180 Iteration 5Q: 3 clusters Score -831551.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -831694.625000 Penalty: 4379.659180 Iteration 6Q: 3 clusters Score -831694.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -831818.062500 Penalty: 4379.659180 Iteration 7Q: 3 clusters Score -831818.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -831906.937500 Penalty: 4379.659180 Iteration 8Q: 3 clusters Score -831906.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -832006.875000 Penalty: 4379.659180 Iteration 9Q: 3 clusters Score -832006.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -832100.312500 Penalty: 4379.659180 Iteration 10Q: 3 clusters Score -832100.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -832183.187500 Penalty: 4379.659180 Iteration 11Q: 3 clusters Score -832183.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -832274.500000 Penalty: 4379.659180 Iteration 12Q: 3 clusters Score -832274.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -832360.875000 Penalty: 4379.659180 Iteration 13Q: 3 clusters Score -832360.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -832450.937500 Penalty: 4379.659180 Iteration 14Q: 3 clusters Score -832450.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -832523.375000 Penalty: 4379.659180 Iteration 15Q: 3 clusters Score -832523.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -832609.250000 Penalty: 4379.659180 Iteration 16Q: 3 clusters Score -832609.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -832683.062500 Penalty: 4379.659180 Iteration 17Q: 3 clusters Score -832683.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -832759.062500 Penalty: 4379.659180 Iteration 18Q: 3 clusters Score -832759.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -832835.437500 Penalty: 4379.659180 Iteration 19Q: 3 clusters Score -832835.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -832906.312500 Penalty: 4379.659180 Iteration 20F: 3 clusters Score -832906.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -832976.562500 Penalty: 4379.659180 Iteration 21Q: 3 clusters Score -832976.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -833046.125000 Penalty: 4379.659180 Iteration 22Q: 3 clusters Score -833046.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -833110.437500 Penalty: 4379.659180 Iteration 23Q: 3 clusters Score -833110.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -833185.000000 Penalty: 4379.659180 Iteration 24Q: 3 clusters Score -833185 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -833283.312500 Penalty: 4379.659180 Iteration 25Q: 3 clusters Score -833283.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -833377.062500 Penalty: 4379.659180 Iteration 26Q: 3 clusters Score -833377.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -833430.625000 Penalty: 4379.659180 Iteration 27Q: 3 clusters Score -833430.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -833465.125000 Penalty: 4379.659180 Iteration 28Q: 3 clusters Score -833465.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -833489.187500 Penalty: 4379.659180 Iteration 29Q: 3 clusters Score -833489.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -833501.000000 Penalty: 4379.659180 Iteration 30Q: 3 clusters Score -833501 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -833504.562500 Penalty: 4379.659180 Iteration 31Q: 3 clusters Score -833504.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -833509.812500 Penalty: 4379.659180 Iteration 32Q: 3 clusters Score -833509.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -833510.875000 Penalty: 4379.659180 Iteration 33Q: 3 clusters Score -833510.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -833511.875000 Penalty: 4379.659180 Iteration 34Q: 3 clusters Score -833511.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -833514.562500 Penalty: 4379.659180 Iteration 35Q: 3 clusters Score -833514.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -833514.687500 Penalty: 4379.659180 Iteration 36Q: 3 clusters Score -833514.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -833517.312500 Penalty: 4379.659180 Iteration 37Q: 3 clusters Score -833517.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -833517.250000 Penalty: 4379.659180 Iteration 38Q: 3 clusters Score -833517.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -833518.812500 Penalty: 4379.659180 Iteration 39Q: 3 clusters Score -833518.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -833519.062500 Penalty: 4379.659180 Iteration 40F: 3 clusters Score -833519.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -833520.875000 Penalty: 4379.659180 Iteration 41Q: 3 clusters Score -833520.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -833520.875000 Penalty: 4379.659180 Iteration 42F: 3 clusters Score -833520.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Entering Unmasked Estep Score: -1061566.125000 Penalty: 2249.484863 Iteration 0F: 2 clusters Score -1061566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1054695.250000 Penalty: 4498.969727 Iteration 0F: 3 clusters Score -1054695 nChanged 3569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1056550.750000 Penalty: 4498.969727 Iteration 1F: 3 clusters Score -1056551 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1056867.375000 Penalty: 4498.969727 Iteration 2F: 3 clusters Score -1056867 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1057109.875000 Penalty: 4498.969727 Iteration 3F: 3 clusters Score -1057110 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1057352.750000 Penalty: 4498.969727 Iteration 4F: 3 clusters Score -1057353 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1057596.750000 Penalty: 4498.969727 Iteration 5Q: 3 clusters Score -1057597 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1057841.500000 Penalty: 4498.969727 Iteration 6Q: 3 clusters Score -1057842 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1058076.750000 Penalty: 4498.969727 Iteration 7Q: 3 clusters Score -1058077 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1058321.000000 Penalty: 4498.969727 Iteration 8Q: 3 clusters Score -1058321 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1058528.125000 Penalty: 4498.969727 Iteration 9Q: 3 clusters Score -1058528 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1058692.375000 Penalty: 4498.969727 Iteration 10Q: 3 clusters Score -1058692 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1058831.625000 Penalty: 4498.969727 Iteration 11Q: 3 clusters Score -1058832 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1058965.625000 Penalty: 4498.969727 Iteration 12Q: 3 clusters Score -1058966 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1059074.750000 Penalty: 4498.969727 Iteration 13Q: 3 clusters Score -1059075 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1059168.250000 Penalty: 4498.969727 Iteration 14Q: 3 clusters Score -1059168 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1059247.375000 Penalty: 4498.969727 Iteration 15Q: 3 clusters Score -1059247 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1059301.250000 Penalty: 4498.969727 Iteration 16Q: 3 clusters Score -1059301 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1059353.500000 Penalty: 4498.969727 Iteration 17Q: 3 clusters Score -1059354 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1059385.500000 Penalty: 4498.969727 Iteration 18Q: 3 clusters Score -1059386 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1059408.375000 Penalty: 4498.969727 Iteration 19Q: 3 clusters Score -1059408 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1059432.250000 Penalty: 4498.969727 Iteration 20F: 3 clusters Score -1059432 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1059455.000000 Penalty: 4498.969727 Iteration 21Q: 3 clusters Score -1059455 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1059474.375000 Penalty: 4498.969727 Iteration 22Q: 3 clusters Score -1059474 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1059490.500000 Penalty: 4498.969727 Iteration 23Q: 3 clusters Score -1059490 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1059501.500000 Penalty: 4498.969727 Iteration 24Q: 3 clusters Score -1059502 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1059510.375000 Penalty: 4498.969727 Iteration 25Q: 3 clusters Score -1059510 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1059518.500000 Penalty: 4498.969727 Iteration 26Q: 3 clusters Score -1059518 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1059529.875000 Penalty: 4498.969727 Iteration 27Q: 3 clusters Score -1059530 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1059538.750000 Penalty: 4498.969727 Iteration 28Q: 3 clusters Score -1059539 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1059558.250000 Penalty: 4498.969727 Iteration 29Q: 3 clusters Score -1059558 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1059564.750000 Penalty: 4498.969727 Iteration 30Q: 3 clusters Score -1059565 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1059574.375000 Penalty: 4498.969727 Iteration 31Q: 3 clusters Score -1059574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1059580.500000 Penalty: 4498.969727 Iteration 32Q: 3 clusters Score -1059580 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1059588.250000 Penalty: 4498.969727 Iteration 33Q: 3 clusters Score -1059588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1059592.750000 Penalty: 4498.969727 Iteration 34Q: 3 clusters Score -1059593 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1059593.375000 Penalty: 4498.969727 Iteration 35Q: 3 clusters Score -1059593 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1059594.500000 Penalty: 4498.969727 Iteration 36Q: 3 clusters Score -1059594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1059595.625000 Penalty: 4498.969727 Iteration 37Q: 3 clusters Score -1059596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1059595.750000 Penalty: 4498.969727 Iteration 38Q: 3 clusters Score -1059596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1059596.000000 Penalty: 4498.969727 Iteration 39Q: 3 clusters Score -1059596 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1059596.000000 Penalty: 4498.969727 Iteration 40F: 3 clusters Score -1059596 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (152101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152101 members Entering Unmasked Estep Score: -19020960.000000 Penalty: 2959.210205 Iteration 0F: 2 clusters Score -1.902096e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76054 members Mstep: Class 2 contains 76047 members Entering Unmasked Estep Score: -18920334.000000 Penalty: 5918.420410 Iteration 0F: 3 clusters Score -1.892033e+07 nChanged 72509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77173 members Mstep: Class 2 contains 74928 members Entering Unmasked Estep Score: -18962358.000000 Penalty: 5918.420410 Iteration 1F: 3 clusters Score -1.896236e+07 nChanged 5065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78010 members Mstep: Class 2 contains 74091 members Entering Unmasked Estep Score: -18963758.000000 Penalty: 5918.420410 Iteration 2Q: 3 clusters Score -1.896376e+07 nChanged 5704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79464 members Mstep: Class 2 contains 72637 members Entering Unmasked Estep Score: -18965684.000000 Penalty: 5918.420410 Iteration 3Q: 3 clusters Score -1.896568e+07 nChanged 6785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81691 members Mstep: Class 2 contains 70410 members Entering Unmasked Estep Score: -18968266.000000 Penalty: 5918.420410 Iteration 4Q: 3 clusters Score -1.896827e+07 nChanged 7917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85064 members Mstep: Class 2 contains 67037 members Entering Unmasked Estep Score: -18971648.000000 Penalty: 5918.420410 Iteration 5F: 3 clusters Score -1.897165e+07 nChanged 8879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89663 members Mstep: Class 2 contains 62438 members Entering Unmasked Estep Score: -18975956.000000 Penalty: 5918.420410 Iteration 6F: 3 clusters Score -1.897596e+07 nChanged 9033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95034 members Mstep: Class 2 contains 57067 members Entering Unmasked Estep Score: -18980108.000000 Penalty: 5918.420410 Iteration 7F: 3 clusters Score -1.898011e+07 nChanged 8668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100944 members Mstep: Class 2 contains 51157 members Entering Unmasked Estep Score: -18984138.000000 Penalty: 5918.420410 Iteration 8F: 3 clusters Score -1.898414e+07 nChanged 7923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107287 members Mstep: Class 2 contains 44814 members Entering Unmasked Estep Score: -18988194.000000 Penalty: 5918.420410 Iteration 9F: 3 clusters Score -1.898819e+07 nChanged 7153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113848 members Mstep: Class 2 contains 38253 members Entering Unmasked Estep Score: -18991996.000000 Penalty: 5918.420410 Iteration 10Q: 3 clusters Score -1.8992e+07 nChanged 6952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120640 members Mstep: Class 2 contains 31461 members Entering Unmasked Estep Score: -18995980.000000 Penalty: 5918.420410 Iteration 11Q: 3 clusters Score -1.899598e+07 nChanged 6803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127427 members Mstep: Class 2 contains 24674 members Entering Unmasked Estep Score: -19000430.000000 Penalty: 5918.420410 Iteration 12Q: 3 clusters Score -1.900043e+07 nChanged 6647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134074 members Mstep: Class 2 contains 18027 members Entering Unmasked Estep Score: -19005078.000000 Penalty: 5918.420410 Iteration 13Q: 3 clusters Score -1.900508e+07 nChanged 5901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139975 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -19009516.000000 Penalty: 5918.420410 Iteration 14Q: 3 clusters Score -1.900952e+07 nChanged 4548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144523 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -19012918.000000 Penalty: 5918.420410 Iteration 15Q: 3 clusters Score -1.901292e+07 nChanged 3126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147649 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -19015300.000000 Penalty: 5918.420410 Iteration 16Q: 3 clusters Score -1.90153e+07 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149459 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -19016698.000000 Penalty: 5918.420410 Iteration 17Q: 3 clusters Score -1.90167e+07 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150417 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -19017516.000000 Penalty: 5918.420410 Iteration 18Q: 3 clusters Score -1.901752e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150897 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -19017804.000000 Penalty: 5918.420410 Iteration 19Q: 3 clusters Score -1.90178e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151137 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -19018010.000000 Penalty: 5918.420410 Iteration 20F: 3 clusters Score -1.901801e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151282 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -19018168.000000 Penalty: 5918.420410 Iteration 21Q: 3 clusters Score -1.901817e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151368 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -19018230.000000 Penalty: 5918.420410 Iteration 22Q: 3 clusters Score -1.901823e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151419 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -19018288.000000 Penalty: 5918.420410 Iteration 23Q: 3 clusters Score -1.901829e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151463 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -19018286.000000 Penalty: 5918.420410 Iteration 24Q: 3 clusters Score -1.901829e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151488 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -19018310.000000 Penalty: 5918.420410 Iteration 25Q: 3 clusters Score -1.901831e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151508 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -19018328.000000 Penalty: 5918.420410 Iteration 26Q: 3 clusters Score -1.901833e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151520 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -19018360.000000 Penalty: 5918.420410 Iteration 27Q: 3 clusters Score -1.901836e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151528 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -19018372.000000 Penalty: 5918.420410 Iteration 28Q: 3 clusters Score -1.901837e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151529 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -19018372.000000 Penalty: 5918.420410 Iteration 29Q: 3 clusters Score -1.901837e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151532 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -19018386.000000 Penalty: 5918.420410 Iteration 30Q: 3 clusters Score -1.901839e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151536 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -19018392.000000 Penalty: 5918.420410 Iteration 31Q: 3 clusters Score -1.901839e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151540 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -19018392.000000 Penalty: 5918.420410 Iteration 32Q: 3 clusters Score -1.901839e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151545 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -19018398.000000 Penalty: 5918.420410 Iteration 33Q: 3 clusters Score -1.90184e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151553 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -19018390.000000 Penalty: 5918.420410 Iteration 34Q: 3 clusters Score -1.901839e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151556 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -19018400.000000 Penalty: 5918.420410 Iteration 35Q: 3 clusters Score -1.90184e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151558 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -19018406.000000 Penalty: 5918.420410 Iteration 36Q: 3 clusters Score -1.901841e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151562 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -19018406.000000 Penalty: 5918.420410 Iteration 37Q: 3 clusters Score -1.901841e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151563 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -19018408.000000 Penalty: 5918.420410 Iteration 38Q: 3 clusters Score -1.901841e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151566 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -19018426.000000 Penalty: 5918.420410 Iteration 39Q: 3 clusters Score -1.901843e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151567 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -19018434.000000 Penalty: 5918.420410 Iteration 40F: 3 clusters Score -1.901843e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151569 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -19018426.000000 Penalty: 5918.420410 Iteration 41Q: 3 clusters Score -1.901843e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151573 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -19018430.000000 Penalty: 5918.420410 Iteration 42Q: 3 clusters Score -1.901843e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151573 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -19018430.000000 Penalty: 5918.420410 Iteration 43F: 3 clusters Score -1.901843e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Entering Unmasked Estep Score: -879658.375000 Penalty: 2213.380615 Iteration 0F: 2 clusters Score -879658.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -873545.625000 Penalty: 4426.761230 Iteration 0F: 3 clusters Score -873545.6 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -875301.687500 Penalty: 4426.761230 Iteration 1F: 3 clusters Score -875301.7 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -875597.500000 Penalty: 4426.761230 Iteration 2F: 3 clusters Score -875597.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -875816.500000 Penalty: 4426.761230 Iteration 3F: 3 clusters Score -875816.5 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -875981.812500 Penalty: 4426.761230 Iteration 4Q: 3 clusters Score -875981.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -876129.500000 Penalty: 4426.761230 Iteration 5Q: 3 clusters Score -876129.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -876266.875000 Penalty: 4426.761230 Iteration 6Q: 3 clusters Score -876266.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -876397.937500 Penalty: 4426.761230 Iteration 7Q: 3 clusters Score -876397.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -876509.187500 Penalty: 4426.761230 Iteration 8Q: 3 clusters Score -876509.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -876622.437500 Penalty: 4426.761230 Iteration 9Q: 3 clusters Score -876622.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -876737.500000 Penalty: 4426.761230 Iteration 10Q: 3 clusters Score -876737.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -876858.687500 Penalty: 4426.761230 Iteration 11Q: 3 clusters Score -876858.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -876987.250000 Penalty: 4426.761230 Iteration 12Q: 3 clusters Score -876987.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -877116.625000 Penalty: 4426.761230 Iteration 13Q: 3 clusters Score -877116.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -877281.812500 Penalty: 4426.761230 Iteration 14Q: 3 clusters Score -877281.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -877483.812500 Penalty: 4426.761230 Iteration 15Q: 3 clusters Score -877483.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -877653.375000 Penalty: 4426.761230 Iteration 16Q: 3 clusters Score -877653.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -877785.500000 Penalty: 4426.761230 Iteration 17Q: 3 clusters Score -877785.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -877887.312500 Penalty: 4426.761230 Iteration 18Q: 3 clusters Score -877887.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -877956.312500 Penalty: 4426.761230 Iteration 19Q: 3 clusters Score -877956.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -878010.437500 Penalty: 4426.761230 Iteration 20F: 3 clusters Score -878010.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -878056.937500 Penalty: 4426.761230 Iteration 21Q: 3 clusters Score -878056.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -878090.062500 Penalty: 4426.761230 Iteration 22Q: 3 clusters Score -878090.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -878122.750000 Penalty: 4426.761230 Iteration 23Q: 3 clusters Score -878122.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -878155.687500 Penalty: 4426.761230 Iteration 24Q: 3 clusters Score -878155.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -878192.937500 Penalty: 4426.761230 Iteration 25Q: 3 clusters Score -878192.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -878215.375000 Penalty: 4426.761230 Iteration 26Q: 3 clusters Score -878215.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -878232.125000 Penalty: 4426.761230 Iteration 27Q: 3 clusters Score -878232.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -878242.062500 Penalty: 4426.761230 Iteration 28Q: 3 clusters Score -878242.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -878249.062500 Penalty: 4426.761230 Iteration 29Q: 3 clusters Score -878249.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -878258.250000 Penalty: 4426.761230 Iteration 30Q: 3 clusters Score -878258.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -878261.250000 Penalty: 4426.761230 Iteration 31Q: 3 clusters Score -878261.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -878264.812500 Penalty: 4426.761230 Iteration 32Q: 3 clusters Score -878264.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -878268.437500 Penalty: 4426.761230 Iteration 33Q: 3 clusters Score -878268.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -878273.500000 Penalty: 4426.761230 Iteration 34Q: 3 clusters Score -878273.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -878275.000000 Penalty: 4426.761230 Iteration 35Q: 3 clusters Score -878275 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -878276.625000 Penalty: 4426.761230 Iteration 36Q: 3 clusters Score -878276.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -878279.562500 Penalty: 4426.761230 Iteration 37Q: 3 clusters Score -878279.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -878278.937500 Penalty: 4426.761230 Iteration 38Q: 3 clusters Score -878278.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -878281.125000 Penalty: 4426.761230 Iteration 39Q: 3 clusters Score -878281.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -878281.562500 Penalty: 4426.761230 Iteration 40F: 3 clusters Score -878281.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -878284.062500 Penalty: 4426.761230 Iteration 41Q: 3 clusters Score -878284.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -878284.875000 Penalty: 4426.761230 Iteration 42Q: 3 clusters Score -878284.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -878285.625000 Penalty: 4426.761230 Iteration 43Q: 3 clusters Score -878285.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -878284.937500 Penalty: 4426.761230 Iteration 44Q: 3 clusters Score -878284.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -878287.812500 Penalty: 4426.761230 Iteration 45Q: 3 clusters Score -878287.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -878287.250000 Penalty: 4426.761230 Iteration 46Q: 3 clusters Score -878287.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -878286.812500 Penalty: 4426.761230 Iteration 47Q: 3 clusters Score -878286.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -878286.875000 Penalty: 4426.761230 Iteration 48Q: 3 clusters Score -878286.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -878288.437500 Penalty: 4426.761230 Iteration 49Q: 3 clusters Score -878288.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -878291.562500 Penalty: 4426.761230 Iteration 50Q: 3 clusters Score -878291.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -878293.062500 Penalty: 4426.761230 Iteration 51Q: 3 clusters Score -878293.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -878294.500000 Penalty: 4426.761230 Iteration 52Q: 3 clusters Score -878294.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -878298.937500 Penalty: 4426.761230 Iteration 53Q: 3 clusters Score -878298.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -878301.000000 Penalty: 4426.761230 Iteration 54Q: 3 clusters Score -878301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -878302.875000 Penalty: 4426.761230 Iteration 55Q: 3 clusters Score -878302.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -878303.687500 Penalty: 4426.761230 Iteration 56Q: 3 clusters Score -878303.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -878304.000000 Penalty: 4426.761230 Iteration 57Q: 3 clusters Score -878304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -878307.062500 Penalty: 4426.761230 Iteration 58Q: 3 clusters Score -878307.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -878307.812500 Penalty: 4426.761230 Iteration 59Q: 3 clusters Score -878307.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -878310.812500 Penalty: 4426.761230 Iteration 60F: 3 clusters Score -878310.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -878310.187500 Penalty: 4426.761230 Iteration 61Q: 3 clusters Score -878310.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -878311.437500 Penalty: 4426.761230 Iteration 62Q: 3 clusters Score -878311.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -878311.125000 Penalty: 4426.761230 Iteration 63Q: 3 clusters Score -878311.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -878312.187500 Penalty: 4426.761230 Iteration 64Q: 3 clusters Score -878312.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -878314.312500 Penalty: 4426.761230 Iteration 65Q: 3 clusters Score -878314.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -878316.250000 Penalty: 4426.761230 Iteration 66Q: 3 clusters Score -878316.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -878317.437500 Penalty: 4426.761230 Iteration 67Q: 3 clusters Score -878317.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -878320.125000 Penalty: 4426.761230 Iteration 68Q: 3 clusters Score -878320.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -878321.625000 Penalty: 4426.761230 Iteration 69Q: 3 clusters Score -878321.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -878321.500000 Penalty: 4426.761230 Iteration 70Q: 3 clusters Score -878321.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -878321.750000 Penalty: 4426.761230 Iteration 71Q: 3 clusters Score -878321.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -878322.625000 Penalty: 4426.761230 Iteration 72Q: 3 clusters Score -878322.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -878323.250000 Penalty: 4426.761230 Iteration 73Q: 3 clusters Score -878323.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -878322.937500 Penalty: 4426.761230 Iteration 74Q: 3 clusters Score -878322.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -878322.812500 Penalty: 4426.761230 Iteration 75Q: 3 clusters Score -878322.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -878326.000000 Penalty: 4426.761230 Iteration 76Q: 3 clusters Score -878326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -878326.312500 Penalty: 4426.761230 Iteration 77Q: 3 clusters Score -878326.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -878326.812500 Penalty: 4426.761230 Iteration 78Q: 3 clusters Score -878326.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -878327.937500 Penalty: 4426.761230 Iteration 79Q: 3 clusters Score -878327.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -878329.500000 Penalty: 4426.761230 Iteration 80F: 3 clusters Score -878329.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -878328.375000 Penalty: 4426.761230 Iteration 81Q: 3 clusters Score -878328.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -878328.375000 Penalty: 4426.761230 Iteration 82F: 3 clusters Score -878328.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Entering Unmasked Estep Score: -703181.000000 Penalty: 2156.402832 Iteration 0F: 2 clusters Score -703181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -698076.062500 Penalty: 4312.805664 Iteration 0F: 3 clusters Score -698076.1 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -699293.000000 Penalty: 4312.805664 Iteration 1F: 3 clusters Score -699293 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -699517.062500 Penalty: 4312.805664 Iteration 2F: 3 clusters Score -699517.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -699652.000000 Penalty: 4312.805664 Iteration 3Q: 3 clusters Score -699652 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -699732.250000 Penalty: 4312.805664 Iteration 4Q: 3 clusters Score -699732.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -699778.312500 Penalty: 4312.805664 Iteration 5Q: 3 clusters Score -699778.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -699813.312500 Penalty: 4312.805664 Iteration 6Q: 3 clusters Score -699813.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -699848.625000 Penalty: 4312.805664 Iteration 7Q: 3 clusters Score -699848.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -699880.812500 Penalty: 4312.805664 Iteration 8Q: 3 clusters Score -699880.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -699915.937500 Penalty: 4312.805664 Iteration 9Q: 3 clusters Score -699915.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -699944.875000 Penalty: 4312.805664 Iteration 10Q: 3 clusters Score -699944.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -699976.250000 Penalty: 4312.805664 Iteration 11Q: 3 clusters Score -699976.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -700009.312500 Penalty: 4312.805664 Iteration 12Q: 3 clusters Score -700009.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -700043.375000 Penalty: 4312.805664 Iteration 13Q: 3 clusters Score -700043.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -700078.250000 Penalty: 4312.805664 Iteration 14Q: 3 clusters Score -700078.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -700105.062500 Penalty: 4312.805664 Iteration 15Q: 3 clusters Score -700105.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -700134.375000 Penalty: 4312.805664 Iteration 16Q: 3 clusters Score -700134.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -700168.625000 Penalty: 4312.805664 Iteration 17Q: 3 clusters Score -700168.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -700208.750000 Penalty: 4312.805664 Iteration 18Q: 3 clusters Score -700208.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -700247.875000 Penalty: 4312.805664 Iteration 19Q: 3 clusters Score -700247.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -700289.250000 Penalty: 4312.805664 Iteration 20F: 3 clusters Score -700289.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -700348.187500 Penalty: 4312.805664 Iteration 21Q: 3 clusters Score -700348.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -700404.437500 Penalty: 4312.805664 Iteration 22Q: 3 clusters Score -700404.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -700460.375000 Penalty: 4312.805664 Iteration 23Q: 3 clusters Score -700460.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -700533.062500 Penalty: 4312.805664 Iteration 24Q: 3 clusters Score -700533.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -700615.500000 Penalty: 4312.805664 Iteration 25Q: 3 clusters Score -700615.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -700690.062500 Penalty: 4312.805664 Iteration 26Q: 3 clusters Score -700690.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -700753.250000 Penalty: 4312.805664 Iteration 27Q: 3 clusters Score -700753.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -700821.812500 Penalty: 4312.805664 Iteration 28Q: 3 clusters Score -700821.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -700884.125000 Penalty: 4312.805664 Iteration 29Q: 3 clusters Score -700884.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -700936.125000 Penalty: 4312.805664 Iteration 30Q: 3 clusters Score -700936.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -700983.562500 Penalty: 4312.805664 Iteration 31Q: 3 clusters Score -700983.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -701019.312500 Penalty: 4312.805664 Iteration 32Q: 3 clusters Score -701019.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -701053.687500 Penalty: 4312.805664 Iteration 33Q: 3 clusters Score -701053.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -701080.562500 Penalty: 4312.805664 Iteration 34Q: 3 clusters Score -701080.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -701115.562500 Penalty: 4312.805664 Iteration 35Q: 3 clusters Score -701115.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -701168.750000 Penalty: 4312.805664 Iteration 36Q: 3 clusters Score -701168.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -701215.625000 Penalty: 4312.805664 Iteration 37Q: 3 clusters Score -701215.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -701236.687500 Penalty: 4312.805664 Iteration 38Q: 3 clusters Score -701236.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -701260.187500 Penalty: 4312.805664 Iteration 39Q: 3 clusters Score -701260.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -701271.437500 Penalty: 4312.805664 Iteration 40F: 3 clusters Score -701271.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -701285.937500 Penalty: 4312.805664 Iteration 41Q: 3 clusters Score -701285.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -701299.375000 Penalty: 4312.805664 Iteration 42Q: 3 clusters Score -701299.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -701308.562500 Penalty: 4312.805664 Iteration 43Q: 3 clusters Score -701308.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -701317.375000 Penalty: 4312.805664 Iteration 44Q: 3 clusters Score -701317.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -701326.437500 Penalty: 4312.805664 Iteration 45Q: 3 clusters Score -701326.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -701330.000000 Penalty: 4312.805664 Iteration 46Q: 3 clusters Score -701330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -701331.687500 Penalty: 4312.805664 Iteration 47Q: 3 clusters Score -701331.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -701332.750000 Penalty: 4312.805664 Iteration 48Q: 3 clusters Score -701332.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -701334.687500 Penalty: 4312.805664 Iteration 49Q: 3 clusters Score -701334.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -701337.812500 Penalty: 4312.805664 Iteration 50Q: 3 clusters Score -701337.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -701338.937500 Penalty: 4312.805664 Iteration 51Q: 3 clusters Score -701338.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -701340.312500 Penalty: 4312.805664 Iteration 52Q: 3 clusters Score -701340.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -701341.437500 Penalty: 4312.805664 Iteration 53Q: 3 clusters Score -701341.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -701346.375000 Penalty: 4312.805664 Iteration 54Q: 3 clusters Score -701346.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -701348.750000 Penalty: 4312.805664 Iteration 55Q: 3 clusters Score -701348.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -701349.562500 Penalty: 4312.805664 Iteration 56Q: 3 clusters Score -701349.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -701350.375000 Penalty: 4312.805664 Iteration 57Q: 3 clusters Score -701350.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -701351.625000 Penalty: 4312.805664 Iteration 58Q: 3 clusters Score -701351.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -701352.625000 Penalty: 4312.805664 Iteration 59Q: 3 clusters Score -701352.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -701353.250000 Penalty: 4312.805664 Iteration 60F: 3 clusters Score -701353.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -701352.750000 Penalty: 4312.805664 Iteration 61Q: 3 clusters Score -701352.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -701352.750000 Penalty: 4312.805664 Iteration 62F: 3 clusters Score -701352.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -71253.617188 Penalty: 1608.945679 Iteration 0F: 2 clusters Score -71253.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -69579.789062 Penalty: 3217.891357 Iteration 0F: 3 clusters Score -69579.79 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -69833.304688 Penalty: 3217.891357 Iteration 1F: 3 clusters Score -69833.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -69946.054688 Penalty: 3217.891357 Iteration 2F: 3 clusters Score -69946.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -69987.023438 Penalty: 3217.891357 Iteration 3Q: 3 clusters Score -69987.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70000.429688 Penalty: 3217.891357 Iteration 4Q: 3 clusters Score -70000.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70002.421875 Penalty: 3217.891357 Iteration 5Q: 3 clusters Score -70002.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70004.140625 Penalty: 3217.891357 Iteration 6Q: 3 clusters Score -70004.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70009.093750 Penalty: 3217.891357 Iteration 7Q: 3 clusters Score -70009.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70015.984375 Penalty: 3217.891357 Iteration 8Q: 3 clusters Score -70015.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70017.695312 Penalty: 3217.891357 Iteration 9Q: 3 clusters Score -70017.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70020.515625 Penalty: 3217.891357 Iteration 10Q: 3 clusters Score -70020.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70022.320312 Penalty: 3217.891357 Iteration 11Q: 3 clusters Score -70022.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70027.335938 Penalty: 3217.891357 Iteration 12Q: 3 clusters Score -70027.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70031.039062 Penalty: 3217.891357 Iteration 13Q: 3 clusters Score -70031.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70042.039062 Penalty: 3217.891357 Iteration 14Q: 3 clusters Score -70042.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70047.898438 Penalty: 3217.891357 Iteration 15Q: 3 clusters Score -70047.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70051.210938 Penalty: 3217.891357 Iteration 16Q: 3 clusters Score -70051.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70053.343750 Penalty: 3217.891357 Iteration 17Q: 3 clusters Score -70053.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70053.343750 Penalty: 3217.891357 Iteration 18F: 3 clusters Score -70053.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (29549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29549 members Entering Unmasked Estep Score: -3541460.250000 Penalty: 2552.863770 Iteration 0F: 2 clusters Score -3541460 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14870 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -3521310.750000 Penalty: 5105.727539 Iteration 0F: 3 clusters Score -3521311 nChanged 13297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14969 members Mstep: Class 2 contains 14580 members Entering Unmasked Estep Score: -3528651.000000 Penalty: 5105.727539 Iteration 1F: 3 clusters Score -3528651 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -3529378.750000 Penalty: 5105.727539 Iteration 2F: 3 clusters Score -3529379 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 14540 members Entering Unmasked Estep Score: -3530109.500000 Penalty: 5105.727539 Iteration 3F: 3 clusters Score -3530110 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15003 members Mstep: Class 2 contains 14546 members Entering Unmasked Estep Score: -3530814.000000 Penalty: 5105.727539 Iteration 4F: 3 clusters Score -3530814 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 14613 members Entering Unmasked Estep Score: -3531393.250000 Penalty: 5105.727539 Iteration 5Q: 3 clusters Score -3531393 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 14744 members Entering Unmasked Estep Score: -3531882.500000 Penalty: 5105.727539 Iteration 6Q: 3 clusters Score -3531882 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14627 members Mstep: Class 2 contains 14922 members Entering Unmasked Estep Score: -3532287.000000 Penalty: 5105.727539 Iteration 7Q: 3 clusters Score -3532287 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -3532717.000000 Penalty: 5105.727539 Iteration 8Q: 3 clusters Score -3532717 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14226 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -3533129.250000 Penalty: 5105.727539 Iteration 9Q: 3 clusters Score -3533129 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14070 members Mstep: Class 2 contains 15479 members Entering Unmasked Estep Score: -3533529.750000 Penalty: 5105.727539 Iteration 10Q: 3 clusters Score -3533530 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13940 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -3533935.500000 Penalty: 5105.727539 Iteration 11Q: 3 clusters Score -3533936 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13833 members Mstep: Class 2 contains 15716 members Entering Unmasked Estep Score: -3534396.250000 Penalty: 5105.727539 Iteration 12Q: 3 clusters Score -3534396 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13683 members Mstep: Class 2 contains 15866 members Entering Unmasked Estep Score: -3534899.750000 Penalty: 5105.727539 Iteration 13Q: 3 clusters Score -3534900 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13511 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -3535378.000000 Penalty: 5105.727539 Iteration 14Q: 3 clusters Score -3535378 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13296 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -3535878.750000 Penalty: 5105.727539 Iteration 15Q: 3 clusters Score -3535879 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13080 members Mstep: Class 2 contains 16469 members Entering Unmasked Estep Score: -3536298.500000 Penalty: 5105.727539 Iteration 16Q: 3 clusters Score -3536298 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12829 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -3536619.000000 Penalty: 5105.727539 Iteration 17Q: 3 clusters Score -3536619 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 17013 members Entering Unmasked Estep Score: -3536890.000000 Penalty: 5105.727539 Iteration 18Q: 3 clusters Score -3536890 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 17339 members Entering Unmasked Estep Score: -3537121.250000 Penalty: 5105.727539 Iteration 19Q: 3 clusters Score -3537121 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -3537324.500000 Penalty: 5105.727539 Iteration 20F: 3 clusters Score -3537324 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 18006 members Entering Unmasked Estep Score: -3537463.750000 Penalty: 5105.727539 Iteration 21Q: 3 clusters Score -3537464 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 18336 members Entering Unmasked Estep Score: -3537623.250000 Penalty: 5105.727539 Iteration 22Q: 3 clusters Score -3537623 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 18656 members Entering Unmasked Estep Score: -3537739.750000 Penalty: 5105.727539 Iteration 23Q: 3 clusters Score -3537740 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 18979 members Entering Unmasked Estep Score: -3537882.750000 Penalty: 5105.727539 Iteration 24Q: 3 clusters Score -3537883 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 19310 members Entering Unmasked Estep Score: -3538008.750000 Penalty: 5105.727539 Iteration 25Q: 3 clusters Score -3538009 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 19616 members Entering Unmasked Estep Score: -3538123.250000 Penalty: 5105.727539 Iteration 26Q: 3 clusters Score -3538123 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 19899 members Entering Unmasked Estep Score: -3538220.500000 Penalty: 5105.727539 Iteration 27Q: 3 clusters Score -3538220 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 20175 members Entering Unmasked Estep Score: -3538273.750000 Penalty: 5105.727539 Iteration 28Q: 3 clusters Score -3538274 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 20413 members Entering Unmasked Estep Score: -3538342.000000 Penalty: 5105.727539 Iteration 29Q: 3 clusters Score -3538342 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8925 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -3538387.500000 Penalty: 5105.727539 Iteration 30Q: 3 clusters Score -3538388 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 20808 members Entering Unmasked Estep Score: -3538441.250000 Penalty: 5105.727539 Iteration 31Q: 3 clusters Score -3538441 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -3538465.750000 Penalty: 5105.727539 Iteration 32Q: 3 clusters Score -3538466 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 21154 members Entering Unmasked Estep Score: -3538517.250000 Penalty: 5105.727539 Iteration 33Q: 3 clusters Score -3538517 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 21339 members Entering Unmasked Estep Score: -3538554.500000 Penalty: 5105.727539 Iteration 34Q: 3 clusters Score -3538554 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 21508 members Entering Unmasked Estep Score: -3538581.000000 Penalty: 5105.727539 Iteration 35Q: 3 clusters Score -3538581 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 21667 members Entering Unmasked Estep Score: -3538634.250000 Penalty: 5105.727539 Iteration 36Q: 3 clusters Score -3538634 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 21833 members Entering Unmasked Estep Score: -3538668.000000 Penalty: 5105.727539 Iteration 37Q: 3 clusters Score -3538668 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 21975 members Entering Unmasked Estep Score: -3538685.000000 Penalty: 5105.727539 Iteration 38Q: 3 clusters Score -3538685 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 22108 members Entering Unmasked Estep Score: -3538707.750000 Penalty: 5105.727539 Iteration 39Q: 3 clusters Score -3538708 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 22233 members Entering Unmasked Estep Score: -3538729.750000 Penalty: 5105.727539 Iteration 40F: 3 clusters Score -3538730 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 22349 members Entering Unmasked Estep Score: -3538742.000000 Penalty: 5105.727539 Iteration 41Q: 3 clusters Score -3538742 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 22443 members Entering Unmasked Estep Score: -3538764.500000 Penalty: 5105.727539 Iteration 42Q: 3 clusters Score -3538764 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 22523 members Entering Unmasked Estep Score: -3538783.000000 Penalty: 5105.727539 Iteration 43Q: 3 clusters Score -3538783 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 22594 members Entering Unmasked Estep Score: -3538788.000000 Penalty: 5105.727539 Iteration 44Q: 3 clusters Score -3538788 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 22658 members Entering Unmasked Estep Score: -3538802.750000 Penalty: 5105.727539 Iteration 45Q: 3 clusters Score -3538803 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 22720 members Entering Unmasked Estep Score: -3538812.250000 Penalty: 5105.727539 Iteration 46Q: 3 clusters Score -3538812 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 22791 members Entering Unmasked Estep Score: -3538817.250000 Penalty: 5105.727539 Iteration 47Q: 3 clusters Score -3538817 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 22874 members Entering Unmasked Estep Score: -3538821.750000 Penalty: 5105.727539 Iteration 48Q: 3 clusters Score -3538822 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 22962 members Entering Unmasked Estep Score: -3538836.500000 Penalty: 5105.727539 Iteration 49Q: 3 clusters Score -3538836 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 23040 members Entering Unmasked Estep Score: -3538855.750000 Penalty: 5105.727539 Iteration 50Q: 3 clusters Score -3538856 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 23108 members Entering Unmasked Estep Score: -3538856.250000 Penalty: 5105.727539 Iteration 51Q: 3 clusters Score -3538856 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 23174 members Entering Unmasked Estep Score: -3538873.750000 Penalty: 5105.727539 Iteration 52Q: 3 clusters Score -3538874 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 23241 members Entering Unmasked Estep Score: -3538892.000000 Penalty: 5105.727539 Iteration 53Q: 3 clusters Score -3538892 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 23312 members Entering Unmasked Estep Score: -3538906.000000 Penalty: 5105.727539 Iteration 54Q: 3 clusters Score -3538906 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 23395 members Entering Unmasked Estep Score: -3538916.250000 Penalty: 5105.727539 Iteration 55Q: 3 clusters Score -3538916 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 23458 members Entering Unmasked Estep Score: -3538912.000000 Penalty: 5105.727539 Iteration 56Q: 3 clusters Score -3538912 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 23522 members Entering Unmasked Estep Score: -3538937.750000 Penalty: 5105.727539 Iteration 57Q: 3 clusters Score -3538938 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 23578 members Entering Unmasked Estep Score: -3538943.250000 Penalty: 5105.727539 Iteration 58Q: 3 clusters Score -3538943 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 23635 members Entering Unmasked Estep Score: -3538945.250000 Penalty: 5105.727539 Iteration 59Q: 3 clusters Score -3538945 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 23688 members Entering Unmasked Estep Score: -3538941.750000 Penalty: 5105.727539 Iteration 60F: 3 clusters Score -3538942 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -3538940.000000 Penalty: 5105.727539 Iteration 61Q: 3 clusters Score -3538940 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 23782 members Entering Unmasked Estep Score: -3538942.500000 Penalty: 5105.727539 Iteration 62Q: 3 clusters Score -3538942 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 23815 members Entering Unmasked Estep Score: -3538948.250000 Penalty: 5105.727539 Iteration 63Q: 3 clusters Score -3538948 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 23840 members Entering Unmasked Estep Score: -3538955.500000 Penalty: 5105.727539 Iteration 64Q: 3 clusters Score -3538956 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 23871 members Entering Unmasked Estep Score: -3538958.750000 Penalty: 5105.727539 Iteration 65Q: 3 clusters Score -3538959 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 23897 members Entering Unmasked Estep Score: -3538964.500000 Penalty: 5105.727539 Iteration 66Q: 3 clusters Score -3538964 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 23922 members Entering Unmasked Estep Score: -3538969.000000 Penalty: 5105.727539 Iteration 67Q: 3 clusters Score -3538969 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 23954 members Entering Unmasked Estep Score: -3538964.750000 Penalty: 5105.727539 Iteration 68Q: 3 clusters Score -3538965 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -3538977.750000 Penalty: 5105.727539 Iteration 69Q: 3 clusters Score -3538978 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -3538982.500000 Penalty: 5105.727539 Iteration 70Q: 3 clusters Score -3538982 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -3538980.750000 Penalty: 5105.727539 Iteration 71Q: 3 clusters Score -3538981 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 24068 members Entering Unmasked Estep Score: -3538987.000000 Penalty: 5105.727539 Iteration 72Q: 3 clusters Score -3538987 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 24081 members Entering Unmasked Estep Score: -3538985.500000 Penalty: 5105.727539 Iteration 73Q: 3 clusters Score -3538986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 24086 members Entering Unmasked Estep Score: -3538983.250000 Penalty: 5105.727539 Iteration 74Q: 3 clusters Score -3538983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 24089 members Entering Unmasked Estep Score: -3538988.000000 Penalty: 5105.727539 Iteration 75Q: 3 clusters Score -3538988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 24095 members Entering Unmasked Estep Score: -3538989.500000 Penalty: 5105.727539 Iteration 76Q: 3 clusters Score -3538990 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 24102 members Entering Unmasked Estep Score: -3538992.500000 Penalty: 5105.727539 Iteration 77Q: 3 clusters Score -3538992 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -3538989.500000 Penalty: 5105.727539 Iteration 78Q: 3 clusters Score -3538990 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 24130 members Entering Unmasked Estep Score: -3538992.500000 Penalty: 5105.727539 Iteration 79Q: 3 clusters Score -3538992 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 24152 members Entering Unmasked Estep Score: -3538983.500000 Penalty: 5105.727539 Iteration 80F: 3 clusters Score -3538984 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -3538993.750000 Penalty: 5105.727539 Iteration 81Q: 3 clusters Score -3538994 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 24204 members Entering Unmasked Estep Score: -3538999.250000 Penalty: 5105.727539 Iteration 82Q: 3 clusters Score -3538999 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 24231 members Entering Unmasked Estep Score: -3539006.750000 Penalty: 5105.727539 Iteration 83Q: 3 clusters Score -3539007 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 24261 members Entering Unmasked Estep Score: -3539001.750000 Penalty: 5105.727539 Iteration 84Q: 3 clusters Score -3539002 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 24295 members Entering Unmasked Estep Score: -3539006.250000 Penalty: 5105.727539 Iteration 85Q: 3 clusters Score -3539006 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 24326 members Entering Unmasked Estep Score: -3539010.250000 Penalty: 5105.727539 Iteration 86Q: 3 clusters Score -3539010 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 24357 members Entering Unmasked Estep Score: -3539017.500000 Penalty: 5105.727539 Iteration 87Q: 3 clusters Score -3539018 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 24387 members Entering Unmasked Estep Score: -3539022.750000 Penalty: 5105.727539 Iteration 88Q: 3 clusters Score -3539023 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 24418 members Entering Unmasked Estep Score: -3539018.750000 Penalty: 5105.727539 Iteration 89Q: 3 clusters Score -3539019 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 24456 members Entering Unmasked Estep Score: -3539030.250000 Penalty: 5105.727539 Iteration 90Q: 3 clusters Score -3539030 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 24493 members Entering Unmasked Estep Score: -3539040.250000 Penalty: 5105.727539 Iteration 91Q: 3 clusters Score -3539040 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 24535 members Entering Unmasked Estep Score: -3539034.500000 Penalty: 5105.727539 Iteration 92Q: 3 clusters Score -3539034 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 24574 members Entering Unmasked Estep Score: -3539050.500000 Penalty: 5105.727539 Iteration 93Q: 3 clusters Score -3539050 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 24616 members Entering Unmasked Estep Score: -3539053.000000 Penalty: 5105.727539 Iteration 94Q: 3 clusters Score -3539053 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 24664 members Entering Unmasked Estep Score: -3539068.000000 Penalty: 5105.727539 Iteration 95Q: 3 clusters Score -3539068 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 24719 members Entering Unmasked Estep Score: -3539069.750000 Penalty: 5105.727539 Iteration 96Q: 3 clusters Score -3539070 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 24765 members Entering Unmasked Estep Score: -3539077.500000 Penalty: 5105.727539 Iteration 97Q: 3 clusters Score -3539078 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 24809 members Entering Unmasked Estep Score: -3539086.500000 Penalty: 5105.727539 Iteration 98Q: 3 clusters Score -3539086 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 24843 members Entering Unmasked Estep Score: -3539095.000000 Penalty: 5105.727539 Iteration 99Q: 3 clusters Score -3539095 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 24871 members Entering Unmasked Estep Score: -3539093.500000 Penalty: 5105.727539 Iteration 100F: 3 clusters Score -3539094 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 24891 members Entering Unmasked Estep Score: -3539080.750000 Penalty: 5105.727539 Iteration 101Q: 3 clusters Score -3539081 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 24916 members Entering Unmasked Estep Score: -3539086.250000 Penalty: 5105.727539 Iteration 102Q: 3 clusters Score -3539086 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 24955 members Entering Unmasked Estep Score: -3539096.250000 Penalty: 5105.727539 Iteration 103Q: 3 clusters Score -3539096 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 24995 members Entering Unmasked Estep Score: -3539103.750000 Penalty: 5105.727539 Iteration 104Q: 3 clusters Score -3539104 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 25024 members Entering Unmasked Estep Score: -3539115.500000 Penalty: 5105.727539 Iteration 105Q: 3 clusters Score -3539116 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 25060 members Entering Unmasked Estep Score: -3539114.750000 Penalty: 5105.727539 Iteration 106Q: 3 clusters Score -3539115 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 25104 members Entering Unmasked Estep Score: -3539110.750000 Penalty: 5105.727539 Iteration 107Q: 3 clusters Score -3539111 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 25128 members Entering Unmasked Estep Score: -3539120.000000 Penalty: 5105.727539 Iteration 108Q: 3 clusters Score -3539120 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 25152 members Entering Unmasked Estep Score: -3539116.000000 Penalty: 5105.727539 Iteration 109Q: 3 clusters Score -3539116 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 25184 members Entering Unmasked Estep Score: -3539112.500000 Penalty: 5105.727539 Iteration 110Q: 3 clusters Score -3539112 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 25218 members Entering Unmasked Estep Score: -3539122.250000 Penalty: 5105.727539 Iteration 111Q: 3 clusters Score -3539122 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 25240 members Entering Unmasked Estep Score: -3539130.750000 Penalty: 5105.727539 Iteration 112Q: 3 clusters Score -3539131 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 25258 members Entering Unmasked Estep Score: -3539137.750000 Penalty: 5105.727539 Iteration 113Q: 3 clusters Score -3539138 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 25274 members Entering Unmasked Estep Score: -3539134.500000 Penalty: 5105.727539 Iteration 114Q: 3 clusters Score -3539134 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 25297 members Entering Unmasked Estep Score: -3539132.500000 Penalty: 5105.727539 Iteration 115Q: 3 clusters Score -3539132 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 25317 members Entering Unmasked Estep Score: -3539137.250000 Penalty: 5105.727539 Iteration 116Q: 3 clusters Score -3539137 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 25327 members Entering Unmasked Estep Score: -3539137.750000 Penalty: 5105.727539 Iteration 117Q: 3 clusters Score -3539138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 25336 members Entering Unmasked Estep Score: -3539141.000000 Penalty: 5105.727539 Iteration 118Q: 3 clusters Score -3539141 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 25346 members Entering Unmasked Estep Score: -3539139.500000 Penalty: 5105.727539 Iteration 119Q: 3 clusters Score -3539140 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 25356 members Entering Unmasked Estep Score: -3539142.000000 Penalty: 5105.727539 Iteration 120F: 3 clusters Score -3539142 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 25370 members Entering Unmasked Estep Score: -3539146.750000 Penalty: 5105.727539 Iteration 121Q: 3 clusters Score -3539147 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 25385 members Entering Unmasked Estep Score: -3539150.750000 Penalty: 5105.727539 Iteration 122Q: 3 clusters Score -3539151 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -3539147.250000 Penalty: 5105.727539 Iteration 123Q: 3 clusters Score -3539147 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 25400 members Entering Unmasked Estep Score: -3539146.500000 Penalty: 5105.727539 Iteration 124Q: 3 clusters Score -3539146 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 25405 members Entering Unmasked Estep Score: -3539150.250000 Penalty: 5105.727539 Iteration 125Q: 3 clusters Score -3539150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 25410 members Entering Unmasked Estep Score: -3539147.750000 Penalty: 5105.727539 Iteration 126Q: 3 clusters Score -3539148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 25414 members Entering Unmasked Estep Score: -3539149.250000 Penalty: 5105.727539 Iteration 127Q: 3 clusters Score -3539149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 25414 members Entering Unmasked Estep Score: -3539149.250000 Penalty: 5105.727539 Iteration 128F: 3 clusters Score -3539149 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (41011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41011 members Entering Unmasked Estep Score: -5062682.500000 Penalty: 2634.155762 Iteration 0F: 2 clusters Score -5062682 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20497 members Mstep: Class 2 contains 20514 members Entering Unmasked Estep Score: -5034804.500000 Penalty: 5268.311523 Iteration 0F: 3 clusters Score -5034804 nChanged 18809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -5045184.500000 Penalty: 5268.311523 Iteration 1F: 3 clusters Score -5045184 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20526 members Mstep: Class 2 contains 20485 members Entering Unmasked Estep Score: -5045712.000000 Penalty: 5268.311523 Iteration 2Q: 3 clusters Score -5045712 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20544 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -5046196.000000 Penalty: 5268.311523 Iteration 3Q: 3 clusters Score -5046196 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20617 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -5046637.000000 Penalty: 5268.311523 Iteration 4Q: 3 clusters Score -5046637 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20667 members Mstep: Class 2 contains 20344 members Entering Unmasked Estep Score: -5047190.000000 Penalty: 5268.311523 Iteration 5Q: 3 clusters Score -5047190 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20754 members Mstep: Class 2 contains 20257 members Entering Unmasked Estep Score: -5047806.000000 Penalty: 5268.311523 Iteration 6Q: 3 clusters Score -5047806 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20844 members Mstep: Class 2 contains 20167 members Entering Unmasked Estep Score: -5048626.000000 Penalty: 5268.311523 Iteration 7Q: 3 clusters Score -5048626 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20942 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -5049633.500000 Penalty: 5268.311523 Iteration 8Q: 3 clusters Score -5049634 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20954 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -5050900.000000 Penalty: 5268.311523 Iteration 9F: 3 clusters Score -5050900 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20897 members Mstep: Class 2 contains 20114 members Entering Unmasked Estep Score: -5052400.500000 Penalty: 5268.311523 Iteration 10F: 3 clusters Score -5052400 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20739 members Mstep: Class 2 contains 20272 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -5056088.000000 Penalty: 5268.311523 Iteration 15Q: 3 clusters Score -5056088 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19530 members Mstep: Class 2 contains 21481 members Entering Unmasked Estep Score: -5056131.000000 Penalty: 5268.311523 Iteration 16Q: 3 clusters Score -5056131 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19337 members Mstep: Class 2 contains 21674 members Entering Unmasked Estep Score: -5056195.000000 Penalty: 5268.311523 Iteration 17Q: 3 clusters Score -5056195 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19132 members Mstep: Class 2 contains 21879 members Entering Unmasked Estep Score: -5056233.000000 Penalty: 5268.311523 Iteration 18Q: 3 clusters Score -5056233 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18942 members Mstep: Class 2 contains 22069 members Entering Unmasked Estep Score: -5056287.000000 Penalty: 5268.311523 Iteration 19Q: 3 clusters Score -5056287 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18754 members Mstep: Class 2 contains 22257 members Entering Unmasked Estep Score: -5056294.500000 Penalty: 5268.311523 Iteration 20F: 3 clusters Score -5056294 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18557 members Mstep: Class 2 contains 22454 members Entering Unmasked Estep Score: -5056344.000000 Penalty: 5268.311523 Iteration 21Q: 3 clusters Score -5056344 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18364 members Mstep: Class 2 contains 22647 members Entering Unmasked Estep Score: -5056372.000000 Penalty: 5268.311523 Iteration 22Q: 3 clusters Score -5056372 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18177 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Class 1 contains 17340 members Mstep: Class 2 contains 23671 members Entering Unmasked Estep Score: -5056515.000000 Penalty: 5268.311523 Iteration 27Q: 3 clusters Score -5056515 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17089 members Mstep: Class 2 contains 23922 members Entering Unmasked Estep Score: -5056563.000000 Penalty: 5268.311523 Iteration 28Q: 3 clusters Score -5056563 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16828 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -5056612.000000 Penalty: 5268.311523 Iteration 29Q: 3 clusters Score -5056612 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16575 members Mstep: Class 2 contains 24436 members Entering Unmasked Estep Score: -5056608.000000 Penalty: 5268.311523 Iteration 30Q: 3 clusters Score -5056608 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16291 members Mstep: Class 2 contains 24720 members Entering Unmasked Estep Score: -5056668.500000 Penalty: 5268.311523 Iteration 31Q: 3 clusters Score -5056668 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 24998 members Entering Unmasked Estep Score: -5056721.000000 Penalty: 5268.311523 Iteration 32Q: 3 clusters Score -5056721 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 25278 members Entering Unmasked Estep Score: -5056786.000000 Penalty: 5268.311523 Iteration 33Q: 3 clusters Score -5056786 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15442 members Mstep: Class 2 contains 25569 members Entering Unmasked Estep Score: -5056828.000000 Penalty: 5268.311523 Iteration 34Q: 3 clusters Score -5056828 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15128 members Mstep: Class 2 contains 25883 members Entering Unmasked Estep Score: -5056878.500000 Penalty: 5268.311523 Iteration 35Q: 3 clusters Score -5056878 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 26230 members Entering Unmasked Estep Score: -5056927.500000 Penalty: 5268.311523 Iteration 36Q: 3 clusters Score -5056928 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14465 members Mstep: Class 2 contains 26546 members Entering Unmasked Estep Score: -5056996.000000 Penalty: 5268.311523 Iteration 37Q: 3 clusters Score -5056996 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 26869 members Entering Unmasked Estep Score: -5057047.000000 Penalty: 5268.311523 Iteration 38Q: 3 clusters Score -5057047 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 27192 members Entering Unmasked Estep Score: -5057136.000000 Penalty: 5268.311523 Iteration 39Q: 3 clusters Score -5057136 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 27532 members Entering Unmasked Estep Score: -5057208.000000 Penalty: 5268.311523 Iteration 40F: 3 clusters Score -5057208 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 27891 members Entering Unmasked Estep Score: -5057275.000000 Penalty: 5268.311523 Iteration 41Q: 3 clusters Score -5057275 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12759 members Mstep: Class 2 contains 28252 members Entering Unmasked Estep Score: -5057343.500000 Penalty: 5268.311523 Iteration 42Q: 3 clusters Score -5057344 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 28623 members Entering Unmasked Estep Score: -5057418.500000 Penalty: 5268.311523 Iteration 43Q: 3 clusters Score -5057418 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 29030 members Entering Unmasked Estep Score: -5057508.500000 Penalty: 5268.311523 Iteration 44Q: 3 clusters Score -5057508 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 29413 members Entering Unmasked Estep Score: -5057639.500000 Penalty: 5268.311523 Iteration 45Q: 3 clusters Score -5057640 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11193 members Mstep: Class 2 contains 29818 members Entering Unmasked Estep Score: 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32840 members Entering Unmasked Estep Score: -5058511.500000 Penalty: 5268.311523 Iteration 54Q: 3 clusters Score -5058512 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 33183 members Entering Unmasked Estep Score: -5058600.500000 Penalty: 5268.311523 Iteration 55Q: 3 clusters Score -5058600 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 33538 members Entering Unmasked Estep Score: -5058744.000000 Penalty: 5268.311523 Iteration 56Q: 3 clusters Score -5058744 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 33868 members Entering Unmasked Estep Score: -5058792.000000 Penalty: 5268.311523 Iteration 57Q: 3 clusters Score -5058792 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members 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Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 37217 members Entering Unmasked Estep Score: -5060028.500000 Penalty: 5268.311523 Iteration 70Q: 3 clusters Score -5060028 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 37391 members Entering Unmasked Estep Score: -5060078.500000 Penalty: 5268.311523 Iteration 71Q: 3 clusters Score -5060078 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 37554 members Entering Unmasked Estep Score: -5060129.000000 Penalty: 5268.311523 Iteration 72Q: 3 clusters Score -5060129 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 37696 members Entering Unmasked Estep Score: -5060182.500000 Penalty: 5268.311523 Iteration 73Q: 3 clusters Score -5060182 nChanged 157 Entering 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nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 38260 members Entering Unmasked Estep Score: -5060379.500000 Penalty: 5268.311523 Iteration 78Q: 3 clusters Score -5060380 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 38340 members Entering Unmasked Estep Score: -5060396.500000 Penalty: 5268.311523 Iteration 79Q: 3 clusters Score -5060396 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 38407 members Entering Unmasked Estep Score: -5060412.000000 Penalty: 5268.311523 Iteration 80F: 3 clusters Score -5060412 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 38464 members Entering Unmasked Estep Score: -5060428.500000 Penalty: 5268.311523 Iteration 81Q: 3 clusters 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85Q: 3 clusters Score -5060470 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 38648 members Entering Unmasked Estep Score: -5060478.500000 Penalty: 5268.311523 Iteration 86Q: 3 clusters Score -5060478 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 38671 members Entering Unmasked Estep Score: -5060478.000000 Penalty: 5268.311523 Iteration 87Q: 3 clusters Score -5060478 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 38694 members Entering Unmasked Estep Score: -5060485.500000 Penalty: 5268.311523 Iteration 88Q: 3 clusters Score -5060486 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 38712 members Entering Unmasked Estep Score: -5060494.500000 Penalty: 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-5060622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 39247 members Entering Unmasked Estep Score: -5060621.500000 Penalty: 5268.311523 Iteration 129Q: 3 clusters Score -5060622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 39250 members Entering Unmasked Estep Score: -5060621.500000 Penalty: 5268.311523 Iteration 130Q: 3 clusters Score -5060622 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 39256 members Entering Unmasked Estep Score: -5060622.500000 Penalty: 5268.311523 Iteration 131Q: 3 clusters Score -5060622 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 39262 members Entering Unmasked Estep Score: -5060627.000000 Penalty: 5268.311523 Iteration 132Q: 3 clusters Score -5060627 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 39267 members Entering Unmasked Estep Score: -5060632.500000 Penalty: 5268.311523 Iteration 133Q: 3 clusters Score -5060632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 39270 members Entering Unmasked Estep Score: -5060631.000000 Penalty: 5268.311523 Iteration 134Q: 3 clusters Score -5060631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 39272 members Entering Unmasked Estep Score: -5060633.000000 Penalty: 5268.311523 Iteration 135Q: 3 clusters Score -5060633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 39275 members Entering Unmasked Estep Score: -5060634.500000 Penalty: 5268.311523 Iteration 136Q: 3 clusters Score -5060634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 39278 members Entering Unmasked Estep Score: -5060634.000000 Penalty: 5268.311523 Iteration 137Q: 3 clusters Score -5060634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 39279 members Entering Unmasked Estep Score: -5060630.000000 Penalty: 5268.311523 Iteration 138Q: 3 clusters Score -5060630 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 39279 members Entering Unmasked Estep Score: -5060630.000000 Penalty: 5268.311523 Iteration 139F: 3 clusters Score -5060630 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73101.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73101.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -71448.867188 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -71448.87 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -71767.351562 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -71767.35 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -72016.062500 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72016.06 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -72112.554688 Penalty: 3259.157959 Iteration 3Q: 3 clusters Score -72112.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -72214.562500 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -72214.56 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -72270.445312 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -72270.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -72309.476562 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -72309.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -72345.585938 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -72345.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -72372.078125 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -72372.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -72414.914062 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -72414.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -72467.281250 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -72467.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -72504.921875 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -72504.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -72536.554688 Penalty: 3259.157959 Iteration 12Q: 3 clusters Score -72536.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -72574.234375 Penalty: 3259.157959 Iteration 13Q: 3 clusters Score -72574.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -72616.562500 Penalty: 3259.157959 Iteration 14Q: 3 clusters Score -72616.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -72645.984375 Penalty: 3259.157959 Iteration 15Q: 3 clusters Score -72645.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -72665.664062 Penalty: 3259.157959 Iteration 16Q: 3 clusters Score -72665.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -72682.492188 Penalty: 3259.157959 Iteration 17Q: 3 clusters Score -72682.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -72702.171875 Penalty: 3259.157959 Iteration 18Q: 3 clusters Score -72702.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -72726.375000 Penalty: 3259.157959 Iteration 19Q: 3 clusters Score -72726.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -72734.070312 Penalty: 3259.157959 Iteration 20F: 3 clusters Score -72734.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -72741.070312 Penalty: 3259.157959 Iteration 21Q: 3 clusters Score -72741.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -72743.500000 Penalty: 3259.157959 Iteration 22Q: 3 clusters Score -72743.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -72743.500000 Penalty: 3259.157959 Iteration 23F: 3 clusters Score -72743.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -44262.707031 Penalty: 1496.205444 Iteration 0F: 2 clusters Score -44262.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -42911.617188 Penalty: 2992.410889 Iteration 0F: 3 clusters Score -42911.62 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43079.390625 Penalty: 2992.410889 Iteration 1F: 3 clusters Score -43079.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43118.281250 Penalty: 2992.410889 Iteration 2Q: 3 clusters Score -43118.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -43133.500000 Penalty: 2992.410889 Iteration 3Q: 3 clusters Score -43133.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -43138.757812 Penalty: 2992.410889 Iteration 4Q: 3 clusters Score -43138.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -43138.757812 Penalty: 2992.410889 Iteration 5F: 3 clusters Score -43138.76 nChanged 0 --- Evaluating fit on full set of 1297867 points --- Entering Unmasked Estep Score: -156250624.000000 Penalty: 76799.929688 20->23 Clusters: Score -156250624.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 432622 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21742 members Mstep: Class 2 contains 21480 members Mstep: Class 3 contains 21807 members Mstep: Class 4 contains 21663 members Mstep: Class 5 contains 21672 members Mstep: Class 6 contains 21617 members Mstep: Class 7 contains 21448 members Mstep: Class 8 contains 21426 members Mstep: Class 9 contains 21578 members Mstep: Class 10 contains 21944 members Mstep: Class 11 contains 21606 members Mstep: Class 12 contains 21521 members Mstep: Class 13 contains 21691 members Mstep: Class 14 contains 21510 members Mstep: Class 15 contains 21511 members Mstep: Class 16 contains 21873 members Mstep: Class 17 contains 21656 members Mstep: Class 18 contains 21778 members Mstep: Class 19 contains 21540 members Mstep: Class 20 contains 21559 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 692.640381 but Gain 3218.449219 Score: -48796464.000000 Penalty: 61150.542969 Iteration 0F: 20 clusters Score -4.879646e+07 nChanged 408485 Entering Unmasked Mstep Mstep: Class 0 contains 2121 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 9004 members Mstep: Class 3 contains 22148 members Mstep: Class 4 contains 53368 members Mstep: Class 5 contains 20355 members Mstep: Class 6 contains 12635 members Mstep: Class 7 contains 20771 members Mstep: Class 9 contains 35287 members Mstep: Class 10 contains 46450 members Mstep: Class 11 contains 13947 members Mstep: Class 12 contains 25470 members Mstep: Class 13 contains 41353 members Mstep: Class 14 contains 36135 members Mstep: Class 15 contains 28873 members Mstep: Class 16 contains 6770 members Mstep: Class 17 contains 10387 members Mstep: Class 18 contains 14226 members Mstep: Class 19 contains 12818 members Mstep: Class 20 contains 10471 members Entering Unmasked Estep ConsiderDeletion Score: -50568004.000000 Penalty: 61150.542969 Iteration 1F: 20 clusters Score -5.0568e+07 nChanged 180450 Entering Unmasked Mstep Mstep: Class 0 contains 2178 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 14474 members Mstep: Class 4 contains 64197 members Mstep: Class 5 contains 21194 members Mstep: Class 6 contains 4259 members Mstep: Class 7 contains 15640 members Mstep: Class 9 contains 48062 members Mstep: Class 10 contains 51818 members Mstep: Class 11 contains 13055 members Mstep: Class 12 contains 20887 members Mstep: Class 13 contains 63193 members Mstep: Class 14 contains 46334 members Mstep: Class 15 contains 22673 members Mstep: Class 16 contains 5629 members Mstep: Class 17 contains 6668 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 3528 members Mstep: Class 20 contains 3975 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1653.604004 but Gain 3218.449219 Score: -51035776.000000 Penalty: 57932.093750 Iteration 2F: 19 clusters Score -5.103578e+07 nChanged 123005 Entering Unmasked Mstep Mstep: Class 0 contains 1825 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 13412 members Mstep: Class 4 contains 75486 members Mstep: Class 5 contains 24235 members Mstep: Class 6 contains 2112 members Mstep: Class 7 contains 11875 members Mstep: Class 9 contains 56884 members Mstep: Class 10 contains 41179 members Mstep: Class 11 contains 13561 members Mstep: Class 12 contains 16847 members Mstep: Class 13 contains 71320 members Mstep: Class 14 contains 46693 members Mstep: Class 15 contains 20441 members Mstep: Class 16 contains 5570 members Mstep: Class 17 contains 4095 members Mstep: Class 18 contains 8768 members Mstep: Class 20 contains 1601 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 3053.299072 but Gain 3218.453125 Score: -51355100.000000 Penalty: 54713.640625 Iteration 3F: 18 clusters Score -5.13551e+07 nChanged 100046 Entering Unmasked Mstep Mstep: Class 0 contains 895 members Mstep: Class 1 contains 20906 members Mstep: Class 2 contains 623 members Mstep: Class 3 contains 11608 members Mstep: Class 4 contains 99039 members Mstep: Class 5 contains 25149 members Mstep: Class 6 contains 1516 members Mstep: Class 7 contains 9123 members Mstep: Class 9 contains 55198 members Mstep: Class 10 contains 32652 members Mstep: Class 11 contains 15376 members Mstep: Class 12 contains 17194 members Mstep: Class 13 contains 72383 members Mstep: Class 14 contains 43413 members Mstep: Class 15 contains 15612 members Mstep: Class 16 contains 4234 members Mstep: Class 18 contains 6926 members Mstep: Class 20 contains 775 members Entering Unmasked Estep ConsiderDeletion Score: -51590604.000000 Penalty: 54713.640625 Iteration 4F: 18 clusters Score -5.15906e+07 nChanged 76542 Entering Unmasked Mstep Mstep: Class 0 contains 139 members Mstep: Class 1 contains 23476 members Mstep: Class 2 contains 882 members Mstep: Class 3 contains 10390 members Mstep: Class 4 contains 124384 members Mstep: Class 5 contains 25524 members Mstep: Class 6 contains 1188 members Mstep: Class 7 contains 6015 members Mstep: Class 9 contains 49807 members Mstep: Class 10 contains 30644 members Mstep: Class 11 contains 16651 members Mstep: Class 12 contains 18913 members Mstep: Class 13 contains 69502 members Mstep: Class 14 contains 35221 members Mstep: Class 15 contains 11429 members Mstep: Class 16 contains 2254 members Mstep: Class 18 contains 5718 members Mstep: Class 20 contains 485 members Entering Unmasked Estep ConsiderDeletion Score: -51712172.000000 Penalty: 54713.640625 Iteration 5F: 18 clusters Score -5.171217e+07 nChanged 57894 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 24025 members Mstep: Class 2 contains 1017 members Mstep: Class 3 contains 9709 members Mstep: Class 4 contains 146258 members Mstep: Class 5 contains 25638 members Mstep: Class 6 contains 1132 members Mstep: Class 7 contains 3730 members Mstep: Class 9 contains 47103 members Mstep: Class 10 contains 31039 members Mstep: Class 11 contains 17094 members Mstep: Class 12 contains 19322 members Mstep: Class 13 contains 63763 members Mstep: Class 14 contains 26725 members Mstep: Class 15 contains 9271 members Mstep: Class 16 contains 1149 members Mstep: Class 18 contains 5223 members Mstep: Class 20 contains 384 members Entering Unmasked Estep ConsiderDeletion Score: -51776416.000000 Penalty: 54713.640625 Iteration 6F: 18 clusters Score -5.177642e+07 nChanged 42006 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 23148 members Mstep: Class 2 contains 1072 members Mstep: Class 3 contains 9349 members Mstep: Class 4 contains 161189 members Mstep: Class 5 contains 25521 members Mstep: Class 6 contains 1114 members Mstep: Class 7 contains 2333 members Mstep: Class 9 contains 46916 members Mstep: Class 10 contains 32506 members Mstep: Class 11 contains 16750 members Mstep: Class 12 contains 19176 members Mstep: Class 13 contains 58449 members Mstep: Class 14 contains 20527 members Mstep: Class 15 contains 8304 members Mstep: Class 16 contains 855 members Mstep: Class 18 contains 5039 members Mstep: Class 20 contains 347 members Entering Unmasked Estep ConsiderDeletion Score: -51815160.000000 Penalty: 54713.640625 Iteration 7F: 18 clusters Score -5.181516e+07 nChanged 30376 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 21781 members Mstep: Class 2 contains 1102 members Mstep: Class 3 contains 9047 members Mstep: Class 4 contains 170078 members Mstep: Class 5 contains 25377 members Mstep: Class 6 contains 1109 members Mstep: Class 7 contains 1533 members Mstep: Class 9 contains 48150 members Mstep: Class 10 contains 34447 members Mstep: Class 11 contains 16152 members Mstep: Class 12 contains 18747 members Mstep: Class 13 contains 54633 members Mstep: Class 14 contains 16682 members Mstep: Class 15 contains 7637 members Mstep: Class 16 contains 764 members Mstep: Class 18 contains 5027 members Mstep: Class 20 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -51843488.000000 Penalty: 54713.640625 Iteration 8F: 18 clusters Score -5.184349e+07 nChanged 22669 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 20444 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 8666 members Mstep: Class 4 contains 175236 members Mstep: Class 5 contains 25279 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1201 members Mstep: Class 9 contains 49498 members Mstep: Class 10 contains 36540 members Mstep: Class 11 contains 15594 members Mstep: Class 12 contains 18061 members Mstep: Class 13 contains 52045 members Mstep: Class 14 contains 14706 members Mstep: Class 15 contains 6934 members Mstep: Class 16 contains 713 members Mstep: Class 18 contains 5122 members Mstep: Class 20 contains 325 members Entering Unmasked Estep ConsiderDeletion Score: -51865644.000000 Penalty: 54713.640625 Iteration 9F: 18 clusters Score -5.186564e+07 nChanged 17769 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 19364 members Mstep: Class 2 contains 1137 members Mstep: Class 3 contains 8271 members Mstep: Class 4 contains 177624 members Mstep: Class 5 contains 25388 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1156 members Mstep: Class 9 contains 50510 members Mstep: Class 10 contains 38580 members Mstep: Class 11 contains 15347 members Mstep: Class 12 contains 17363 members Mstep: Class 13 contains 50425 members Mstep: Class 14 contains 14054 members Mstep: Class 15 contains 6158 members Mstep: Class 16 contains 666 members Mstep: Class 18 contains 5129 members Mstep: Class 20 contains 320 members Entering Unmasked Estep ConsiderDeletion Score: -51880668.000000 Penalty: 54713.640625 Iteration 10Q: 18 clusters Score -5.188067e+07 nChanged 14243 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 18426 members Mstep: Class 2 contains 1142 members Mstep: Class 3 contains 7862 members Mstep: Class 4 contains 178236 members Mstep: Class 5 contains 25522 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1184 members Mstep: Class 9 contains 51098 members Mstep: Class 10 contains 40584 members Mstep: Class 11 contains 15471 members Mstep: Class 12 contains 16641 members Mstep: Class 13 contains 49533 members Mstep: Class 14 contains 14311 members Mstep: Class 15 contains 5509 members Mstep: Class 16 contains 643 members Mstep: Class 18 contains 5016 members Mstep: Class 20 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -51888796.000000 Penalty: 54713.640625 Iteration 11Q: 18 clusters Score -5.18888e+07 nChanged 12022 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 1138 members Mstep: Class 3 contains 7551 members Mstep: Class 4 contains 178048 members Mstep: Class 5 contains 25534 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1216 members Mstep: Class 9 contains 51393 members Mstep: Class 10 contains 42486 members Mstep: Class 11 contains 15705 members Mstep: Class 12 contains 15820 members Mstep: Class 13 contains 48976 members Mstep: Class 14 contains 15026 members Mstep: Class 15 contains 5082 members Mstep: Class 16 contains 642 members Mstep: Class 18 contains 4933 members Mstep: Class 20 contains 310 members Entering Unmasked Estep ConsiderDeletion Score: -51895740.000000 Penalty: 54713.640625 Iteration 12Q: 18 clusters Score -5.189574e+07 nChanged 10771 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 7335 members Mstep: Class 4 contains 177153 members Mstep: Class 5 contains 25476 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1229 members Mstep: Class 9 contains 51635 members Mstep: Class 10 contains 44314 members Mstep: Class 11 contains 15909 members Mstep: Class 12 contains 15066 members Mstep: Class 13 contains 48632 members Mstep: Class 14 contains 15980 members Mstep: Class 15 contains 4849 members Mstep: Class 16 contains 675 members Mstep: Class 18 contains 4823 members Mstep: Class 20 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -51901884.000000 Penalty: 54713.640625 Iteration 13Q: 18 clusters Score -5.190188e+07 nChanged 10331 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 1118 members Mstep: Class 3 contains 7191 members Mstep: Class 4 contains 175462 members Mstep: Class 5 contains 25441 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1223 members Mstep: Class 9 contains 51773 members Mstep: Class 10 contains 46523 members Mstep: Class 11 contains 16061 members Mstep: Class 12 contains 14352 members Mstep: Class 13 contains 48414 members Mstep: Class 14 contains 17055 members Mstep: Class 15 contains 4765 members Mstep: Class 16 contains 716 members Mstep: Class 18 contains 4668 members Mstep: Class 20 contains 307 members Entering Unmasked Estep ConsiderDeletion Score: -51908984.000000 Penalty: 54713.640625 Iteration 14Q: 18 clusters Score -5.190898e+07 nChanged 10648 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 15966 members Mstep: Class 2 contains 1120 members Mstep: Class 3 contains 7061 members Mstep: Class 4 contains 172687 members Mstep: Class 5 contains 25420 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1222 members Mstep: Class 9 contains 51545 members Mstep: Class 10 contains 49720 members Mstep: Class 11 contains 16147 members Mstep: Class 12 contains 13768 members Mstep: Class 13 contains 48269 members Mstep: Class 14 contains 18222 members Mstep: Class 15 contains 4747 members Mstep: Class 16 contains 750 members Mstep: Class 18 contains 4544 members Mstep: Class 20 contains 303 members Entering Unmasked Estep ConsiderDeletion Score: -51916920.000000 Penalty: 54713.640625 Iteration 15Q: 18 clusters Score -5.191692e+07 nChanged 11390 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6980 members Mstep: Class 4 contains 168357 members Mstep: Class 5 contains 25392 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1219 members Mstep: Class 9 contains 50778 members Mstep: Class 10 contains 54465 members Mstep: Class 11 contains 16216 members Mstep: Class 12 contains 13343 members Mstep: Class 13 contains 48167 members Mstep: Class 14 contains 19519 members Mstep: Class 15 contains 4788 members Mstep: Class 16 contains 754 members Mstep: Class 18 contains 4411 members Mstep: Class 20 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -51928408.000000 Penalty: 54713.640625 Iteration 16Q: 18 clusters Score -5.192841e+07 nChanged 13410 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 15609 members Mstep: Class 2 contains 1130 members Mstep: Class 3 contains 6937 members Mstep: Class 4 contains 161949 members Mstep: Class 5 contains 25364 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1216 members Mstep: Class 9 contains 49367 members Mstep: Class 10 contains 61464 members Mstep: Class 11 contains 16258 members Mstep: Class 12 contains 13115 members Mstep: Class 13 contains 48093 members Mstep: Class 14 contains 20865 members Mstep: Class 15 contains 4787 members Mstep: Class 16 contains 755 members Mstep: Class 18 contains 4281 members Mstep: Class 20 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -51948712.000000 Penalty: 54713.640625 Iteration 17Q: 18 clusters Score -5.194871e+07 nChanged 14546 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 15855 members Mstep: Class 2 contains 1137 members Mstep: Class 3 contains 6885 members Mstep: Class 4 contains 155792 members Mstep: Class 5 contains 25333 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1215 members Mstep: Class 9 contains 47066 members Mstep: Class 10 contains 68742 members Mstep: Class 11 contains 16313 members Mstep: Class 12 contains 13016 members Mstep: Class 13 contains 48038 members Mstep: Class 14 contains 22193 members Mstep: Class 15 contains 4696 members Mstep: Class 16 contains 754 members Mstep: Class 18 contains 4155 members Mstep: Class 20 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -51974456.000000 Penalty: 54713.640625 Iteration 18Q: 18 clusters Score -5.197446e+07 nChanged 12054 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 1143 members Mstep: Class 3 contains 6853 members Mstep: Class 4 contains 153369 members Mstep: Class 5 contains 25302 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1215 members Mstep: Class 9 contains 44274 members Mstep: Class 10 contains 72542 members Mstep: Class 11 contains 16360 members Mstep: Class 12 contains 12994 members Mstep: Class 13 contains 48005 members Mstep: Class 14 contains 23494 members Mstep: Class 15 contains 4497 members Mstep: Class 16 contains 751 members Mstep: Class 18 contains 4049 members Mstep: Class 20 contains 300 members Entering Unmasked Estep ConsiderDeletion Score: -51987084.000000 Penalty: 54713.640625 Iteration 19Q: 18 clusters Score -5.198708e+07 nChanged 8070 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16847 members Mstep: Class 2 contains 1147 members Mstep: Class 3 contains 6845 members Mstep: Class 4 contains 153340 members Mstep: Class 5 contains 25305 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 9 contains 41797 members Mstep: Class 10 contains 73434 members Mstep: Class 11 contains 16409 members Mstep: Class 12 contains 13040 members Mstep: Class 13 contains 47972 members Mstep: Class 14 contains 24806 members Mstep: Class 15 contains 4342 members Mstep: Class 16 contains 746 members Mstep: Class 18 contains 3950 members Mstep: Class 20 contains 297 members Entering Unmasked Estep ConsiderDeletion Score: -51990536.000000 Penalty: 54713.640625 Iteration 20F: 18 clusters Score -5.199054e+07 nChanged 5358 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 1148 members Mstep: Class 3 contains 6860 members Mstep: Class 4 contains 153875 members Mstep: Class 5 contains 25296 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1213 members Mstep: Class 9 contains 39664 members Mstep: Class 10 contains 73416 members Mstep: Class 11 contains 16472 members Mstep: Class 12 contains 13069 members Mstep: Class 13 contains 47936 members Mstep: Class 14 contains 26142 members Mstep: Class 15 contains 4246 members Mstep: Class 16 contains 759 members Mstep: Class 18 contains 3867 members Mstep: Class 20 contains 296 members Entering Unmasked Estep ConsiderDeletion Score: -51992388.000000 Penalty: 54713.640625 Iteration 21Q: 18 clusters Score -5.199239e+07 nChanged 4143 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17537 members Mstep: Class 2 contains 1149 members Mstep: Class 3 contains 6860 members Mstep: Class 4 contains 154541 members Mstep: Class 5 contains 25292 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1211 members Mstep: Class 9 contains 37689 members Mstep: Class 10 contains 73190 members Mstep: Class 11 contains 16497 members Mstep: Class 12 contains 13099 members Mstep: Class 13 contains 47920 members Mstep: Class 14 contains 27461 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 764 members Mstep: Class 18 contains 3789 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -51993992.000000 Penalty: 54713.640625 Iteration 22Q: 18 clusters Score -5.199399e+07 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17770 members Mstep: Class 2 contains 1150 members Mstep: Class 3 contains 6841 members Mstep: Class 4 contains 155170 members Mstep: Class 5 contains 25283 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1210 members Mstep: Class 9 contains 35870 members Mstep: Class 10 contains 72963 members Mstep: Class 11 contains 16531 members Mstep: Class 12 contains 13107 members Mstep: Class 13 contains 47897 members Mstep: Class 14 contains 28785 members Mstep: Class 15 contains 4166 members Mstep: Class 16 contains 767 members Mstep: Class 18 contains 3686 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -51994808.000000 Penalty: 54713.640625 Iteration 23Q: 18 clusters Score -5.199481e+07 nChanged 3117 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17929 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6819 members Mstep: Class 4 contains 155684 members Mstep: Class 5 contains 25283 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1211 members Mstep: Class 9 contains 34207 members Mstep: Class 10 contains 72784 members Mstep: Class 11 contains 16539 members Mstep: Class 12 contains 13113 members Mstep: Class 13 contains 47885 members Mstep: Class 14 contains 30069 members Mstep: Class 15 contains 4171 members Mstep: Class 16 contains 770 members Mstep: Class 18 contains 3581 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -51995808.000000 Penalty: 54713.640625 Iteration 24Q: 18 clusters Score -5.199581e+07 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18020 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6810 members Mstep: Class 4 contains 156147 members Mstep: Class 5 contains 25286 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1211 members Mstep: Class 9 contains 32621 members Mstep: Class 10 contains 72645 members Mstep: Class 11 contains 16530 members Mstep: Class 12 contains 13126 members Mstep: Class 13 contains 47879 members Mstep: Class 14 contains 31318 members Mstep: Class 15 contains 4191 members Mstep: Class 16 contains 771 members Mstep: Class 18 contains 3490 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -51996832.000000 Penalty: 54713.640625 Iteration 25Q: 18 clusters Score -5.199683e+07 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18045 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6801 members Mstep: Class 4 contains 156571 members Mstep: Class 5 contains 25285 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1213 members Mstep: Class 9 contains 31164 members Mstep: Class 10 contains 72559 members Mstep: Class 11 contains 16521 members Mstep: Class 12 contains 13139 members Mstep: Class 13 contains 47874 members Mstep: Class 14 contains 32473 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 771 members Mstep: Class 18 contains 3395 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -51998060.000000 Penalty: 54713.640625 Iteration 26Q: 18 clusters Score -5.199806e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6780 members Mstep: Class 4 contains 156917 members Mstep: Class 5 contains 25285 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1212 members Mstep: Class 9 contains 29878 members Mstep: Class 10 contains 72460 members Mstep: Class 11 contains 16514 members Mstep: Class 12 contains 13144 members Mstep: Class 13 contains 47871 members Mstep: Class 14 contains 33607 members Mstep: Class 15 contains 4323 members Mstep: Class 16 contains 772 members Mstep: Class 18 contains 3296 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -51998908.000000 Penalty: 54713.640625 Iteration 27Q: 18 clusters Score -5.199891e+07 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6767 members Mstep: Class 4 contains 157249 members Mstep: Class 5 contains 25288 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1212 members Mstep: Class 9 contains 28735 members Mstep: Class 10 contains 72405 members Mstep: Class 11 contains 16506 members Mstep: Class 12 contains 13155 members Mstep: Class 13 contains 47868 members Mstep: Class 14 contains 34700 members Mstep: Class 15 contains 4397 members Mstep: Class 16 contains 774 members Mstep: Class 18 contains 3202 members Mstep: Class 20 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -52000120.000000 Penalty: 54713.640625 Iteration 28Q: 18 clusters Score -5.200012e+07 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17529 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6756 members Mstep: Class 4 contains 157580 members Mstep: Class 5 contains 25290 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1211 members Mstep: Class 9 contains 27762 members Mstep: Class 10 contains 72358 members Mstep: Class 11 contains 16515 members Mstep: Class 12 contains 13179 members Mstep: Class 13 contains 47864 members Mstep: Class 14 contains 35636 members Mstep: Class 15 contains 4495 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 3096 members Mstep: Class 20 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -52001392.000000 Penalty: 54713.640625 Iteration 29Q: 18 clusters Score -5.200139e+07 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17377 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6745 members Mstep: Class 4 contains 157918 members Mstep: Class 5 contains 25298 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1211 members Mstep: Class 9 contains 26906 members Mstep: Class 10 contains 72303 members Mstep: Class 11 contains 16500 members Mstep: Class 12 contains 13212 members Mstep: Class 13 contains 47860 members Mstep: Class 14 contains 36364 members Mstep: Class 15 contains 4587 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2990 members Mstep: Class 20 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -52001836.000000 Penalty: 54713.640625 Iteration 30Q: 18 clusters Score -5.200184e+07 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6738 members Mstep: Class 4 contains 158206 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1211 members Mstep: Class 9 contains 26140 members Mstep: Class 10 contains 72245 members Mstep: Class 11 contains 16492 members Mstep: Class 12 contains 13252 members Mstep: Class 13 contains 47860 members Mstep: Class 14 contains 36923 members Mstep: Class 15 contains 4680 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2888 members Mstep: Class 20 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -52002032.000000 Penalty: 54713.640625 Iteration 31Q: 18 clusters Score -5.200203e+07 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6733 members Mstep: Class 4 contains 158445 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1212 members Mstep: Class 9 contains 25484 members Mstep: Class 10 contains 72199 members Mstep: Class 11 contains 16468 members Mstep: Class 12 contains 13287 members Mstep: Class 13 contains 47859 members Mstep: Class 14 contains 37341 members Mstep: Class 15 contains 4775 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2781 members Mstep: Class 20 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -52002312.000000 Penalty: 54713.640625 Iteration 32Q: 18 clusters Score -5.200231e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17486 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6729 members Mstep: Class 4 contains 158640 members Mstep: Class 5 contains 25297 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 9 contains 24918 members Mstep: Class 10 contains 72154 members Mstep: Class 11 contains 16457 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 47857 members Mstep: Class 14 contains 37646 members Mstep: Class 15 contains 4875 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2684 members Mstep: Class 20 contains 293 members Entering Unmasked Estep ConsiderDeletion Score: -52002532.000000 Penalty: 54713.640625 Iteration 33Q: 18 clusters Score -5.200253e+07 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17622 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6724 members Mstep: Class 4 contains 158818 members Mstep: Class 5 contains 25294 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 9 contains 24448 members Mstep: Class 10 contains 72109 members Mstep: Class 11 contains 16446 members Mstep: Class 12 contains 13344 members Mstep: Class 13 contains 47850 members Mstep: Class 14 contains 37851 members Mstep: Class 15 contains 4951 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2601 members Mstep: Class 20 contains 293 members Entering Unmasked Estep ConsiderDeletion Score: -52002596.000000 Penalty: 54713.640625 Iteration 34Q: 18 clusters Score -5.20026e+07 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17759 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6721 members Mstep: Class 4 contains 158958 members Mstep: Class 5 contains 25290 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1212 members Mstep: Class 9 contains 24056 members Mstep: Class 10 contains 72065 members Mstep: Class 11 contains 16443 members Mstep: Class 12 contains 13377 members Mstep: Class 13 contains 47847 members Mstep: Class 14 contains 37992 members Mstep: Class 15 contains 5024 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2529 members Mstep: Class 20 contains 292 members Entering Unmasked Estep ConsiderDeletion Score: -52002884.000000 Penalty: 54713.640625 Iteration 35Q: 18 clusters Score -5.200288e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17885 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6713 members Mstep: Class 4 contains 159074 members Mstep: Class 5 contains 25291 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1212 members Mstep: Class 9 contains 23751 members Mstep: Class 10 contains 72038 members Mstep: Class 11 contains 16437 members Mstep: Class 12 contains 13387 members Mstep: Class 13 contains 47836 members Mstep: Class 14 contains 38092 members Mstep: Class 15 contains 5092 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2466 members Mstep: Class 20 contains 291 members Entering Unmasked Estep ConsiderDeletion Score: -52002876.000000 Penalty: 54713.640625 Iteration 36Q: 18 clusters Score -5.200288e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17992 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6705 members Mstep: Class 4 contains 159146 members Mstep: Class 5 contains 25296 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1213 members Mstep: Class 9 contains 23509 members Mstep: Class 10 contains 72010 members Mstep: Class 11 contains 16432 members Mstep: Class 12 contains 13391 members Mstep: Class 13 contains 47832 members Mstep: Class 14 contains 38180 members Mstep: Class 15 contains 5157 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2411 members Mstep: Class 20 contains 291 members Entering Unmasked Estep ConsiderDeletion Score: -52003080.000000 Penalty: 54713.640625 Iteration 37Q: 18 clusters Score -5.200308e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18096 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6701 members Mstep: Class 4 contains 159237 members Mstep: Class 5 contains 25303 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1213 members Mstep: Class 9 contains 23288 members Mstep: Class 10 contains 71986 members Mstep: Class 11 contains 16424 members Mstep: Class 12 contains 13390 members Mstep: Class 13 contains 47826 members Mstep: Class 14 contains 38245 members Mstep: Class 15 contains 5198 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2367 members Mstep: Class 20 contains 291 members Entering Unmasked Estep ConsiderDeletion Score: -52003032.000000 Penalty: 54713.640625 Iteration 38Q: 18 clusters Score -5.200303e+07 nChanged 549 Entering ConstructFrom: Score: -52003032.000000 Penalty: 54713.640625 Entering ConstructFrom: Trying to split cluster 1 (18204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18204 members Entering Unmasked Estep Score: -2081859.250000 Penalty: 2432.730469 Iteration 0F: 2 clusters Score -2081859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -2068976.625000 Penalty: 4865.460938 Iteration 0F: 3 clusters Score -2068977 nChanged 7941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 8649 members Entering Unmasked Estep Score: -2073271.125000 Penalty: 4865.460938 Iteration 1F: 3 clusters Score -2073271 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -2073852.875000 Penalty: 4865.460938 Iteration 2F: 3 clusters Score -2073853 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -2074408.375000 Penalty: 4865.460938 Iteration 3F: 3 clusters Score -2074408 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -2075107.500000 Penalty: 4865.460938 Iteration 4F: 3 clusters Score -2075108 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -2075866.750000 Penalty: 4865.460938 Iteration 5F: 3 clusters Score -2075867 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -2076555.000000 Penalty: 4865.460938 Iteration 6F: 3 clusters Score -2076555 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -2077241.500000 Penalty: 4865.460938 Iteration 7F: 3 clusters Score -2077242 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -2077815.625000 Penalty: 4865.460938 Iteration 8Q: 3 clusters Score -2077816 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -2078249.875000 Penalty: 4865.460938 Iteration 9Q: 3 clusters Score -2078250 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -2078561.500000 Penalty: 4865.460938 Iteration 10Q: 3 clusters Score -2078562 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -2078728.500000 Penalty: 4865.460938 Iteration 11Q: 3 clusters Score -2078728 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -2078850.125000 Penalty: 4865.460938 Iteration 12Q: 3 clusters Score -2078850 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13339 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -2078957.500000 Penalty: 4865.460938 Iteration 13Q: 3 clusters Score -2078958 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -2079045.000000 Penalty: 4865.460938 Iteration 14Q: 3 clusters Score -2079045 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -2079105.000000 Penalty: 4865.460938 Iteration 15Q: 3 clusters Score -2079105 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -2079158.250000 Penalty: 4865.460938 Iteration 16Q: 3 clusters Score -2079158 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -2079204.500000 Penalty: 4865.460938 Iteration 17Q: 3 clusters Score -2079204 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14102 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -2079248.375000 Penalty: 4865.460938 Iteration 18Q: 3 clusters Score -2079248 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -2079301.125000 Penalty: 4865.460938 Iteration 19Q: 3 clusters Score -2079301 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -2079352.125000 Penalty: 4865.460938 Iteration 20F: 3 clusters Score -2079352 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14559 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -2079427.750000 Penalty: 4865.460938 Iteration 21Q: 3 clusters Score -2079428 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -2079479.000000 Penalty: 4865.460938 Iteration 22Q: 3 clusters Score -2079479 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -2079527.875000 Penalty: 4865.460938 Iteration 23Q: 3 clusters Score -2079528 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14988 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -2079574.250000 Penalty: 4865.460938 Iteration 24Q: 3 clusters Score -2079574 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15121 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -2079621.000000 Penalty: 4865.460938 Iteration 25Q: 3 clusters Score -2079621 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15241 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -2079674.250000 Penalty: 4865.460938 Iteration 26Q: 3 clusters Score -2079674 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -2079734.875000 Penalty: 4865.460938 Iteration 27Q: 3 clusters Score -2079735 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15473 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -2079797.000000 Penalty: 4865.460938 Iteration 28Q: 3 clusters Score -2079797 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -2079845.000000 Penalty: 4865.460938 Iteration 29Q: 3 clusters Score -2079845 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -2079904.250000 Penalty: 4865.460938 Iteration 30Q: 3 clusters Score -2079904 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -2079954.500000 Penalty: 4865.460938 Iteration 31Q: 3 clusters Score -2079954 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -2080005.750000 Penalty: 4865.460938 Iteration 32Q: 3 clusters Score -2080006 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15903 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -2080054.125000 Penalty: 4865.460938 Iteration 33Q: 3 clusters Score -2080054 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15966 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -2080107.625000 Penalty: 4865.460938 Iteration 34Q: 3 clusters Score -2080108 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16032 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -2080166.625000 Penalty: 4865.460938 Iteration 35Q: 3 clusters Score -2080167 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -2080215.875000 Penalty: 4865.460938 Iteration 36Q: 3 clusters Score -2080216 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -2080259.500000 Penalty: 4865.460938 Iteration 37Q: 3 clusters Score -2080260 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -2080293.750000 Penalty: 4865.460938 Iteration 38Q: 3 clusters Score -2080294 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16172 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -2080337.375000 Penalty: 4865.460938 Iteration 39Q: 3 clusters Score -2080337 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -2080386.625000 Penalty: 4865.460938 Iteration 40F: 3 clusters Score -2080387 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16196 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -2080421.375000 Penalty: 4865.460938 Iteration 41Q: 3 clusters Score -2080421 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -2080456.250000 Penalty: 4865.460938 Iteration 42Q: 3 clusters Score -2080456 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16187 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -2080495.625000 Penalty: 4865.460938 Iteration 43Q: 3 clusters Score -2080496 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16169 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -2080552.750000 Penalty: 4865.460938 Iteration 44Q: 3 clusters Score -2080553 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -2080589.625000 Penalty: 4865.460938 Iteration 45Q: 3 clusters Score -2080590 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -2080628.625000 Penalty: 4865.460938 Iteration 46Q: 3 clusters Score -2080629 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -2080662.000000 Penalty: 4865.460938 Iteration 47Q: 3 clusters Score -2080662 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -2080689.750000 Penalty: 4865.460938 Iteration 48Q: 3 clusters Score -2080690 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -2080720.625000 Penalty: 4865.460938 Iteration 49Q: 3 clusters Score -2080721 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -2080747.875000 Penalty: 4865.460938 Iteration 50Q: 3 clusters Score -2080748 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16018 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -2080772.000000 Penalty: 4865.460938 Iteration 51Q: 3 clusters Score -2080772 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -2080797.000000 Penalty: 4865.460938 Iteration 52Q: 3 clusters Score -2080797 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -2080822.875000 Penalty: 4865.460938 Iteration 53Q: 3 clusters Score -2080823 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16017 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -2080833.750000 Penalty: 4865.460938 Iteration 54Q: 3 clusters Score -2080834 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16012 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -2080844.000000 Penalty: 4865.460938 Iteration 55Q: 3 clusters Score -2080844 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -2080856.875000 Penalty: 4865.460938 Iteration 56Q: 3 clusters Score -2080857 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16020 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -2080870.250000 Penalty: 4865.460938 Iteration 57Q: 3 clusters Score -2080870 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16020 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -2080885.250000 Penalty: 4865.460938 Iteration 58Q: 3 clusters Score -2080885 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16018 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -2080898.000000 Penalty: 4865.460938 Iteration 59Q: 3 clusters Score -2080898 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -2080904.500000 Penalty: 4865.460938 Iteration 60F: 3 clusters Score -2080904 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16005 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -2080909.750000 Penalty: 4865.460938 Iteration 61Q: 3 clusters Score -2080910 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16002 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -2080918.375000 Penalty: 4865.460938 Iteration 62Q: 3 clusters Score -2080918 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16001 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -2080917.625000 Penalty: 4865.460938 Iteration 63Q: 3 clusters Score -2080918 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16001 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -2080918.875000 Penalty: 4865.460938 Iteration 64Q: 3 clusters Score -2080919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -2080923.750000 Penalty: 4865.460938 Iteration 65Q: 3 clusters Score -2080924 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15992 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -2080924.125000 Penalty: 4865.460938 Iteration 66Q: 3 clusters Score -2080924 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15992 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -2080928.500000 Penalty: 4865.460938 Iteration 67Q: 3 clusters Score -2080928 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15988 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -2080928.125000 Penalty: 4865.460938 Iteration 68Q: 3 clusters Score -2080928 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2080928.750000 Penalty: 4865.460938 Iteration 69Q: 3 clusters Score -2080929 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2080927.625000 Penalty: 4865.460938 Iteration 70Q: 3 clusters Score -2080928 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -2080928.375000 Penalty: 4865.460938 Iteration 71Q: 3 clusters Score -2080928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15984 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -2080930.750000 Penalty: 4865.460938 Iteration 72Q: 3 clusters Score -2080931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2080930.875000 Penalty: 4865.460938 Iteration 73Q: 3 clusters Score -2080931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2080930.875000 Penalty: 4865.460938 Iteration 74F: 3 clusters Score -2080931 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Entering Unmasked Estep Score: -116694.265625 Penalty: 1747.999878 Iteration 0F: 2 clusters Score -116694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -114883.093750 Penalty: 3495.999756 Iteration 0F: 3 clusters Score -114883.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -115889.687500 Penalty: 3495.999756 Iteration 1F: 3 clusters Score -115889.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -116557.140625 Penalty: 3495.999756 Iteration 2F: 3 clusters Score -116557.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -117121.710938 Penalty: 3495.999756 Iteration 3F: 3 clusters Score -117121.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -117443.468750 Penalty: 3495.999756 Iteration 4F: 3 clusters Score -117443.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -117734.851562 Penalty: 3495.999756 Iteration 5F: 3 clusters Score -117734.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -117886.984375 Penalty: 3495.999756 Iteration 6Q: 3 clusters Score -117887 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -117989.070312 Penalty: 3495.999756 Iteration 7Q: 3 clusters Score -117989.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -118027.679688 Penalty: 3495.999756 Iteration 8Q: 3 clusters Score -118027.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -118053.796875 Penalty: 3495.999756 Iteration 9Q: 3 clusters Score -118053.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -118062.523438 Penalty: 3495.999756 Iteration 10Q: 3 clusters Score -118062.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -118072.179688 Penalty: 3495.999756 Iteration 11Q: 3 clusters Score -118072.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -118080.390625 Penalty: 3495.999756 Iteration 12Q: 3 clusters Score -118080.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -118083.937500 Penalty: 3495.999756 Iteration 13Q: 3 clusters Score -118083.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -118083.937500 Penalty: 3495.999756 Iteration 14F: 3 clusters Score -118083.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 649 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 8 contains 502 members Mstep: Class 9 contains 23092 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 16424 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52002944.000000 Penalty: 57932.093750 Splitting cluster 2 changes total score from -52003032.000000 to -52002944.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (6695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Entering Unmasked Estep Score: -817534.625000 Penalty: 2184.660889 Iteration 0F: 2 clusters Score -817534.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -811986.875000 Penalty: 4369.321777 Iteration 0F: 3 clusters Score -811986.9 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -813574.437500 Penalty: 4369.321777 Iteration 1F: 3 clusters Score -813574.4 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -814030.000000 Penalty: 4369.321777 Iteration 2F: 3 clusters Score -814030 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -814416.062500 Penalty: 4369.321777 Iteration 3F: 3 clusters Score -814416.1 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -814716.437500 Penalty: 4369.321777 Iteration 4F: 3 clusters Score -814716.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -814904.500000 Penalty: 4369.321777 Iteration 5Q: 3 clusters Score -814904.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -815036.375000 Penalty: 4369.321777 Iteration 6Q: 3 clusters Score -815036.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -815140.625000 Penalty: 4369.321777 Iteration 7Q: 3 clusters Score -815140.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -815205.437500 Penalty: 4369.321777 Iteration 8Q: 3 clusters Score -815205.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -815271.562500 Penalty: 4369.321777 Iteration 9Q: 3 clusters Score -815271.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -815349.312500 Penalty: 4369.321777 Iteration 10Q: 3 clusters Score -815349.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -815439.687500 Penalty: 4369.321777 Iteration 11Q: 3 clusters Score -815439.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -815531.000000 Penalty: 4369.321777 Iteration 12Q: 3 clusters Score -815531 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -815621.312500 Penalty: 4369.321777 Iteration 13Q: 3 clusters Score -815621.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -815733.562500 Penalty: 4369.321777 Iteration 14Q: 3 clusters Score -815733.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -815839.125000 Penalty: 4369.321777 Iteration 15Q: 3 clusters Score -815839.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -815976.937500 Penalty: 4369.321777 Iteration 16Q: 3 clusters Score -815976.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -816079.312500 Penalty: 4369.321777 Iteration 17Q: 3 clusters Score -816079.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -816159.250000 Penalty: 4369.321777 Iteration 18Q: 3 clusters Score -816159.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -816199.000000 Penalty: 4369.321777 Iteration 19Q: 3 clusters Score -816199 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -816229.687500 Penalty: 4369.321777 Iteration 20F: 3 clusters Score -816229.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -816247.875000 Penalty: 4369.321777 Iteration 21Q: 3 clusters Score -816247.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -816259.937500 Penalty: 4369.321777 Iteration 22Q: 3 clusters Score -816259.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -816265.125000 Penalty: 4369.321777 Iteration 23Q: 3 clusters Score -816265.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -816272.687500 Penalty: 4369.321777 Iteration 24Q: 3 clusters Score -816272.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -816279.750000 Penalty: 4369.321777 Iteration 25Q: 3 clusters Score -816279.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -816289.750000 Penalty: 4369.321777 Iteration 26Q: 3 clusters Score -816289.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -816296.250000 Penalty: 4369.321777 Iteration 27Q: 3 clusters Score -816296.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -816302.500000 Penalty: 4369.321777 Iteration 28Q: 3 clusters Score -816302.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -816312.375000 Penalty: 4369.321777 Iteration 29Q: 3 clusters Score -816312.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -816320.625000 Penalty: 4369.321777 Iteration 30Q: 3 clusters Score -816320.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -816331.125000 Penalty: 4369.321777 Iteration 31Q: 3 clusters Score -816331.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -816344.500000 Penalty: 4369.321777 Iteration 32Q: 3 clusters Score -816344.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -816364.875000 Penalty: 4369.321777 Iteration 33Q: 3 clusters Score -816364.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -816384.500000 Penalty: 4369.321777 Iteration 34Q: 3 clusters Score -816384.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -816398.687500 Penalty: 4369.321777 Iteration 35Q: 3 clusters Score -816398.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -816419.687500 Penalty: 4369.321777 Iteration 36Q: 3 clusters Score -816419.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -816440.812500 Penalty: 4369.321777 Iteration 37Q: 3 clusters Score -816440.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -816458.437500 Penalty: 4369.321777 Iteration 38Q: 3 clusters Score -816458.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -816476.562500 Penalty: 4369.321777 Iteration 39Q: 3 clusters Score -816476.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -816493.562500 Penalty: 4369.321777 Iteration 40F: 3 clusters Score -816493.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -816513.625000 Penalty: 4369.321777 Iteration 41Q: 3 clusters Score -816513.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -816540.562500 Penalty: 4369.321777 Iteration 42Q: 3 clusters Score -816540.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -816566.000000 Penalty: 4369.321777 Iteration 43Q: 3 clusters Score -816566 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -816594.187500 Penalty: 4369.321777 Iteration 44Q: 3 clusters Score -816594.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -816632.812500 Penalty: 4369.321777 Iteration 45Q: 3 clusters Score -816632.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -816674.750000 Penalty: 4369.321777 Iteration 46Q: 3 clusters Score -816674.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -816727.062500 Penalty: 4369.321777 Iteration 47Q: 3 clusters Score -816727.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -816771.937500 Penalty: 4369.321777 Iteration 48Q: 3 clusters Score -816771.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -816809.312500 Penalty: 4369.321777 Iteration 49Q: 3 clusters Score -816809.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -816866.187500 Penalty: 4369.321777 Iteration 50Q: 3 clusters Score -816866.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -816929.062500 Penalty: 4369.321777 Iteration 51Q: 3 clusters Score -816929.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -817015.250000 Penalty: 4369.321777 Iteration 52Q: 3 clusters Score -817015.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -817118.625000 Penalty: 4369.321777 Iteration 53Q: 3 clusters Score -817118.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -817210.750000 Penalty: 4369.321777 Iteration 54Q: 3 clusters Score -817210.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -817310.562500 Penalty: 4369.321777 Iteration 55Q: 3 clusters Score -817310.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -817425.437500 Penalty: 4369.321777 Iteration 56Q: 3 clusters Score -817425.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -817552.375000 Penalty: 4369.321777 Iteration 57Q: 3 clusters Score -817552.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -817703.500000 Penalty: 4369.321777 Iteration 58Q: 3 clusters Score -817703.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -817861.187500 Penalty: 4369.321777 Iteration 59Q: 3 clusters Score -817861.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -818011.250000 Penalty: 4369.321777 Iteration 60F: 3 clusters Score -818011.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -818170.937500 Penalty: 4369.321777 Iteration 61Q: 3 clusters Score -818170.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -818256.875000 Penalty: 4369.321777 Iteration 62Q: 3 clusters Score -818256.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -818292.937500 Penalty: 4369.321777 Iteration 63Q: 3 clusters Score -818292.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -818309.625000 Penalty: 4369.321777 Iteration 64Q: 3 clusters Score -818309.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -818310.125000 Penalty: 4369.321777 Iteration 65Q: 3 clusters Score -818310.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -818312.187500 Penalty: 4369.321777 Iteration 66Q: 3 clusters Score -818312.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -818313.625000 Penalty: 4369.321777 Iteration 67Q: 3 clusters Score -818313.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -818312.125000 Penalty: 4369.321777 Iteration 68Q: 3 clusters Score -818312.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -818312.437500 Penalty: 4369.321777 Iteration 69Q: 3 clusters Score -818312.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -818312.437500 Penalty: 4369.321777 Iteration 70F: 3 clusters Score -818312.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 2323 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 8 contains 4372 members Mstep: Class 9 contains 23092 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 16424 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52002892.000000 Penalty: 57932.093750 Splitting cluster 3 changes total score from -52003032.000000 to -52002892.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (159327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159327 members Entering Unmasked Estep Score: -19875754.000000 Penalty: 2970.721191 Iteration 0F: 2 clusters Score -1.987575e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79336 members Mstep: Class 2 contains 79991 members Entering Unmasked Estep Score: -19771402.000000 Penalty: 5941.442383 Iteration 0F: 3 clusters Score -1.97714e+07 nChanged 76069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74593 members Mstep: Class 2 contains 84734 members Entering Unmasked Estep Score: -19815552.000000 Penalty: 5941.442383 Iteration 1F: 3 clusters Score -1.981555e+07 nChanged 4813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71414 members Mstep: Class 2 contains 87913 members Entering Unmasked Estep Score: -19816918.000000 Penalty: 5941.442383 Iteration 2Q: 3 clusters Score -1.981692e+07 nChanged 5866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66562 members Mstep: Class 2 contains 92765 members Entering Unmasked Estep Score: -19819032.000000 Penalty: 5941.442383 Iteration 3Q: 3 clusters Score -1.981903e+07 nChanged 7798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59368 members Mstep: Class 2 contains 99959 members Entering Unmasked Estep Score: -19822442.000000 Penalty: 5941.442383 Iteration 4Q: 3 clusters Score -1.982244e+07 nChanged 10407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49265 members Mstep: Class 2 contains 110062 members Entering Unmasked Estep Score: -19828636.000000 Penalty: 5941.442383 Iteration 5F: 3 clusters Score -1.982864e+07 nChanged 13308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36093 members Mstep: Class 2 contains 123234 members Entering Unmasked Estep Score: -19838922.000000 Penalty: 5941.442383 Iteration 6F: 3 clusters Score -1.983892e+07 nChanged 14203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21942 members Mstep: Class 2 contains 137385 members Entering Unmasked Estep Score: -19852144.000000 Penalty: 5941.442383 Iteration 7F: 3 clusters Score -1.985214e+07 nChanged 11480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 148843 members Entering Unmasked Estep Score: -19863542.000000 Penalty: 5941.442383 Iteration 8F: 3 clusters Score -1.986354e+07 nChanged 6387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 155224 members Entering Unmasked Estep Score: -19869508.000000 Penalty: 5941.442383 Iteration 9Q: 3 clusters Score -1.986951e+07 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 157814 members Entering Unmasked Estep Score: -19871734.000000 Penalty: 5941.442383 Iteration 10Q: 3 clusters Score -1.987173e+07 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 158704 members Entering Unmasked Estep Score: -19872532.000000 Penalty: 5941.442383 Iteration 11Q: 3 clusters Score -1.987253e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 158961 members Entering Unmasked Estep Score: -19872806.000000 Penalty: 5941.442383 Iteration 12Q: 3 clusters Score -1.987281e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 159042 members Entering Unmasked Estep Score: -19872932.000000 Penalty: 5941.442383 Iteration 13Q: 3 clusters Score -1.987293e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 159070 members Entering Unmasked Estep Score: -19872990.000000 Penalty: 5941.442383 Iteration 14Q: 3 clusters Score -1.987299e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 159082 members Entering Unmasked Estep Score: -19873036.000000 Penalty: 5941.442383 Iteration 15Q: 3 clusters Score -1.987304e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 159091 members Entering Unmasked Estep Score: -19873060.000000 Penalty: 5941.442383 Iteration 16Q: 3 clusters Score -1.987306e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 159095 members Entering Unmasked Estep Score: -19873096.000000 Penalty: 5941.442383 Iteration 17Q: 3 clusters Score -1.98731e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 159096 members Entering Unmasked Estep Score: -19873100.000000 Penalty: 5941.442383 Iteration 18Q: 3 clusters Score -1.98731e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 159097 members Entering Unmasked Estep Score: -19873104.000000 Penalty: 5941.442383 Iteration 19Q: 3 clusters Score -1.98731e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 159099 members Entering Unmasked Estep Score: -19873102.000000 Penalty: 5941.442383 Iteration 20F: 3 clusters Score -1.98731e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 159102 members Entering Unmasked Estep Score: -19873120.000000 Penalty: 5941.442383 Iteration 21Q: 3 clusters Score -1.987312e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 159103 members Entering Unmasked Estep Score: -19873124.000000 Penalty: 5941.442383 Iteration 22Q: 3 clusters Score -1.987312e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 159105 members Entering Unmasked Estep Score: -19873132.000000 Penalty: 5941.442383 Iteration 23Q: 3 clusters Score -1.987313e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 159105 members Entering Unmasked Estep Score: -19873132.000000 Penalty: 5941.442383 Iteration 24F: 3 clusters Score -1.987313e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (25301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25301 members Entering Unmasked Estep Score: -3063867.250000 Penalty: 2514.372559 Iteration 0F: 2 clusters Score -3063867 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 12591 members Entering Unmasked Estep Score: -3046322.500000 Penalty: 5028.745117 Iteration 0F: 3 clusters Score -3046322 nChanged 11390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13228 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -3052646.750000 Penalty: 5028.745117 Iteration 1F: 3 clusters Score -3052647 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13719 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -3053383.000000 Penalty: 5028.745117 Iteration 2F: 3 clusters Score -3053383 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14456 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -3054344.250000 Penalty: 5028.745117 Iteration 3F: 3 clusters Score -3054344 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 9805 members Entering Unmasked Estep Score: -3055693.250000 Penalty: 5028.745117 Iteration 4F: 3 clusters Score -3055693 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16834 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -3057376.500000 Penalty: 5028.745117 Iteration 5F: 3 clusters Score -3057376 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18330 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -3059110.250000 Penalty: 5028.745117 Iteration 6F: 3 clusters Score -3059110 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -3060593.000000 Penalty: 5028.745117 Iteration 7F: 3 clusters Score -3060593 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20831 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -3061643.500000 Penalty: 5028.745117 Iteration 8Q: 3 clusters Score -3061644 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21582 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -3062332.000000 Penalty: 5028.745117 Iteration 9Q: 3 clusters Score -3062332 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22040 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -3062638.750000 Penalty: 5028.745117 Iteration 10Q: 3 clusters Score -3062639 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22349 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -3062796.750000 Penalty: 5028.745117 Iteration 11Q: 3 clusters Score -3062797 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22571 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -3062898.500000 Penalty: 5028.745117 Iteration 12Q: 3 clusters Score -3062898 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -3062950.000000 Penalty: 5028.745117 Iteration 13Q: 3 clusters Score -3062950 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22865 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -3062989.750000 Penalty: 5028.745117 Iteration 14Q: 3 clusters Score -3062990 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22970 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -3063011.750000 Penalty: 5028.745117 Iteration 15Q: 3 clusters Score -3063012 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23049 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -3063031.500000 Penalty: 5028.745117 Iteration 16Q: 3 clusters Score -3063032 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23119 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -3063043.250000 Penalty: 5028.745117 Iteration 17Q: 3 clusters Score -3063043 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -3063065.750000 Penalty: 5028.745117 Iteration 18Q: 3 clusters Score -3063066 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23223 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -3063074.000000 Penalty: 5028.745117 Iteration 19Q: 3 clusters Score -3063074 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23273 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -3063085.250000 Penalty: 5028.745117 Iteration 20F: 3 clusters Score -3063085 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23321 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -3063087.500000 Penalty: 5028.745117 Iteration 21Q: 3 clusters Score -3063088 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -3063096.500000 Penalty: 5028.745117 Iteration 22Q: 3 clusters Score -3063096 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23397 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -3063110.500000 Penalty: 5028.745117 Iteration 23Q: 3 clusters Score -3063110 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23441 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -3063124.250000 Penalty: 5028.745117 Iteration 24Q: 3 clusters Score -3063124 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -3063148.500000 Penalty: 5028.745117 Iteration 25Q: 3 clusters Score -3063148 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -3063146.500000 Penalty: 5028.745117 Iteration 26Q: 3 clusters Score -3063146 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -3063156.750000 Penalty: 5028.745117 Iteration 27Q: 3 clusters Score -3063157 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23523 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -3063159.250000 Penalty: 5028.745117 Iteration 28Q: 3 clusters Score -3063159 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23535 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -3063164.750000 Penalty: 5028.745117 Iteration 29Q: 3 clusters Score -3063165 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23550 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -3063165.500000 Penalty: 5028.745117 Iteration 30Q: 3 clusters Score -3063166 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23563 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -3063165.750000 Penalty: 5028.745117 Iteration 31Q: 3 clusters Score -3063166 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23577 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -3063175.500000 Penalty: 5028.745117 Iteration 32Q: 3 clusters Score -3063176 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23589 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -3063176.750000 Penalty: 5028.745117 Iteration 33Q: 3 clusters Score -3063177 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23596 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -3063172.250000 Penalty: 5028.745117 Iteration 34Q: 3 clusters Score -3063172 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -3063174.250000 Penalty: 5028.745117 Iteration 35Q: 3 clusters Score -3063174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -3063177.500000 Penalty: 5028.745117 Iteration 36Q: 3 clusters Score -3063178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -3063174.000000 Penalty: 5028.745117 Iteration 37Q: 3 clusters Score -3063174 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23619 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -3063181.000000 Penalty: 5028.745117 Iteration 38Q: 3 clusters Score -3063181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23626 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -3063183.750000 Penalty: 5028.745117 Iteration 39Q: 3 clusters Score -3063184 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -3063177.500000 Penalty: 5028.745117 Iteration 40F: 3 clusters Score -3063178 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23645 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -3063181.250000 Penalty: 5028.745117 Iteration 41Q: 3 clusters Score -3063181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -3063181.500000 Penalty: 5028.745117 Iteration 42Q: 3 clusters Score -3063182 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23658 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -3063184.500000 Penalty: 5028.745117 Iteration 43Q: 3 clusters Score -3063184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -3063182.500000 Penalty: 5028.745117 Iteration 44Q: 3 clusters Score -3063182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23662 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -3063185.750000 Penalty: 5028.745117 Iteration 45Q: 3 clusters Score -3063186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23667 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -3063185.750000 Penalty: 5028.745117 Iteration 46Q: 3 clusters Score -3063186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -3063192.250000 Penalty: 5028.745117 Iteration 47Q: 3 clusters Score -3063192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23678 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -3063187.500000 Penalty: 5028.745117 Iteration 48Q: 3 clusters Score -3063188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23680 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -3063190.500000 Penalty: 5028.745117 Iteration 49Q: 3 clusters Score -3063190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23681 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -3063188.750000 Penalty: 5028.745117 Iteration 50Q: 3 clusters Score -3063189 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -3063188.750000 Penalty: 5028.745117 Iteration 51Q: 3 clusters Score -3063189 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -3063188.750000 Penalty: 5028.745117 Iteration 52F: 3 clusters Score -3063189 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Entering Unmasked Estep Score: -113695.468750 Penalty: 1737.885010 Iteration 0F: 2 clusters Score -113695.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -111738.343750 Penalty: 3475.770020 Iteration 0F: 3 clusters Score -111738.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -112117.609375 Penalty: 3475.770020 Iteration 1F: 3 clusters Score -112117.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -112341.195312 Penalty: 3475.770020 Iteration 2F: 3 clusters Score -112341.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -112600.062500 Penalty: 3475.770020 Iteration 3F: 3 clusters Score -112600.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -112976.585938 Penalty: 3475.770020 Iteration 4F: 3 clusters Score -112976.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -113611.218750 Penalty: 3475.770020 Iteration 5F: 3 clusters Score -113611.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -113849.937500 Penalty: 3475.770020 Iteration 6F: 3 clusters Score -113849.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -114073.859375 Penalty: 3475.770020 Iteration 7Q: 3 clusters Score -114073.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -114289.328125 Penalty: 3475.770020 Iteration 8Q: 3 clusters Score -114289.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -114455.750000 Penalty: 3475.770020 Iteration 9Q: 3 clusters Score -114455.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -114554.976562 Penalty: 3475.770020 Iteration 10Q: 3 clusters Score -114555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -114607.375000 Penalty: 3475.770020 Iteration 11Q: 3 clusters Score -114607.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -114625.164062 Penalty: 3475.770020 Iteration 12Q: 3 clusters Score -114625.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -114633.609375 Penalty: 3475.770020 Iteration 13Q: 3 clusters Score -114633.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -114633.609375 Penalty: 3475.770020 Iteration 14F: 3 clusters Score -114633.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 698 members Mstep: Class 7 contains 1214 members Mstep: Class 8 contains 407 members Mstep: Class 9 contains 23092 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 16424 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52002500.000000 Penalty: 57932.093750 Splitting cluster 6 changes total score from -52003032.000000 to -52002500.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Entering Unmasked Estep Score: -134385.687500 Penalty: 1761.215698 Iteration 0F: 2 clusters Score -134385.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -132416.687500 Penalty: 3522.431396 Iteration 0F: 3 clusters Score -132416.7 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -133434.375000 Penalty: 3522.431396 Iteration 1F: 3 clusters Score -133434.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -134708.765625 Penalty: 3522.431396 Iteration 2F: 3 clusters Score -134708.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -135369.671875 Penalty: 3522.431396 Iteration 3F: 3 clusters Score -135369.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -135553.281250 Penalty: 3522.431396 Iteration 4Q: 3 clusters Score -135553.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -135604.562500 Penalty: 3522.431396 Iteration 5Q: 3 clusters Score -135604.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -135624.765625 Penalty: 3522.431396 Iteration 6Q: 3 clusters Score -135624.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -135629.812500 Penalty: 3522.431396 Iteration 7Q: 3 clusters Score -135629.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -135629.812500 Penalty: 3522.431396 Iteration 8F: 3 clusters Score -135629.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 426 members Mstep: Class 9 contains 23092 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 16424 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52002920.000000 Penalty: 57932.093750 Splitting cluster 7 changes total score from -52003032.000000 to -52002920.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (23092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23092 members Entering Unmasked Estep Score: -2800254.500000 Penalty: 2491.715820 Iteration 0F: 2 clusters Score -2800254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -2784182.500000 Penalty: 4983.431641 Iteration 0F: 3 clusters Score -2784182 nChanged 10199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -2789845.000000 Penalty: 4983.431641 Iteration 1F: 3 clusters Score -2789845 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -2790367.750000 Penalty: 4983.431641 Iteration 2F: 3 clusters Score -2790368 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 12074 members Entering Unmasked Estep Score: -2790974.000000 Penalty: 4983.431641 Iteration 3Q: 3 clusters Score -2790974 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -2791850.500000 Penalty: 4983.431641 Iteration 4F: 3 clusters Score -2791850 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -2793004.000000 Penalty: 4983.431641 Iteration 5F: 3 clusters Score -2793004 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 13226 members Entering Unmasked Estep Score: -2794341.500000 Penalty: 4983.431641 Iteration 6F: 3 clusters Score -2794342 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 13988 members Entering Unmasked Estep Score: -2795788.250000 Penalty: 4983.431641 Iteration 7F: 3 clusters Score -2795788 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -2797155.000000 Penalty: 4983.431641 Iteration 8F: 3 clusters Score -2797155 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -2798396.500000 Penalty: 4983.431641 Iteration 9F: 3 clusters Score -2798396 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -2799558.250000 Penalty: 4983.431641 Iteration 10Q: 3 clusters Score -2799558 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 15275 members Entering Unmasked Estep Score: -2800943.250000 Penalty: 4983.431641 Iteration 11Q: 3 clusters Score -2800943 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 15104 members Entering Unmasked Estep Score: -2802307.000000 Penalty: 4983.431641 Iteration 12Q: 3 clusters Score -2802307 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 14871 members Entering Unmasked Estep Score: -2803085.000000 Penalty: 4983.431641 Iteration 13Q: 3 clusters Score -2803085 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 14680 members Entering Unmasked Estep Score: -2803396.500000 Penalty: 4983.431641 Iteration 14Q: 3 clusters Score -2803396 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -2803486.250000 Penalty: 4983.431641 Iteration 15Q: 3 clusters Score -2803486 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -2803516.250000 Penalty: 4983.431641 Iteration 16Q: 3 clusters Score -2803516 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 14355 members Entering Unmasked Estep Score: -2803534.500000 Penalty: 4983.431641 Iteration 17Q: 3 clusters Score -2803534 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 14314 members Entering Unmasked Estep Score: -2803538.250000 Penalty: 4983.431641 Iteration 18Q: 3 clusters Score -2803538 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 14281 members Entering Unmasked Estep Score: -2803541.250000 Penalty: 4983.431641 Iteration 19Q: 3 clusters Score -2803541 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 14260 members Entering Unmasked Estep Score: -2803550.000000 Penalty: 4983.431641 Iteration 20F: 3 clusters Score -2803550 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -2803544.250000 Penalty: 4983.431641 Iteration 21Q: 3 clusters Score -2803544 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -2803546.750000 Penalty: 4983.431641 Iteration 22Q: 3 clusters Score -2803547 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -2803544.250000 Penalty: 4983.431641 Iteration 23Q: 3 clusters Score -2803544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 14210 members Entering Unmasked Estep Score: -2803544.250000 Penalty: 4983.431641 Iteration 24Q: 3 clusters Score -2803544 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 14204 members Entering Unmasked Estep Score: -2803548.750000 Penalty: 4983.431641 Iteration 25Q: 3 clusters Score -2803549 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 14201 members Entering Unmasked Estep Score: -2803553.250000 Penalty: 4983.431641 Iteration 26Q: 3 clusters Score -2803553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 14197 members Entering Unmasked Estep Score: -2803551.250000 Penalty: 4983.431641 Iteration 27Q: 3 clusters Score -2803551 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 14194 members Entering Unmasked Estep Score: -2803551.000000 Penalty: 4983.431641 Iteration 28Q: 3 clusters Score -2803551 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -2803549.500000 Penalty: 4983.431641 Iteration 29Q: 3 clusters Score -2803550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 14189 members Entering Unmasked Estep Score: -2803554.750000 Penalty: 4983.431641 Iteration 30Q: 3 clusters Score -2803555 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 14189 members Entering Unmasked Estep Score: -2803554.750000 Penalty: 4983.431641 Iteration 31F: 3 clusters Score -2803555 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 8 contains 14189 members Mstep: Class 9 contains 8903 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 16424 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52005876.000000 Penalty: 57932.093750 Splitting cluster 9 changes total score from -52003032.000000 to -52005876.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 10 (71961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71961 members Entering Unmasked Estep Score: -8813760.000000 Penalty: 2773.602295 Iteration 0F: 2 clusters Score -8813760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36130 members Mstep: Class 2 contains 35831 members Entering Unmasked Estep Score: -8765575.000000 Penalty: 5547.204590 Iteration 0F: 3 clusters Score -8765575 nChanged 33654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37394 members Mstep: Class 2 contains 34567 members Entering Unmasked Estep Score: -8784848.000000 Penalty: 5547.204590 Iteration 1F: 3 clusters Score -8784848 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38445 members Mstep: Class 2 contains 33516 members Entering Unmasked Estep Score: -8785979.000000 Penalty: 5547.204590 Iteration 2Q: 3 clusters Score -8785979 nChanged 3386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39903 members Mstep: Class 2 contains 32058 members Entering Unmasked Estep Score: -8787555.000000 Penalty: 5547.204590 Iteration 3Q: 3 clusters Score -8787555 nChanged 3766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41831 members Mstep: Class 2 contains 30130 members Entering Unmasked Estep Score: -8789780.000000 Penalty: 5547.204590 Iteration 4F: 3 clusters Score -8789780 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44259 members Mstep: Class 2 contains 27702 members Entering Unmasked Estep Score: -8792314.000000 Penalty: 5547.204590 Iteration 5F: 3 clusters Score -8792314 nChanged 4395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47118 members Mstep: Class 2 contains 24843 members Entering Unmasked Estep Score: -8795032.000000 Penalty: 5547.204590 Iteration 6F: 3 clusters Score -8795032 nChanged 4319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50285 members Mstep: Class 2 contains 21676 members Entering Unmasked Estep Score: -8797707.000000 Penalty: 5547.204590 Iteration 7F: 3 clusters Score -8797707 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53577 members Mstep: Class 2 contains 18384 members Entering Unmasked Estep Score: -8800186.000000 Penalty: 5547.204590 Iteration 8F: 3 clusters Score -8800186 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56867 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -8802583.000000 Penalty: 5547.204590 Iteration 9F: 3 clusters Score -8802583 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59939 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -8804882.000000 Penalty: 5547.204590 Iteration 10Q: 3 clusters Score -8804882 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62741 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -8807008.000000 Penalty: 5547.204590 Iteration 11Q: 3 clusters Score -8807008 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64942 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -8808619.000000 Penalty: 5547.204590 Iteration 12Q: 3 clusters Score -8808619 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66484 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -8809668.000000 Penalty: 5547.204590 Iteration 13Q: 3 clusters Score -8809668 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67493 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -8810385.000000 Penalty: 5547.204590 Iteration 14Q: 3 clusters Score -8810385 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68235 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -8810866.000000 Penalty: 5547.204590 Iteration 15Q: 3 clusters Score -8810866 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68765 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -8811218.000000 Penalty: 5547.204590 Iteration 16Q: 3 clusters Score -8811218 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69082 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -8811398.000000 Penalty: 5547.204590 Iteration 17Q: 3 clusters Score -8811398 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69307 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -8811510.000000 Penalty: 5547.204590 Iteration 18Q: 3 clusters Score -8811510 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69467 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -8811618.000000 Penalty: 5547.204590 Iteration 19Q: 3 clusters Score -8811618 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69598 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -8811734.000000 Penalty: 5547.204590 Iteration 20F: 3 clusters Score -8811734 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69700 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -8811807.000000 Penalty: 5547.204590 Iteration 21Q: 3 clusters Score -8811807 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69790 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -8811912.000000 Penalty: 5547.204590 Iteration 22Q: 3 clusters Score -8811912 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69870 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -8812011.000000 Penalty: 5547.204590 Iteration 23Q: 3 clusters Score -8812011 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69919 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -8812087.000000 Penalty: 5547.204590 Iteration 24Q: 3 clusters Score -8812087 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69953 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -8812162.000000 Penalty: 5547.204590 Iteration 25Q: 3 clusters Score -8812162 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69996 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -8812227.000000 Penalty: 5547.204590 Iteration 26Q: 3 clusters Score -8812227 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70023 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -8812279.000000 Penalty: 5547.204590 Iteration 27Q: 3 clusters Score -8812279 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70044 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -8812337.000000 Penalty: 5547.204590 Iteration 28Q: 3 clusters Score -8812337 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70059 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -8812371.000000 Penalty: 5547.204590 Iteration 29Q: 3 clusters Score -8812371 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70066 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -8812394.000000 Penalty: 5547.204590 Iteration 30Q: 3 clusters Score -8812394 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70071 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -8812415.000000 Penalty: 5547.204590 Iteration 31Q: 3 clusters Score -8812415 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70079 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -8812431.000000 Penalty: 5547.204590 Iteration 32Q: 3 clusters Score -8812431 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70087 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -8812462.000000 Penalty: 5547.204590 Iteration 33Q: 3 clusters Score -8812462 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70093 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -8812457.000000 Penalty: 5547.204590 Iteration 34Q: 3 clusters Score -8812457 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70086 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -8812468.000000 Penalty: 5547.204590 Iteration 35Q: 3 clusters Score -8812468 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70082 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -8812466.000000 Penalty: 5547.204590 Iteration 36Q: 3 clusters Score -8812466 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70075 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -8812453.000000 Penalty: 5547.204590 Iteration 37Q: 3 clusters Score -8812453 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70071 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -8812454.000000 Penalty: 5547.204590 Iteration 38Q: 3 clusters Score -8812454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70072 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -8812451.000000 Penalty: 5547.204590 Iteration 39Q: 3 clusters Score -8812451 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70073 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -8812464.000000 Penalty: 5547.204590 Iteration 40F: 3 clusters Score -8812464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70068 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -8812464.000000 Penalty: 5547.204590 Iteration 41Q: 3 clusters Score -8812464 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70064 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -8812462.000000 Penalty: 5547.204590 Iteration 42Q: 3 clusters Score -8812462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70061 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -8812467.000000 Penalty: 5547.204590 Iteration 43Q: 3 clusters Score -8812467 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70058 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -8812466.000000 Penalty: 5547.204590 Iteration 44Q: 3 clusters Score -8812466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70053 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -8812463.000000 Penalty: 5547.204590 Iteration 45Q: 3 clusters Score -8812463 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70049 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -8812462.000000 Penalty: 5547.204590 Iteration 46Q: 3 clusters Score -8812462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70044 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -8812472.000000 Penalty: 5547.204590 Iteration 47Q: 3 clusters Score -8812472 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70042 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -8812470.000000 Penalty: 5547.204590 Iteration 48Q: 3 clusters Score -8812470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70040 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -8812474.000000 Penalty: 5547.204590 Iteration 49Q: 3 clusters Score -8812474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70036 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -8812480.000000 Penalty: 5547.204590 Iteration 50Q: 3 clusters Score -8812480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70033 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -8812477.000000 Penalty: 5547.204590 Iteration 51Q: 3 clusters Score -8812477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70031 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -8812475.000000 Penalty: 5547.204590 Iteration 52Q: 3 clusters Score -8812475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70031 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -8812475.000000 Penalty: 5547.204590 Iteration 53F: 3 clusters Score -8812475 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (16424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16424 members Entering Unmasked Estep Score: -1892920.750000 Penalty: 2407.211670 Iteration 0F: 2 clusters Score -1892921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -1881206.375000 Penalty: 4814.423340 Iteration 0F: 3 clusters Score -1881206 nChanged 7130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -1886006.875000 Penalty: 4814.423340 Iteration 1F: 3 clusters Score -1886007 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1887999.500000 Penalty: 4814.423340 Iteration 2F: 3 clusters Score -1888000 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -1890799.375000 Penalty: 4814.423340 Iteration 3F: 3 clusters Score -1890799 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -1893147.000000 Penalty: 4814.423340 Iteration 4F: 3 clusters Score -1893147 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 8153 members Entering Unmasked Estep Score: -1894570.000000 Penalty: 4814.423340 Iteration 5F: 3 clusters Score -1894570 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -1895286.250000 Penalty: 4814.423340 Iteration 6Q: 3 clusters Score -1895286 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -1895622.250000 Penalty: 4814.423340 Iteration 7Q: 3 clusters Score -1895622 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -1895760.875000 Penalty: 4814.423340 Iteration 8Q: 3 clusters Score -1895761 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -1895818.875000 Penalty: 4814.423340 Iteration 9Q: 3 clusters Score -1895819 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1895844.750000 Penalty: 4814.423340 Iteration 10Q: 3 clusters Score -1895845 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -1895865.500000 Penalty: 4814.423340 Iteration 11Q: 3 clusters Score -1895866 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -1895873.875000 Penalty: 4814.423340 Iteration 12Q: 3 clusters Score -1895874 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -1895879.000000 Penalty: 4814.423340 Iteration 13Q: 3 clusters Score -1895879 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -1895873.875000 Penalty: 4814.423340 Iteration 14Q: 3 clusters Score -1895874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -1895882.750000 Penalty: 4814.423340 Iteration 15Q: 3 clusters Score -1895883 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1895885.250000 Penalty: 4814.423340 Iteration 16Q: 3 clusters Score -1895885 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -1895885.375000 Penalty: 4814.423340 Iteration 17Q: 3 clusters Score -1895885 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -1895886.750000 Penalty: 4814.423340 Iteration 18Q: 3 clusters Score -1895887 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -1895883.125000 Penalty: 4814.423340 Iteration 19Q: 3 clusters Score -1895883 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1895882.625000 Penalty: 4814.423340 Iteration 20F: 3 clusters Score -1895883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1895884.000000 Penalty: 4814.423340 Iteration 21Q: 3 clusters Score -1895884 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1895884.000000 Penalty: 4814.423340 Iteration 22F: 3 clusters Score -1895884 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 8 contains 14189 members Mstep: Class 9 contains 8903 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 8073 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 17 contains 8351 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52007932.000000 Penalty: 61150.542969 Splitting cluster 11 changes total score from -52003032.000000 to -52007932.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 12 (13382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Entering Unmasked Estep Score: -1555946.250000 Penalty: 2356.413086 Iteration 0F: 2 clusters Score -1555946 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1546106.375000 Penalty: 4712.826172 Iteration 0F: 3 clusters Score -1546106 nChanged 5772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -1549484.125000 Penalty: 4712.826172 Iteration 1F: 3 clusters Score -1549484 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1550119.125000 Penalty: 4712.826172 Iteration 2F: 3 clusters Score -1550119 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -1550770.875000 Penalty: 4712.826172 Iteration 3F: 3 clusters Score -1550771 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1551562.250000 Penalty: 4712.826172 Iteration 4F: 3 clusters Score -1551562 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1552408.375000 Penalty: 4712.826172 Iteration 5F: 3 clusters Score -1552408 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -1553268.125000 Penalty: 4712.826172 Iteration 6F: 3 clusters Score -1553268 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -1554101.375000 Penalty: 4712.826172 Iteration 7F: 3 clusters Score -1554101 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -1554770.750000 Penalty: 4712.826172 Iteration 8F: 3 clusters Score -1554771 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1555166.125000 Penalty: 4712.826172 Iteration 9Q: 3 clusters Score -1555166 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1555416.125000 Penalty: 4712.826172 Iteration 10Q: 3 clusters Score -1555416 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1555571.500000 Penalty: 4712.826172 Iteration 11Q: 3 clusters Score -1555572 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -1555685.625000 Penalty: 4712.826172 Iteration 12Q: 3 clusters Score -1555686 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1555769.000000 Penalty: 4712.826172 Iteration 13Q: 3 clusters Score -1555769 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1555811.375000 Penalty: 4712.826172 Iteration 14Q: 3 clusters Score -1555811 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -1555845.250000 Penalty: 4712.826172 Iteration 15Q: 3 clusters Score -1555845 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -1555869.250000 Penalty: 4712.826172 Iteration 16Q: 3 clusters Score -1555869 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1555884.250000 Penalty: 4712.826172 Iteration 17Q: 3 clusters Score -1555884 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1555905.000000 Penalty: 4712.826172 Iteration 18Q: 3 clusters Score -1555905 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1555922.375000 Penalty: 4712.826172 Iteration 19Q: 3 clusters Score -1555922 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1555934.000000 Penalty: 4712.826172 Iteration 20F: 3 clusters Score -1555934 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1555948.750000 Penalty: 4712.826172 Iteration 21Q: 3 clusters Score -1555949 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -1555970.500000 Penalty: 4712.826172 Iteration 22Q: 3 clusters Score -1555970 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1555983.750000 Penalty: 4712.826172 Iteration 23Q: 3 clusters Score -1555984 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1555992.750000 Penalty: 4712.826172 Iteration 24Q: 3 clusters Score -1555993 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -1556010.000000 Penalty: 4712.826172 Iteration 25Q: 3 clusters Score -1556010 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1556024.000000 Penalty: 4712.826172 Iteration 26Q: 3 clusters Score -1556024 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1556036.625000 Penalty: 4712.826172 Iteration 27Q: 3 clusters Score -1556037 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1556048.875000 Penalty: 4712.826172 Iteration 28Q: 3 clusters Score -1556049 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1556054.750000 Penalty: 4712.826172 Iteration 29Q: 3 clusters Score -1556055 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1556061.125000 Penalty: 4712.826172 Iteration 30Q: 3 clusters Score -1556061 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1556062.750000 Penalty: 4712.826172 Iteration 31Q: 3 clusters Score -1556063 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1556066.750000 Penalty: 4712.826172 Iteration 32Q: 3 clusters Score -1556067 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -1556076.750000 Penalty: 4712.826172 Iteration 33Q: 3 clusters Score -1556077 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1556084.625000 Penalty: 4712.826172 Iteration 34Q: 3 clusters Score -1556085 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1556088.250000 Penalty: 4712.826172 Iteration 35Q: 3 clusters Score -1556088 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1556091.250000 Penalty: 4712.826172 Iteration 36Q: 3 clusters Score -1556091 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1556093.250000 Penalty: 4712.826172 Iteration 37Q: 3 clusters Score -1556093 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1556092.375000 Penalty: 4712.826172 Iteration 38Q: 3 clusters Score -1556092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1556093.125000 Penalty: 4712.826172 Iteration 39Q: 3 clusters Score -1556093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1556091.625000 Penalty: 4712.826172 Iteration 40F: 3 clusters Score -1556092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1556093.875000 Penalty: 4712.826172 Iteration 41Q: 3 clusters Score -1556094 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1556095.250000 Penalty: 4712.826172 Iteration 42Q: 3 clusters Score -1556095 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1556094.750000 Penalty: 4712.826172 Iteration 43Q: 3 clusters Score -1556095 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1556095.125000 Penalty: 4712.826172 Iteration 44Q: 3 clusters Score -1556095 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1556094.125000 Penalty: 4712.826172 Iteration 45Q: 3 clusters Score -1556094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1556095.500000 Penalty: 4712.826172 Iteration 46Q: 3 clusters Score -1556096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1556095.500000 Penalty: 4712.826172 Iteration 47F: 3 clusters Score -1556096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 8 contains 14189 members Mstep: Class 9 contains 8903 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 8073 members Mstep: Class 12 contains 8729 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 17 contains 8351 members Mstep: Class 18 contains 2320 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 291 members Entering Unmasked Estep Score: -52007432.000000 Penalty: 64368.992188 Splitting cluster 12 changes total score from -52003032.000000 to -52007432.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 13 (47823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47823 members Entering Unmasked Estep Score: -5886813.500000 Penalty: 2672.264893 Iteration 0F: 2 clusters Score -5886814 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23937 members Mstep: Class 2 contains 23886 members Entering Unmasked Estep Score: -5854607.000000 Penalty: 5344.529785 Iteration 0F: 3 clusters Score -5854607 nChanged 22009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24302 members Mstep: Class 2 contains 23521 members Entering Unmasked Estep Score: -5867001.500000 Penalty: 5344.529785 Iteration 1F: 3 clusters Score -5867002 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24757 members Mstep: Class 2 contains 23066 members Entering Unmasked Estep Score: -5867811.500000 Penalty: 5344.529785 Iteration 2Q: 3 clusters Score -5867812 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25460 members Mstep: Class 2 contains 22363 members Entering Unmasked Estep Score: -5868827.000000 Penalty: 5344.529785 Iteration 3Q: 3 clusters Score -5868827 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26524 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -5870122.500000 Penalty: 5344.529785 Iteration 4F: 3 clusters Score -5870122 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28054 members Mstep: Class 2 contains 19769 members Entering Unmasked Estep Score: -5871810.000000 Penalty: 5344.529785 Iteration 5F: 3 clusters Score -5871810 nChanged 3178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29956 members Mstep: Class 2 contains 17867 members Entering Unmasked Estep Score: -5873773.000000 Penalty: 5344.529785 Iteration 6F: 3 clusters Score -5873773 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31956 members Mstep: Class 2 contains 15867 members Entering Unmasked Estep Score: -5875677.500000 Penalty: 5344.529785 Iteration 7F: 3 clusters Score -5875678 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33724 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -5877098.000000 Penalty: 5344.529785 Iteration 8F: 3 clusters Score -5877098 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35300 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -5878179.500000 Penalty: 5344.529785 Iteration 9Q: 3 clusters Score -5878180 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36729 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -5879003.000000 Penalty: 5344.529785 Iteration 10Q: 3 clusters Score -5879003 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38015 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -5879700.500000 Penalty: 5344.529785 Iteration 11Q: 3 clusters Score -5879700 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39299 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -5880368.500000 Penalty: 5344.529785 Iteration 12Q: 3 clusters Score -5880368 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40539 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -5881039.500000 Penalty: 5344.529785 Iteration 13Q: 3 clusters Score -5881040 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41708 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -5881680.000000 Penalty: 5344.529785 Iteration 14Q: 3 clusters Score -5881680 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42813 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -5882270.000000 Penalty: 5344.529785 Iteration 15Q: 3 clusters Score -5882270 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43781 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -5882861.000000 Penalty: 5344.529785 Iteration 16Q: 3 clusters Score -5882861 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44526 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -5883297.500000 Penalty: 5344.529785 Iteration 17Q: 3 clusters Score -5883298 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45128 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -5883641.000000 Penalty: 5344.529785 Iteration 18Q: 3 clusters Score -5883641 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45579 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -5883928.000000 Penalty: 5344.529785 Iteration 19Q: 3 clusters Score -5883928 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45893 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -5884108.000000 Penalty: 5344.529785 Iteration 20F: 3 clusters Score -5884108 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46122 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -5884238.000000 Penalty: 5344.529785 Iteration 21Q: 3 clusters Score -5884238 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46297 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -5884320.500000 Penalty: 5344.529785 Iteration 22Q: 3 clusters Score -5884320 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46426 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -5884408.000000 Penalty: 5344.529785 Iteration 23Q: 3 clusters Score -5884408 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46546 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -5884465.000000 Penalty: 5344.529785 Iteration 24Q: 3 clusters Score -5884465 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46630 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -5884488.000000 Penalty: 5344.529785 Iteration 25Q: 3 clusters Score -5884488 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46691 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -5884536.000000 Penalty: 5344.529785 Iteration 26Q: 3 clusters Score -5884536 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46742 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -5884567.500000 Penalty: 5344.529785 Iteration 27Q: 3 clusters Score -5884568 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46785 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -5884595.000000 Penalty: 5344.529785 Iteration 28Q: 3 clusters Score -5884595 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46823 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -5884612.500000 Penalty: 5344.529785 Iteration 29Q: 3 clusters Score -5884612 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46861 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -5884641.000000 Penalty: 5344.529785 Iteration 30Q: 3 clusters Score -5884641 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46898 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -5884670.000000 Penalty: 5344.529785 Iteration 31Q: 3 clusters Score -5884670 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46931 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -5884684.000000 Penalty: 5344.529785 Iteration 32Q: 3 clusters Score -5884684 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46955 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -5884698.000000 Penalty: 5344.529785 Iteration 33Q: 3 clusters Score -5884698 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46971 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -5884710.500000 Penalty: 5344.529785 Iteration 34Q: 3 clusters Score -5884710 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46986 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -5884726.000000 Penalty: 5344.529785 Iteration 35Q: 3 clusters Score -5884726 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46993 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -5884728.000000 Penalty: 5344.529785 Iteration 36Q: 3 clusters Score -5884728 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47001 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -5884739.500000 Penalty: 5344.529785 Iteration 37Q: 3 clusters Score -5884740 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47013 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -5884746.000000 Penalty: 5344.529785 Iteration 38Q: 3 clusters Score -5884746 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47019 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -5884746.000000 Penalty: 5344.529785 Iteration 39Q: 3 clusters Score -5884746 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47025 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -5884758.500000 Penalty: 5344.529785 Iteration 40F: 3 clusters Score -5884758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47028 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -5884757.000000 Penalty: 5344.529785 Iteration 41Q: 3 clusters Score -5884757 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47031 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -5884759.500000 Penalty: 5344.529785 Iteration 42Q: 3 clusters Score -5884760 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47032 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -5884766.000000 Penalty: 5344.529785 Iteration 43Q: 3 clusters Score -5884766 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47037 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -5884763.500000 Penalty: 5344.529785 Iteration 44Q: 3 clusters Score -5884764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47042 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -5884773.000000 Penalty: 5344.529785 Iteration 45Q: 3 clusters Score -5884773 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47047 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -5884772.500000 Penalty: 5344.529785 Iteration 46Q: 3 clusters Score -5884772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47053 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -5884775.000000 Penalty: 5344.529785 Iteration 47Q: 3 clusters Score -5884775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47052 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -5884777.000000 Penalty: 5344.529785 Iteration 48Q: 3 clusters Score -5884777 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47052 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -5884777.000000 Penalty: 5344.529785 Iteration 49F: 3 clusters Score -5884777 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (38293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38293 members Entering Unmasked Estep Score: -4735506.000000 Penalty: 2617.149658 Iteration 0F: 2 clusters Score -4735506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 19145 members Entering Unmasked Estep Score: -4709566.000000 Penalty: 5234.299316 Iteration 0F: 3 clusters Score -4709566 nChanged 17444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 18971 members Entering Unmasked Estep Score: -4719218.500000 Penalty: 5234.299316 Iteration 1F: 3 clusters Score -4719218 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19423 members Mstep: Class 2 contains 18870 members Entering Unmasked Estep Score: -4719886.500000 Penalty: 5234.299316 Iteration 2Q: 3 clusters Score -4719886 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19565 members Mstep: Class 2 contains 18728 members Entering Unmasked Estep Score: -4720723.500000 Penalty: 5234.299316 Iteration 3Q: 3 clusters Score -4720724 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 18393 members Entering Unmasked Estep Score: -4721685.000000 Penalty: 5234.299316 Iteration 4F: 3 clusters Score -4721685 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20417 members Mstep: Class 2 contains 17876 members Entering Unmasked Estep Score: -4722928.500000 Penalty: 5234.299316 Iteration 5F: 3 clusters Score -4722928 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21010 members Mstep: Class 2 contains 17283 members Entering Unmasked Estep Score: -4724282.500000 Penalty: 5234.299316 Iteration 6F: 3 clusters Score -4724282 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21598 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -4725704.000000 Penalty: 5234.299316 Iteration 7F: 3 clusters Score -4725704 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22078 members Mstep: Class 2 contains 16215 members Entering Unmasked Estep Score: -4726962.500000 Penalty: 5234.299316 Iteration 8F: 3 clusters Score -4726962 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -4727981.500000 Penalty: 5234.299316 Iteration 9Q: 3 clusters Score -4727982 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22659 members Mstep: Class 2 contains 15634 members Entering Unmasked Estep Score: -4728681.500000 Penalty: 5234.299316 Iteration 10Q: 3 clusters Score -4728682 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 15425 members Entering Unmasked Estep Score: -4729131.000000 Penalty: 5234.299316 Iteration 11Q: 3 clusters Score -4729131 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -4729346.500000 Penalty: 5234.299316 Iteration 12Q: 3 clusters Score -4729346 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23349 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -4729480.500000 Penalty: 5234.299316 Iteration 13Q: 3 clusters Score -4729480 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23574 members Mstep: Class 2 contains 14719 members Entering Unmasked Estep Score: -4729546.500000 Penalty: 5234.299316 Iteration 14Q: 3 clusters Score -4729546 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23809 members Mstep: Class 2 contains 14484 members Entering Unmasked Estep Score: -4729622.000000 Penalty: 5234.299316 Iteration 15Q: 3 clusters Score -4729622 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24045 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -4729697.500000 Penalty: 5234.299316 Iteration 16Q: 3 clusters Score -4729698 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24293 members Mstep: Class 2 contains 14000 members Entering Unmasked Estep Score: -4729776.500000 Penalty: 5234.299316 Iteration 17Q: 3 clusters Score -4729776 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24600 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -4729869.000000 Penalty: 5234.299316 Iteration 18Q: 3 clusters Score -4729869 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24934 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -4729949.500000 Penalty: 5234.299316 Iteration 19Q: 3 clusters Score -4729950 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25305 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -4730048.000000 Penalty: 5234.299316 Iteration 20F: 3 clusters Score -4730048 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25690 members Mstep: Class 2 contains 12603 members Entering Unmasked Estep Score: -4730185.000000 Penalty: 5234.299316 Iteration 21Q: 3 clusters Score -4730185 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26075 members Mstep: Class 2 contains 12218 members Entering Unmasked Estep Score: -4730322.500000 Penalty: 5234.299316 Iteration 22Q: 3 clusters Score -4730322 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26474 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -4730457.500000 Penalty: 5234.299316 Iteration 23Q: 3 clusters Score -4730458 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -4730577.000000 Penalty: 5234.299316 Iteration 24Q: 3 clusters Score -4730577 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27166 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -4730693.500000 Penalty: 5234.299316 Iteration 25Q: 3 clusters Score -4730694 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27532 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -4730794.500000 Penalty: 5234.299316 Iteration 26Q: 3 clusters Score -4730794 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27884 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -4730911.500000 Penalty: 5234.299316 Iteration 27Q: 3 clusters Score -4730912 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28252 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -4731021.500000 Penalty: 5234.299316 Iteration 28Q: 3 clusters Score -4731022 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28637 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -4731170.500000 Penalty: 5234.299316 Iteration 29Q: 3 clusters Score -4731170 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29031 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -4731328.000000 Penalty: 5234.299316 Iteration 30Q: 3 clusters Score -4731328 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29429 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -4731471.500000 Penalty: 5234.299316 Iteration 31Q: 3 clusters Score -4731472 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29786 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -4731611.500000 Penalty: 5234.299316 Iteration 32Q: 3 clusters Score -4731612 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30123 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -4731726.500000 Penalty: 5234.299316 Iteration 33Q: 3 clusters Score -4731726 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30457 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -4731867.000000 Penalty: 5234.299316 Iteration 34Q: 3 clusters Score -4731867 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30782 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -4731984.000000 Penalty: 5234.299316 Iteration 35Q: 3 clusters Score -4731984 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31083 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -4732078.000000 Penalty: 5234.299316 Iteration 36Q: 3 clusters Score -4732078 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31378 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -4732174.000000 Penalty: 5234.299316 Iteration 37Q: 3 clusters Score -4732174 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31662 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -4732283.000000 Penalty: 5234.299316 Iteration 38Q: 3 clusters Score -4732283 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31963 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -4732384.500000 Penalty: 5234.299316 Iteration 39Q: 3 clusters Score -4732384 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32241 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -4732504.500000 Penalty: 5234.299316 Iteration 40F: 3 clusters Score -4732504 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32506 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -4732567.500000 Penalty: 5234.299316 Iteration 41Q: 3 clusters Score -4732568 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32740 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -4732639.500000 Penalty: 5234.299316 Iteration 42Q: 3 clusters Score -4732640 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32958 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -4732708.500000 Penalty: 5234.299316 Iteration 43Q: 3 clusters Score -4732708 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33140 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -4732771.500000 Penalty: 5234.299316 Iteration 44Q: 3 clusters Score -4732772 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33292 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -4732787.000000 Penalty: 5234.299316 Iteration 45Q: 3 clusters Score -4732787 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33438 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -4732822.500000 Penalty: 5234.299316 Iteration 46Q: 3 clusters Score -4732822 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33557 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -4732843.000000 Penalty: 5234.299316 Iteration 47Q: 3 clusters Score -4732843 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33688 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -4732886.500000 Penalty: 5234.299316 Iteration 48Q: 3 clusters Score -4732886 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33813 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -4732919.000000 Penalty: 5234.299316 Iteration 49Q: 3 clusters Score -4732919 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33930 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -4732945.000000 Penalty: 5234.299316 Iteration 50Q: 3 clusters Score -4732945 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34021 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -4732971.000000 Penalty: 5234.299316 Iteration 51Q: 3 clusters Score -4732971 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34117 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -4732981.500000 Penalty: 5234.299316 Iteration 52Q: 3 clusters Score -4732982 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34226 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -4733013.500000 Penalty: 5234.299316 Iteration 53Q: 3 clusters Score -4733014 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34330 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -4733039.500000 Penalty: 5234.299316 Iteration 54Q: 3 clusters Score -4733040 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34406 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -4733066.500000 Penalty: 5234.299316 Iteration 55Q: 3 clusters Score -4733066 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34494 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -4733070.000000 Penalty: 5234.299316 Iteration 56Q: 3 clusters Score -4733070 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34576 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -4733085.000000 Penalty: 5234.299316 Iteration 57Q: 3 clusters Score -4733085 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34638 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -4733095.000000 Penalty: 5234.299316 Iteration 58Q: 3 clusters Score -4733095 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34687 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -4733099.500000 Penalty: 5234.299316 Iteration 59Q: 3 clusters Score -4733100 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34728 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -4733099.500000 Penalty: 5234.299316 Iteration 60F: 3 clusters Score -4733100 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34772 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -4733101.500000 Penalty: 5234.299316 Iteration 61Q: 3 clusters Score -4733102 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34820 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -4733120.500000 Penalty: 5234.299316 Iteration 62Q: 3 clusters Score -4733120 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34857 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -4733122.500000 Penalty: 5234.299316 Iteration 63Q: 3 clusters Score -4733122 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34894 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -4733125.500000 Penalty: 5234.299316 Iteration 64Q: 3 clusters Score -4733126 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34923 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -4733130.500000 Penalty: 5234.299316 Iteration 65Q: 3 clusters Score -4733130 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34959 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -4733128.500000 Penalty: 5234.299316 Iteration 66Q: 3 clusters Score -4733128 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34983 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -4733132.000000 Penalty: 5234.299316 Iteration 67Q: 3 clusters Score -4733132 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35010 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -4733142.000000 Penalty: 5234.299316 Iteration 68Q: 3 clusters Score -4733142 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -4733142.500000 Penalty: 5234.299316 Iteration 69Q: 3 clusters Score -4733142 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35067 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -4733157.500000 Penalty: 5234.299316 Iteration 70Q: 3 clusters Score -4733158 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35104 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -4733162.000000 Penalty: 5234.299316 Iteration 71Q: 3 clusters Score -4733162 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35142 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -4733180.500000 Penalty: 5234.299316 Iteration 72Q: 3 clusters Score -4733180 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35179 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -4733190.500000 Penalty: 5234.299316 Iteration 73Q: 3 clusters Score -4733190 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35217 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -4733199.000000 Penalty: 5234.299316 Iteration 74Q: 3 clusters Score -4733199 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35262 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -4733209.000000 Penalty: 5234.299316 Iteration 75Q: 3 clusters Score -4733209 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35308 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -4733223.000000 Penalty: 5234.299316 Iteration 76Q: 3 clusters Score -4733223 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35353 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -4733234.000000 Penalty: 5234.299316 Iteration 77Q: 3 clusters Score -4733234 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35392 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -4733242.000000 Penalty: 5234.299316 Iteration 78Q: 3 clusters Score -4733242 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35420 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -4733255.000000 Penalty: 5234.299316 Iteration 79Q: 3 clusters Score -4733255 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35446 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -4733260.000000 Penalty: 5234.299316 Iteration 80F: 3 clusters Score -4733260 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35468 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -4733270.500000 Penalty: 5234.299316 Iteration 81Q: 3 clusters Score -4733270 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35490 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -4733270.500000 Penalty: 5234.299316 Iteration 82Q: 3 clusters Score -4733270 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35517 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -4733284.000000 Penalty: 5234.299316 Iteration 83Q: 3 clusters Score -4733284 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35542 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -4733287.000000 Penalty: 5234.299316 Iteration 84Q: 3 clusters Score -4733287 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35565 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -4733281.000000 Penalty: 5234.299316 Iteration 85Q: 3 clusters Score -4733281 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35598 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -4733286.500000 Penalty: 5234.299316 Iteration 86Q: 3 clusters Score -4733286 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35628 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -4733293.500000 Penalty: 5234.299316 Iteration 87Q: 3 clusters Score -4733294 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35650 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -4733303.500000 Penalty: 5234.299316 Iteration 88Q: 3 clusters Score -4733304 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35685 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -4733306.000000 Penalty: 5234.299316 Iteration 89Q: 3 clusters Score -4733306 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35719 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -4733308.500000 Penalty: 5234.299316 Iteration 90Q: 3 clusters Score -4733308 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35745 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -4733318.500000 Penalty: 5234.299316 Iteration 91Q: 3 clusters Score -4733318 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35776 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -4733326.500000 Penalty: 5234.299316 Iteration 92Q: 3 clusters Score -4733326 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35807 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -4733329.500000 Penalty: 5234.299316 Iteration 93Q: 3 clusters Score -4733330 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35835 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -4733341.000000 Penalty: 5234.299316 Iteration 94Q: 3 clusters Score -4733341 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35858 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -4733344.500000 Penalty: 5234.299316 Iteration 95Q: 3 clusters Score -4733344 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35871 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -4733339.000000 Penalty: 5234.299316 Iteration 96Q: 3 clusters Score -4733339 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35888 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -4733340.500000 Penalty: 5234.299316 Iteration 97Q: 3 clusters Score -4733340 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35904 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -4733338.500000 Penalty: 5234.299316 Iteration 98Q: 3 clusters Score -4733338 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35917 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -4733338.000000 Penalty: 5234.299316 Iteration 99Q: 3 clusters Score -4733338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35929 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -4733337.500000 Penalty: 5234.299316 Iteration 100F: 3 clusters Score -4733338 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35944 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -4733343.000000 Penalty: 5234.299316 Iteration 101Q: 3 clusters Score -4733343 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35961 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -4733350.000000 Penalty: 5234.299316 Iteration 102Q: 3 clusters Score -4733350 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35974 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -4733353.000000 Penalty: 5234.299316 Iteration 103Q: 3 clusters Score -4733353 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -4733357.500000 Penalty: 5234.299316 Iteration 104Q: 3 clusters Score -4733358 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36004 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -4733358.500000 Penalty: 5234.299316 Iteration 105Q: 3 clusters Score -4733358 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36017 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -4733371.500000 Penalty: 5234.299316 Iteration 106Q: 3 clusters Score -4733372 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36039 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -4733371.000000 Penalty: 5234.299316 Iteration 107Q: 3 clusters Score -4733371 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36050 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -4733373.500000 Penalty: 5234.299316 Iteration 108Q: 3 clusters Score -4733374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36059 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -4733382.000000 Penalty: 5234.299316 Iteration 109Q: 3 clusters Score -4733382 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36066 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -4733382.500000 Penalty: 5234.299316 Iteration 110Q: 3 clusters Score -4733382 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36075 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -4733395.500000 Penalty: 5234.299316 Iteration 111Q: 3 clusters Score -4733396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36082 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -4733397.000000 Penalty: 5234.299316 Iteration 112Q: 3 clusters Score -4733397 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36086 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -4733396.500000 Penalty: 5234.299316 Iteration 113Q: 3 clusters Score -4733396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36089 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -4733397.000000 Penalty: 5234.299316 Iteration 114Q: 3 clusters Score -4733397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36094 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -4733400.000000 Penalty: 5234.299316 Iteration 115Q: 3 clusters Score -4733400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36097 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -4733401.000000 Penalty: 5234.299316 Iteration 116Q: 3 clusters Score -4733401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36098 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -4733402.000000 Penalty: 5234.299316 Iteration 117Q: 3 clusters Score -4733402 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36098 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -4733402.000000 Penalty: 5234.299316 Iteration 118F: 3 clusters Score -4733402 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Entering Unmasked Estep Score: -626403.875000 Penalty: 2123.796387 Iteration 0F: 2 clusters Score -626403.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -621692.750000 Penalty: 4247.592773 Iteration 0F: 3 clusters Score -621692.8 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -622808.250000 Penalty: 4247.592773 Iteration 1F: 3 clusters Score -622808.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -623008.312500 Penalty: 4247.592773 Iteration 2F: 3 clusters Score -623008.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -623133.312500 Penalty: 4247.592773 Iteration 3Q: 3 clusters Score -623133.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -623221.437500 Penalty: 4247.592773 Iteration 4Q: 3 clusters Score -623221.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -623275.937500 Penalty: 4247.592773 Iteration 5Q: 3 clusters Score -623275.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -623321.375000 Penalty: 4247.592773 Iteration 6Q: 3 clusters Score -623321.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -623364.875000 Penalty: 4247.592773 Iteration 7Q: 3 clusters Score -623364.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -623407.437500 Penalty: 4247.592773 Iteration 8Q: 3 clusters Score -623407.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -623445.125000 Penalty: 4247.592773 Iteration 9Q: 3 clusters Score -623445.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -623470.687500 Penalty: 4247.592773 Iteration 10Q: 3 clusters Score -623470.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -623496.312500 Penalty: 4247.592773 Iteration 11Q: 3 clusters Score -623496.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -623516.250000 Penalty: 4247.592773 Iteration 12Q: 3 clusters Score -623516.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -623537.687500 Penalty: 4247.592773 Iteration 13Q: 3 clusters Score -623537.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -623568.687500 Penalty: 4247.592773 Iteration 14Q: 3 clusters Score -623568.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -623598.437500 Penalty: 4247.592773 Iteration 15Q: 3 clusters Score -623598.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -623633.187500 Penalty: 4247.592773 Iteration 16Q: 3 clusters Score -623633.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -623668.125000 Penalty: 4247.592773 Iteration 17Q: 3 clusters Score -623668.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -623711.000000 Penalty: 4247.592773 Iteration 18Q: 3 clusters Score -623711 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -623746.500000 Penalty: 4247.592773 Iteration 19Q: 3 clusters Score -623746.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -623785.062500 Penalty: 4247.592773 Iteration 20F: 3 clusters Score -623785.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -623826.250000 Penalty: 4247.592773 Iteration 21Q: 3 clusters Score -623826.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -623860.250000 Penalty: 4247.592773 Iteration 22Q: 3 clusters Score -623860.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -623893.875000 Penalty: 4247.592773 Iteration 23Q: 3 clusters Score -623893.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -623930.000000 Penalty: 4247.592773 Iteration 24Q: 3 clusters Score -623930 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -623971.812500 Penalty: 4247.592773 Iteration 25Q: 3 clusters Score -623971.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -624004.875000 Penalty: 4247.592773 Iteration 26Q: 3 clusters Score -624004.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -624048.937500 Penalty: 4247.592773 Iteration 27Q: 3 clusters Score -624048.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -624090.500000 Penalty: 4247.592773 Iteration 28Q: 3 clusters Score -624090.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -624134.875000 Penalty: 4247.592773 Iteration 29Q: 3 clusters Score -624134.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -624178.875000 Penalty: 4247.592773 Iteration 30Q: 3 clusters Score -624178.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -624224.375000 Penalty: 4247.592773 Iteration 31Q: 3 clusters Score -624224.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -624265.500000 Penalty: 4247.592773 Iteration 32Q: 3 clusters Score -624265.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -624293.875000 Penalty: 4247.592773 Iteration 33Q: 3 clusters Score -624293.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -624314.625000 Penalty: 4247.592773 Iteration 34Q: 3 clusters Score -624314.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -624332.375000 Penalty: 4247.592773 Iteration 35Q: 3 clusters Score -624332.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -624344.375000 Penalty: 4247.592773 Iteration 36Q: 3 clusters Score -624344.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -624353.750000 Penalty: 4247.592773 Iteration 37Q: 3 clusters Score -624353.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -624362.312500 Penalty: 4247.592773 Iteration 38Q: 3 clusters Score -624362.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -624372.312500 Penalty: 4247.592773 Iteration 39Q: 3 clusters Score -624372.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -624385.812500 Penalty: 4247.592773 Iteration 40F: 3 clusters Score -624385.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -624395.625000 Penalty: 4247.592773 Iteration 41Q: 3 clusters Score -624395.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -624404.875000 Penalty: 4247.592773 Iteration 42Q: 3 clusters Score -624404.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -624412.187500 Penalty: 4247.592773 Iteration 43Q: 3 clusters Score -624412.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -624415.437500 Penalty: 4247.592773 Iteration 44Q: 3 clusters Score -624415.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -624419.000000 Penalty: 4247.592773 Iteration 45Q: 3 clusters Score -624419 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -624424.000000 Penalty: 4247.592773 Iteration 46Q: 3 clusters Score -624424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -624427.562500 Penalty: 4247.592773 Iteration 47Q: 3 clusters Score -624427.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -624432.562500 Penalty: 4247.592773 Iteration 48Q: 3 clusters Score -624432.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -624439.250000 Penalty: 4247.592773 Iteration 49Q: 3 clusters Score -624439.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -624448.687500 Penalty: 4247.592773 Iteration 50Q: 3 clusters Score -624448.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -624458.250000 Penalty: 4247.592773 Iteration 51Q: 3 clusters Score -624458.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -624466.562500 Penalty: 4247.592773 Iteration 52Q: 3 clusters Score -624466.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -624471.750000 Penalty: 4247.592773 Iteration 53Q: 3 clusters Score -624471.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -624473.750000 Penalty: 4247.592773 Iteration 54Q: 3 clusters Score -624473.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -624476.875000 Penalty: 4247.592773 Iteration 55Q: 3 clusters Score -624476.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -624479.375000 Penalty: 4247.592773 Iteration 56Q: 3 clusters Score -624479.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -624484.500000 Penalty: 4247.592773 Iteration 57Q: 3 clusters Score -624484.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -624490.187500 Penalty: 4247.592773 Iteration 58Q: 3 clusters Score -624490.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -624494.500000 Penalty: 4247.592773 Iteration 59Q: 3 clusters Score -624494.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -624496.687500 Penalty: 4247.592773 Iteration 60F: 3 clusters Score -624496.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -624496.562500 Penalty: 4247.592773 Iteration 61Q: 3 clusters Score -624496.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -624496.562500 Penalty: 4247.592773 Iteration 62F: 3 clusters Score -624496.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Entering Unmasked Estep Score: -87600.953125 Penalty: 1649.910034 Iteration 0F: 2 clusters Score -87600.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -85892.335938 Penalty: 3299.820068 Iteration 0F: 3 clusters Score -85892.34 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -86137.898438 Penalty: 3299.820068 Iteration 1F: 3 clusters Score -86137.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -86233.109375 Penalty: 3299.820068 Iteration 2F: 3 clusters Score -86233.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -86304.031250 Penalty: 3299.820068 Iteration 3Q: 3 clusters Score -86304.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -86385.726562 Penalty: 3299.820068 Iteration 4Q: 3 clusters Score -86385.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -86449.195312 Penalty: 3299.820068 Iteration 5Q: 3 clusters Score -86449.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -86491.320312 Penalty: 3299.820068 Iteration 6Q: 3 clusters Score -86491.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -86512.476562 Penalty: 3299.820068 Iteration 7Q: 3 clusters Score -86512.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -86541.773438 Penalty: 3299.820068 Iteration 8Q: 3 clusters Score -86541.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -86570.015625 Penalty: 3299.820068 Iteration 9Q: 3 clusters Score -86570.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -86582.664062 Penalty: 3299.820068 Iteration 10Q: 3 clusters Score -86582.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -86591.367188 Penalty: 3299.820068 Iteration 11Q: 3 clusters Score -86591.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -86598.546875 Penalty: 3299.820068 Iteration 12Q: 3 clusters Score -86598.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -86609.882812 Penalty: 3299.820068 Iteration 13Q: 3 clusters Score -86609.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -86625.070312 Penalty: 3299.820068 Iteration 14Q: 3 clusters Score -86625.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -86645.062500 Penalty: 3299.820068 Iteration 15Q: 3 clusters Score -86645.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -86650.312500 Penalty: 3299.820068 Iteration 16Q: 3 clusters Score -86650.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -86652.281250 Penalty: 3299.820068 Iteration 17Q: 3 clusters Score -86652.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -86672.445312 Penalty: 3299.820068 Iteration 18Q: 3 clusters Score -86672.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -86732.226562 Penalty: 3299.820068 Iteration 19Q: 3 clusters Score -86732.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -86793.039062 Penalty: 3299.820068 Iteration 20F: 3 clusters Score -86793.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -86889.625000 Penalty: 3299.820068 Iteration 21Q: 3 clusters Score -86889.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -86911.546875 Penalty: 3299.820068 Iteration 22Q: 3 clusters Score -86911.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -86928.679688 Penalty: 3299.820068 Iteration 23Q: 3 clusters Score -86928.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -86948.000000 Penalty: 3299.820068 Iteration 24Q: 3 clusters Score -86948 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -86963.070312 Penalty: 3299.820068 Iteration 25Q: 3 clusters Score -86963.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -86977.515625 Penalty: 3299.820068 Iteration 26Q: 3 clusters Score -86977.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -86991.296875 Penalty: 3299.820068 Iteration 27Q: 3 clusters Score -86991.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -87002.539062 Penalty: 3299.820068 Iteration 28Q: 3 clusters Score -87002.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -87006.312500 Penalty: 3299.820068 Iteration 29Q: 3 clusters Score -87006.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -87007.937500 Penalty: 3299.820068 Iteration 30Q: 3 clusters Score -87007.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -87011.468750 Penalty: 3299.820068 Iteration 31Q: 3 clusters Score -87011.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -87012.000000 Penalty: 3299.820068 Iteration 32Q: 3 clusters Score -87012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -87012.000000 Penalty: 3299.820068 Iteration 33F: 3 clusters Score -87012 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Entering Unmasked Estep Score: -259978.562500 Penalty: 1921.831909 Iteration 0F: 2 clusters Score -259978.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -257169.140625 Penalty: 3843.663818 Iteration 0F: 3 clusters Score -257169.1 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -257828.687500 Penalty: 3843.663818 Iteration 1F: 3 clusters Score -257828.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -258173.953125 Penalty: 3843.663818 Iteration 2F: 3 clusters Score -258174 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -258455.328125 Penalty: 3843.663818 Iteration 3F: 3 clusters Score -258455.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -258643.843750 Penalty: 3843.663818 Iteration 4F: 3 clusters Score -258643.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -258780.234375 Penalty: 3843.663818 Iteration 5Q: 3 clusters Score -258780.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -258869.500000 Penalty: 3843.663818 Iteration 6Q: 3 clusters Score -258869.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -258931.375000 Penalty: 3843.663818 Iteration 7Q: 3 clusters Score -258931.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -258970.609375 Penalty: 3843.663818 Iteration 8Q: 3 clusters Score -258970.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -258993.359375 Penalty: 3843.663818 Iteration 9Q: 3 clusters Score -258993.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -259009.343750 Penalty: 3843.663818 Iteration 10Q: 3 clusters Score -259009.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -259023.984375 Penalty: 3843.663818 Iteration 11Q: 3 clusters Score -259024 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -259027.890625 Penalty: 3843.663818 Iteration 12Q: 3 clusters Score -259027.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -259031.968750 Penalty: 3843.663818 Iteration 13Q: 3 clusters Score -259032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -259033.593750 Penalty: 3843.663818 Iteration 14Q: 3 clusters Score -259033.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -259035.109375 Penalty: 3843.663818 Iteration 15Q: 3 clusters Score -259035.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -259037.718750 Penalty: 3843.663818 Iteration 16Q: 3 clusters Score -259037.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -259041.078125 Penalty: 3843.663818 Iteration 17Q: 3 clusters Score -259041.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -259044.500000 Penalty: 3843.663818 Iteration 18Q: 3 clusters Score -259044.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -259045.390625 Penalty: 3843.663818 Iteration 19Q: 3 clusters Score -259045.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -259046.312500 Penalty: 3843.663818 Iteration 20F: 3 clusters Score -259046.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -32247.636719 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -32247.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -30996.501953 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -30996.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -31130.298828 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -31130.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -31266.296875 Penalty: 2813.968262 Iteration 2F: 3 clusters Score -31266.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -31421.619141 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -31421.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -31536.578125 Penalty: 2813.968262 Iteration 4Q: 3 clusters Score -31536.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -31642.005859 Penalty: 2813.968262 Iteration 5Q: 3 clusters Score -31642.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -31673.419922 Penalty: 2813.968262 Iteration 6Q: 3 clusters Score -31673.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -31693.492188 Penalty: 2813.968262 Iteration 7Q: 3 clusters Score -31693.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -31694.050781 Penalty: 2813.968262 Iteration 8F: 3 clusters Score -31694.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31701.511719 Penalty: 2813.968262 Iteration 9Q: 3 clusters Score -31701.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31704.275391 Penalty: 2813.968262 Iteration 10Q: 3 clusters Score -31704.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31704.275391 Penalty: 2813.968262 Iteration 11F: 3 clusters Score -31704.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 159327 members Mstep: Class 5 contains 25301 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1214 members Mstep: Class 9 contains 8903 members Mstep: Class 10 contains 71961 members Mstep: Class 11 contains 8073 members Mstep: Class 12 contains 8729 members Mstep: Class 13 contains 47823 members Mstep: Class 14 contains 38293 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 775 members Mstep: Class 18 contains 2320 members Mstep: Class 20 contains 291 members Entering Unmasked Estep ConsiderDeletion Score: -52011272.000000 Penalty: 64368.992188 Iteration 39Q: 21 clusters Score -5.201127e+07 nChanged 7370 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18515 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6673 members Mstep: Class 4 contains 158469 members Mstep: Class 5 contains 25275 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 14863 members Mstep: Class 9 contains 8731 members Mstep: Class 10 contains 71996 members Mstep: Class 11 contains 8782 members Mstep: Class 12 contains 9067 members Mstep: Class 13 contains 47171 members Mstep: Class 14 contains 38520 members Mstep: Class 15 contains 5258 members Mstep: Class 16 contains 776 members Mstep: Class 17 contains 7926 members Mstep: Class 18 contains 2287 members Mstep: Class 19 contains 4509 members Mstep: Class 20 contains 291 members Entering Unmasked Estep ConsiderDeletion Score: -52015928.000000 Penalty: 64368.992188 Iteration 40F: 21 clusters Score -5.201593e+07 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18392 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6641 members Mstep: Class 4 contains 157617 members Mstep: Class 5 contains 25232 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 15400 members Mstep: Class 9 contains 8761 members Mstep: Class 10 contains 71887 members Mstep: Class 11 contains 9404 members Mstep: Class 12 contains 9316 members Mstep: Class 13 contains 46552 members Mstep: Class 14 contains 38861 members Mstep: Class 15 contains 5316 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7958 members Mstep: Class 18 contains 2216 members Mstep: Class 19 contains 4489 members Mstep: Class 20 contains 291 members Entering Unmasked Estep ConsiderDeletion Score: -52017376.000000 Penalty: 64368.992188 Iteration 41Q: 21 clusters Score -5.201738e+07 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6608 members Mstep: Class 4 contains 156936 members Mstep: Class 5 contains 25200 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 15769 members Mstep: Class 9 contains 8649 members Mstep: Class 10 contains 71829 members Mstep: Class 11 contains 9945 members Mstep: Class 12 contains 9431 members Mstep: Class 13 contains 46027 members Mstep: Class 14 contains 39132 members Mstep: Class 15 contains 5371 members Mstep: Class 16 contains 773 members Mstep: Class 17 contains 7945 members Mstep: Class 18 contains 2162 members Mstep: Class 19 contains 4492 members Mstep: Class 20 contains 290 members Entering Unmasked Estep ConsiderDeletion Score: -52018240.000000 Penalty: 64368.992188 Iteration 42Q: 21 clusters Score -5.201824e+07 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18716 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6565 members Mstep: Class 4 contains 156383 members Mstep: Class 5 contains 25182 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 16058 members Mstep: Class 9 contains 8599 members Mstep: Class 10 contains 71775 members Mstep: Class 11 contains 10363 members Mstep: Class 12 contains 9482 members Mstep: Class 13 contains 45641 members Mstep: Class 14 contains 39339 members Mstep: Class 15 contains 5419 members Mstep: Class 16 contains 774 members Mstep: Class 17 contains 7883 members Mstep: Class 18 contains 2129 members Mstep: Class 19 contains 4512 members Mstep: Class 20 contains 289 members Entering Unmasked Estep ConsiderDeletion Score: -52018832.000000 Penalty: 64368.992188 Iteration 43Q: 21 clusters Score -5.201883e+07 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6536 members Mstep: Class 4 contains 155953 members Mstep: Class 5 contains 25168 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 16271 members Mstep: Class 9 contains 8572 members Mstep: Class 10 contains 71766 members Mstep: Class 11 contains 10746 members Mstep: Class 12 contains 9495 members Mstep: Class 13 contains 45299 members Mstep: Class 14 contains 39485 members Mstep: Class 15 contains 5481 members Mstep: Class 16 contains 774 members Mstep: Class 17 contains 7823 members Mstep: Class 18 contains 2072 members Mstep: Class 19 contains 4532 members Mstep: Class 20 contains 288 members Entering Unmasked Estep ConsiderDeletion Score: -52019084.000000 Penalty: 64368.992188 Iteration 44Q: 21 clusters Score -5.201908e+07 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 18950 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6498 members Mstep: Class 4 contains 155628 members Mstep: Class 5 contains 25158 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 16472 members Mstep: Class 9 contains 8537 members Mstep: Class 10 contains 71756 members Mstep: Class 11 contains 11054 members Mstep: Class 12 contains 9468 members Mstep: Class 13 contains 45033 members Mstep: Class 14 contains 39598 members Mstep: Class 15 contains 5537 members Mstep: Class 16 contains 773 members Mstep: Class 17 contains 7773 members Mstep: Class 18 contains 2039 members Mstep: Class 19 contains 4549 members Mstep: Class 20 contains 287 members Entering Unmasked Estep ConsiderDeletion Score: -52019448.000000 Penalty: 64368.992188 Iteration 45Q: 21 clusters Score -5.201945e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19025 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6461 members Mstep: Class 4 contains 155359 members Mstep: Class 5 contains 25157 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 16664 members Mstep: Class 9 contains 8514 members Mstep: Class 10 contains 71736 members Mstep: Class 11 contains 11324 members Mstep: Class 12 contains 9438 members Mstep: Class 13 contains 44800 members Mstep: Class 14 contains 39695 members Mstep: Class 15 contains 5593 members Mstep: Class 16 contains 773 members Mstep: Class 17 contains 7701 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 4569 members Mstep: Class 20 contains 286 members Entering Unmasked Estep ConsiderDeletion Score: -52019712.000000 Penalty: 64368.992188 Iteration 46Q: 21 clusters Score -5.201971e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19092 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6421 members Mstep: Class 4 contains 155153 members Mstep: Class 5 contains 25151 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1228 members Mstep: Class 8 contains 16818 members Mstep: Class 9 contains 8507 members Mstep: Class 10 contains 71717 members Mstep: Class 11 contains 11536 members Mstep: Class 12 contains 9393 members Mstep: Class 13 contains 44621 members Mstep: Class 14 contains 39758 members Mstep: Class 15 contains 5659 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7643 members Mstep: Class 18 contains 1996 members Mstep: Class 19 contains 4591 members Mstep: Class 20 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -52019836.000000 Penalty: 64368.992188 Iteration 47Q: 21 clusters Score -5.201984e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19149 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6394 members Mstep: Class 4 contains 154981 members Mstep: Class 5 contains 25152 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 16945 members Mstep: Class 9 contains 8500 members Mstep: Class 10 contains 71691 members Mstep: Class 11 contains 11730 members Mstep: Class 12 contains 9372 members Mstep: Class 13 contains 44454 members Mstep: Class 14 contains 39800 members Mstep: Class 15 contains 5707 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7590 members Mstep: Class 18 contains 1988 members Mstep: Class 19 contains 4613 members Mstep: Class 20 contains 277 members Entering Unmasked Estep ConsiderDeletion Score: -52020024.000000 Penalty: 64368.992188 Iteration 48Q: 21 clusters Score -5.202002e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19232 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6358 members Mstep: Class 4 contains 154840 members Mstep: Class 5 contains 25142 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 17057 members Mstep: Class 9 contains 8481 members Mstep: Class 10 contains 71661 members Mstep: Class 11 contains 11898 members Mstep: Class 12 contains 9355 members Mstep: Class 13 contains 44314 members Mstep: Class 14 contains 39834 members Mstep: Class 15 contains 5746 members Mstep: Class 16 contains 773 members Mstep: Class 17 contains 7557 members Mstep: Class 18 contains 1979 members Mstep: Class 19 contains 4620 members Mstep: Class 20 contains 269 members Entering Unmasked Estep ConsiderDeletion Score: -52020144.000000 Penalty: 64368.992188 Iteration 49Q: 21 clusters Score -5.202014e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6328 members Mstep: Class 4 contains 154724 members Mstep: Class 5 contains 25133 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 17169 members Mstep: Class 9 contains 8467 members Mstep: Class 10 contains 71644 members Mstep: Class 11 contains 12035 members Mstep: Class 12 contains 9340 members Mstep: Class 13 contains 44192 members Mstep: Class 14 contains 39863 members Mstep: Class 15 contains 5776 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7527 members Mstep: Class 18 contains 1971 members Mstep: Class 19 contains 4625 members Mstep: Class 20 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -52020392.000000 Penalty: 64368.992188 Iteration 50Q: 21 clusters Score -5.202039e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6294 members Mstep: Class 4 contains 154616 members Mstep: Class 5 contains 25130 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 17252 members Mstep: Class 9 contains 8458 members Mstep: Class 10 contains 71637 members Mstep: Class 11 contains 12154 members Mstep: Class 12 contains 9340 members Mstep: Class 13 contains 44079 members Mstep: Class 14 contains 39877 members Mstep: Class 15 contains 5807 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7517 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 4627 members Mstep: Class 20 contains 257 members Entering Unmasked Estep ConsiderDeletion Score: -52020552.000000 Penalty: 64368.992188 Iteration 51Q: 21 clusters Score -5.202055e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6271 members Mstep: Class 4 contains 154530 members Mstep: Class 5 contains 25122 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 17325 members Mstep: Class 9 contains 8454 members Mstep: Class 10 contains 71624 members Mstep: Class 11 contains 12254 members Mstep: Class 12 contains 9336 members Mstep: Class 13 contains 43996 members Mstep: Class 14 contains 39893 members Mstep: Class 15 contains 5840 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7501 members Mstep: Class 18 contains 1937 members Mstep: Class 19 contains 4628 members Mstep: Class 20 contains 254 members Entering Unmasked Estep ConsiderDeletion Score: -52020640.000000 Penalty: 64368.992188 Iteration 52Q: 21 clusters Score -5.202064e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6239 members Mstep: Class 4 contains 154483 members Mstep: Class 5 contains 25112 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 17382 members Mstep: Class 9 contains 8448 members Mstep: Class 10 contains 71618 members Mstep: Class 11 contains 12334 members Mstep: Class 12 contains 9342 members Mstep: Class 13 contains 43925 members Mstep: Class 14 contains 39903 members Mstep: Class 15 contains 5869 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7483 members Mstep: Class 18 contains 1914 members Mstep: Class 19 contains 4630 members Mstep: Class 20 contains 253 members Entering Unmasked Estep ConsiderDeletion Score: -52020692.000000 Penalty: 64368.992188 Iteration 53Q: 21 clusters Score -5.202069e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19432 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6205 members Mstep: Class 4 contains 154423 members Mstep: Class 5 contains 25100 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 17442 members Mstep: Class 9 contains 8448 members Mstep: Class 10 contains 71617 members Mstep: Class 11 contains 12411 members Mstep: Class 12 contains 9346 members Mstep: Class 13 contains 43859 members Mstep: Class 14 contains 39914 members Mstep: Class 15 contains 5911 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7467 members Mstep: Class 18 contains 1895 members Mstep: Class 19 contains 4623 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020880.000000 Penalty: 64368.992188 Iteration 54Q: 21 clusters Score -5.202088e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19460 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 154385 members Mstep: Class 5 contains 25094 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1223 members Mstep: Class 8 contains 17483 members Mstep: Class 9 contains 8444 members Mstep: Class 10 contains 71617 members Mstep: Class 11 contains 12460 members Mstep: Class 12 contains 9350 members Mstep: Class 13 contains 43815 members Mstep: Class 14 contains 39922 members Mstep: Class 15 contains 5930 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7461 members Mstep: Class 18 contains 1874 members Mstep: Class 19 contains 4626 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020876.000000 Penalty: 64368.992188 Iteration 55Q: 21 clusters Score -5.202088e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19474 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6142 members Mstep: Class 4 contains 154352 members Mstep: Class 5 contains 25087 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1222 members Mstep: Class 8 contains 17515 members Mstep: Class 9 contains 8443 members Mstep: Class 10 contains 71615 members Mstep: Class 11 contains 12507 members Mstep: Class 12 contains 9362 members Mstep: Class 13 contains 43774 members Mstep: Class 14 contains 39920 members Mstep: Class 15 contains 5975 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7453 members Mstep: Class 18 contains 1849 members Mstep: Class 19 contains 4627 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020928.000000 Penalty: 64368.992188 Iteration 56Q: 21 clusters Score -5.202093e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19485 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6115 members Mstep: Class 4 contains 154322 members Mstep: Class 5 contains 25081 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1222 members Mstep: Class 8 contains 17549 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71612 members Mstep: Class 11 contains 12542 members Mstep: Class 12 contains 9370 members Mstep: Class 13 contains 43747 members Mstep: Class 14 contains 39920 members Mstep: Class 15 contains 6009 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7438 members Mstep: Class 18 contains 1834 members Mstep: Class 19 contains 4629 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021128.000000 Penalty: 64368.992188 Iteration 57Q: 21 clusters Score -5.202113e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19507 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6091 members Mstep: Class 4 contains 154295 members Mstep: Class 5 contains 25070 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1223 members Mstep: Class 8 contains 17582 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71611 members Mstep: Class 11 contains 12566 members Mstep: Class 12 contains 9362 members Mstep: Class 13 contains 43732 members Mstep: Class 14 contains 39919 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7426 members Mstep: Class 18 contains 1830 members Mstep: Class 19 contains 4627 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021076.000000 Penalty: 64368.992188 Iteration 58Q: 21 clusters Score -5.202108e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19521 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6073 members Mstep: Class 4 contains 154275 members Mstep: Class 5 contains 25050 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1223 members Mstep: Class 8 contains 17627 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71608 members Mstep: Class 11 contains 12594 members Mstep: Class 12 contains 9362 members Mstep: Class 13 contains 43714 members Mstep: Class 14 contains 39921 members Mstep: Class 15 contains 6051 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7412 members Mstep: Class 18 contains 1819 members Mstep: Class 19 contains 4625 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021104.000000 Penalty: 64368.992188 Iteration 59Q: 21 clusters Score -5.20211e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19540 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6052 members Mstep: Class 4 contains 154255 members Mstep: Class 5 contains 25044 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1223 members Mstep: Class 8 contains 17662 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71608 members Mstep: Class 11 contains 12611 members Mstep: Class 12 contains 9352 members Mstep: Class 13 contains 43702 members Mstep: Class 14 contains 39924 members Mstep: Class 15 contains 6059 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7404 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 4626 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021044.000000 Penalty: 64368.992188 Iteration 60F: 21 clusters Score -5.202104e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19562 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6036 members Mstep: Class 4 contains 154231 members Mstep: Class 5 contains 25040 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 17681 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71609 members Mstep: Class 11 contains 12629 members Mstep: Class 12 contains 9349 members Mstep: Class 13 contains 43688 members Mstep: Class 14 contains 39927 members Mstep: Class 15 contains 6078 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7398 members Mstep: Class 18 contains 1795 members Mstep: Class 19 contains 4628 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021072.000000 Penalty: 64368.992188 Iteration 61Q: 21 clusters Score -5.202107e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19571 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6023 members Mstep: Class 4 contains 154221 members Mstep: Class 5 contains 25030 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 17697 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71611 members Mstep: Class 11 contains 12644 members Mstep: Class 12 contains 9345 members Mstep: Class 13 contains 43674 members Mstep: Class 14 contains 39930 members Mstep: Class 15 contains 6099 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7390 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 4633 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021012.000000 Penalty: 64368.992188 Iteration 62Q: 21 clusters Score -5.202101e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19591 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6014 members Mstep: Class 4 contains 154210 members Mstep: Class 5 contains 25027 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1225 members Mstep: Class 8 contains 17710 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 71603 members Mstep: Class 11 contains 12659 members Mstep: Class 12 contains 9328 members Mstep: Class 13 contains 43664 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6123 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7385 members Mstep: Class 18 contains 1769 members Mstep: Class 19 contains 4635 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 63Q: 21 clusters Score -5.202098e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6007 members Mstep: Class 4 contains 154202 members Mstep: Class 5 contains 25022 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17723 members Mstep: Class 9 contains 8440 members Mstep: Class 10 contains 71598 members Mstep: Class 11 contains 12667 members Mstep: Class 12 contains 9308 members Mstep: Class 13 contains 43659 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6152 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 7383 members Mstep: Class 18 contains 1760 members Mstep: Class 19 contains 4637 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020976.000000 Penalty: 64368.992188 Iteration 64Q: 21 clusters Score -5.202098e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 6000 members Mstep: Class 4 contains 154204 members Mstep: Class 5 contains 25015 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17739 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 71595 members Mstep: Class 11 contains 12676 members Mstep: Class 12 contains 9287 members Mstep: Class 13 contains 43653 members Mstep: Class 14 contains 39927 members Mstep: Class 15 contains 6177 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7376 members Mstep: Class 18 contains 1757 members Mstep: Class 19 contains 4641 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020924.000000 Penalty: 64368.992188 Iteration 65Q: 21 clusters Score -5.202092e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19605 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5995 members Mstep: Class 4 contains 154197 members Mstep: Class 5 contains 25012 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17756 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 71591 members Mstep: Class 11 contains 12686 members Mstep: Class 12 contains 9273 members Mstep: Class 13 contains 43646 members Mstep: Class 14 contains 39924 members Mstep: Class 15 contains 6198 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7370 members Mstep: Class 18 contains 1752 members Mstep: Class 19 contains 4644 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020956.000000 Penalty: 64368.992188 Iteration 66Q: 21 clusters Score -5.202096e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19611 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5992 members Mstep: Class 4 contains 154178 members Mstep: Class 5 contains 25007 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17769 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71586 members Mstep: Class 11 contains 12693 members Mstep: Class 12 contains 9271 members Mstep: Class 13 contains 43642 members Mstep: Class 14 contains 39926 members Mstep: Class 15 contains 6218 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7361 members Mstep: Class 18 contains 1748 members Mstep: Class 19 contains 4646 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020948.000000 Penalty: 64368.992188 Iteration 67Q: 21 clusters Score -5.202095e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19608 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5989 members Mstep: Class 4 contains 154160 members Mstep: Class 5 contains 25007 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17782 members Mstep: Class 9 contains 8442 members Mstep: Class 10 contains 71585 members Mstep: Class 11 contains 12702 members Mstep: Class 12 contains 9270 members Mstep: Class 13 contains 43637 members Mstep: Class 14 contains 39930 members Mstep: Class 15 contains 6233 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7354 members Mstep: Class 18 contains 1743 members Mstep: Class 19 contains 4648 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020996.000000 Penalty: 64368.992188 Iteration 68Q: 21 clusters Score -5.2021e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5988 members Mstep: Class 4 contains 154152 members Mstep: Class 5 contains 25005 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17794 members Mstep: Class 9 contains 8439 members Mstep: Class 10 contains 71585 members Mstep: Class 11 contains 12709 members Mstep: Class 12 contains 9264 members Mstep: Class 13 contains 43634 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6241 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7345 members Mstep: Class 18 contains 1740 members Mstep: Class 19 contains 4649 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021016.000000 Penalty: 64368.992188 Iteration 69Q: 21 clusters Score -5.202102e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19613 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5986 members Mstep: Class 4 contains 154148 members Mstep: Class 5 contains 25007 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17810 members Mstep: Class 9 contains 8436 members Mstep: Class 10 contains 71582 members Mstep: Class 11 contains 12719 members Mstep: Class 12 contains 9255 members Mstep: Class 13 contains 43625 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6254 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7340 members Mstep: Class 18 contains 1734 members Mstep: Class 19 contains 4649 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020940.000000 Penalty: 64368.992188 Iteration 70Q: 21 clusters Score -5.202094e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19616 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5983 members Mstep: Class 4 contains 154133 members Mstep: Class 5 contains 25002 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17826 members Mstep: Class 9 contains 8435 members Mstep: Class 10 contains 71582 members Mstep: Class 11 contains 12730 members Mstep: Class 12 contains 9249 members Mstep: Class 13 contains 43617 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6264 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7337 members Mstep: Class 18 contains 1731 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020880.000000 Penalty: 64368.992188 Iteration 71Q: 21 clusters Score -5.202088e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19619 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5980 members Mstep: Class 4 contains 154124 members Mstep: Class 5 contains 24999 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17833 members Mstep: Class 9 contains 8435 members Mstep: Class 10 contains 71580 members Mstep: Class 11 contains 12743 members Mstep: Class 12 contains 9243 members Mstep: Class 13 contains 43608 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6281 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7330 members Mstep: Class 18 contains 1727 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020880.000000 Penalty: 64368.992188 Iteration 72Q: 21 clusters Score -5.202088e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19625 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5978 members Mstep: Class 4 contains 154125 members Mstep: Class 5 contains 24996 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17842 members Mstep: Class 9 contains 8435 members Mstep: Class 10 contains 71581 members Mstep: Class 11 contains 12755 members Mstep: Class 12 contains 9232 members Mstep: Class 13 contains 43603 members Mstep: Class 14 contains 39929 members Mstep: Class 15 contains 6292 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1718 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020872.000000 Penalty: 64368.992188 Iteration 73Q: 21 clusters Score -5.202087e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19629 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5975 members Mstep: Class 4 contains 154121 members Mstep: Class 5 contains 24993 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17854 members Mstep: Class 9 contains 8435 members Mstep: Class 10 contains 71580 members Mstep: Class 11 contains 12767 members Mstep: Class 12 contains 9222 members Mstep: Class 13 contains 43594 members Mstep: Class 14 contains 39929 members Mstep: Class 15 contains 6299 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1715 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020912.000000 Penalty: 64368.992188 Iteration 74Q: 21 clusters Score -5.202091e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19627 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5973 members Mstep: Class 4 contains 154126 members Mstep: Class 5 contains 24989 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17865 members Mstep: Class 9 contains 8435 members Mstep: Class 10 contains 71579 members Mstep: Class 11 contains 12773 members Mstep: Class 12 contains 9214 members Mstep: Class 13 contains 43587 members Mstep: Class 14 contains 39927 members Mstep: Class 15 contains 6303 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1715 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020904.000000 Penalty: 64368.992188 Iteration 75Q: 21 clusters Score -5.20209e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5973 members Mstep: Class 4 contains 154119 members Mstep: Class 5 contains 24988 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17878 members Mstep: Class 9 contains 8434 members Mstep: Class 10 contains 71575 members Mstep: Class 11 contains 12781 members Mstep: Class 12 contains 9206 members Mstep: Class 13 contains 43581 members Mstep: Class 14 contains 39928 members Mstep: Class 15 contains 6303 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1715 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020932.000000 Penalty: 64368.992188 Iteration 76Q: 21 clusters Score -5.202093e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19641 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5971 members Mstep: Class 4 contains 154115 members Mstep: Class 5 contains 24988 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17888 members Mstep: Class 9 contains 8433 members Mstep: Class 10 contains 71571 members Mstep: Class 11 contains 12790 members Mstep: Class 12 contains 9193 members Mstep: Class 13 contains 43574 members Mstep: Class 14 contains 39930 members Mstep: Class 15 contains 6304 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1713 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020920.000000 Penalty: 64368.992188 Iteration 77Q: 21 clusters Score -5.202092e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19645 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5970 members Mstep: Class 4 contains 154113 members Mstep: Class 5 contains 24987 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17893 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71571 members Mstep: Class 11 contains 12795 members Mstep: Class 12 contains 9184 members Mstep: Class 13 contains 43570 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6309 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1711 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020920.000000 Penalty: 64368.992188 Iteration 78Q: 21 clusters Score -5.202092e+07 nChanged 42 Entering ConstructFrom: Score: -52020920.000000 Penalty: 64368.992188 Entering ConstructFrom: Trying to split cluster 1 (19647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19647 members Entering Unmasked Estep Score: -2246265.000000 Penalty: 2451.648682 Iteration 0F: 2 clusters Score -2246265 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -2232340.000000 Penalty: 4903.297363 Iteration 0F: 3 clusters Score -2232340 nChanged 8696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -2237453.500000 Penalty: 4903.297363 Iteration 1F: 3 clusters Score -2237454 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -2238484.500000 Penalty: 4903.297363 Iteration 2F: 3 clusters Score -2238484 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 9871 members Entering Unmasked Estep Score: -2239609.500000 Penalty: 4903.297363 Iteration 3F: 3 clusters Score -2239610 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -2240692.500000 Penalty: 4903.297363 Iteration 4F: 3 clusters Score -2240692 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -2241622.000000 Penalty: 4903.297363 Iteration 5F: 3 clusters Score -2241622 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -2242333.000000 Penalty: 4903.297363 Iteration 6F: 3 clusters Score -2242333 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -2242757.500000 Penalty: 4903.297363 Iteration 7Q: 3 clusters Score -2242758 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -2243016.250000 Penalty: 4903.297363 Iteration 8Q: 3 clusters Score -2243016 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -2243208.500000 Penalty: 4903.297363 Iteration 9Q: 3 clusters Score -2243208 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -2243324.500000 Penalty: 4903.297363 Iteration 10Q: 3 clusters Score -2243324 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -2243409.750000 Penalty: 4903.297363 Iteration 11Q: 3 clusters Score -2243410 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -2243491.250000 Penalty: 4903.297363 Iteration 12Q: 3 clusters Score -2243491 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -2243561.250000 Penalty: 4903.297363 Iteration 13Q: 3 clusters Score -2243561 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10899 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -2243629.500000 Penalty: 4903.297363 Iteration 14Q: 3 clusters Score -2243630 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 8798 members Entering Unmasked Estep Score: -2243672.000000 Penalty: 4903.297363 Iteration 15Q: 3 clusters Score -2243672 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -2243713.750000 Penalty: 4903.297363 Iteration 16Q: 3 clusters Score -2243714 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -2243734.500000 Penalty: 4903.297363 Iteration 17Q: 3 clusters Score -2243734 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -2243751.750000 Penalty: 4903.297363 Iteration 18Q: 3 clusters Score -2243752 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -2243761.000000 Penalty: 4903.297363 Iteration 19Q: 3 clusters Score -2243761 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10706 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -2243777.500000 Penalty: 4903.297363 Iteration 20F: 3 clusters Score -2243778 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -2243784.750000 Penalty: 4903.297363 Iteration 21Q: 3 clusters Score -2243785 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -2243791.500000 Penalty: 4903.297363 Iteration 22Q: 3 clusters Score -2243792 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -2243793.250000 Penalty: 4903.297363 Iteration 23Q: 3 clusters Score -2243793 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10684 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -2243805.000000 Penalty: 4903.297363 Iteration 24Q: 3 clusters Score -2243805 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -2243811.750000 Penalty: 4903.297363 Iteration 25Q: 3 clusters Score -2243812 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -2243817.000000 Penalty: 4903.297363 Iteration 26Q: 3 clusters Score -2243817 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 8947 members Entering Unmasked Estep Score: -2243820.000000 Penalty: 4903.297363 Iteration 27Q: 3 clusters Score -2243820 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -2243831.500000 Penalty: 4903.297363 Iteration 28Q: 3 clusters Score -2243832 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -2243824.000000 Penalty: 4903.297363 Iteration 29Q: 3 clusters Score -2243824 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -2243825.750000 Penalty: 4903.297363 Iteration 30Q: 3 clusters Score -2243826 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -2243823.250000 Penalty: 4903.297363 Iteration 31Q: 3 clusters Score -2243823 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 8935 members Entering Unmasked Estep Score: -2243823.250000 Penalty: 4903.297363 Iteration 32Q: 3 clusters Score -2243823 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -2243825.250000 Penalty: 4903.297363 Iteration 33Q: 3 clusters Score -2243825 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -2243826.500000 Penalty: 4903.297363 Iteration 34Q: 3 clusters Score -2243826 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -2243832.500000 Penalty: 4903.297363 Iteration 35Q: 3 clusters Score -2243832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2243832.750000 Penalty: 4903.297363 Iteration 36Q: 3 clusters Score -2243833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -2243827.750000 Penalty: 4903.297363 Iteration 37Q: 3 clusters Score -2243828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2243828.750000 Penalty: 4903.297363 Iteration 38Q: 3 clusters Score -2243829 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -2243828.000000 Penalty: 4903.297363 Iteration 39Q: 3 clusters Score -2243828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -2243828.750000 Penalty: 4903.297363 Iteration 40F: 3 clusters Score -2243829 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2243830.750000 Penalty: 4903.297363 Iteration 41Q: 3 clusters Score -2243831 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2243830.750000 Penalty: 4903.297363 Iteration 42F: 3 clusters Score -2243831 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Entering Unmasked Estep Score: -116694.265625 Penalty: 1747.999878 Iteration 0F: 2 clusters Score -116694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -114792.734375 Penalty: 3495.999756 Iteration 0F: 3 clusters Score -114792.7 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -115568.656250 Penalty: 3495.999756 Iteration 1F: 3 clusters Score -115568.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -116052.015625 Penalty: 3495.999756 Iteration 2F: 3 clusters Score -116052 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -116622.070312 Penalty: 3495.999756 Iteration 3F: 3 clusters Score -116622.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -117157.187500 Penalty: 3495.999756 Iteration 4F: 3 clusters Score -117157.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -117406.593750 Penalty: 3495.999756 Iteration 5Q: 3 clusters Score -117406.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -117605.281250 Penalty: 3495.999756 Iteration 6Q: 3 clusters Score -117605.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -117766.328125 Penalty: 3495.999756 Iteration 7Q: 3 clusters Score -117766.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -117772.171875 Penalty: 3495.999756 Iteration 8Q: 3 clusters Score -117772.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -117779.773438 Penalty: 3495.999756 Iteration 9Q: 3 clusters Score -117779.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -117784.125000 Penalty: 3495.999756 Iteration 10Q: 3 clusters Score -117784.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -117806.546875 Penalty: 3495.999756 Iteration 11Q: 3 clusters Score -117806.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -117837.273438 Penalty: 3495.999756 Iteration 12Q: 3 clusters Score -117837.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -117856.015625 Penalty: 3495.999756 Iteration 13Q: 3 clusters Score -117856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -117863.710938 Penalty: 3495.999756 Iteration 14Q: 3 clusters Score -117863.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -117863.710938 Penalty: 3495.999756 Iteration 15F: 3 clusters Score -117863.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 574 members Mstep: Class 3 contains 5969 members Mstep: Class 4 contains 154108 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17898 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71572 members Mstep: Class 11 contains 12799 members Mstep: Class 12 contains 9178 members Mstep: Class 13 contains 43566 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6312 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 577 members Entering Unmasked Estep Score: -52020604.000000 Penalty: 67587.437500 Splitting cluster 2 changes total score from -52020920.000000 to -52020604.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (5969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Entering Unmasked Estep Score: -731442.875000 Penalty: 2156.195068 Iteration 0F: 2 clusters Score -731442.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -726292.562500 Penalty: 4312.390137 Iteration 0F: 3 clusters Score -726292.6 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -727610.375000 Penalty: 4312.390137 Iteration 1F: 3 clusters Score -727610.4 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -727866.000000 Penalty: 4312.390137 Iteration 2F: 3 clusters Score -727866 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -728050.187500 Penalty: 4312.390137 Iteration 3F: 3 clusters Score -728050.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -728215.125000 Penalty: 4312.390137 Iteration 4Q: 3 clusters Score -728215.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -728373.812500 Penalty: 4312.390137 Iteration 5Q: 3 clusters Score -728373.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -728574.000000 Penalty: 4312.390137 Iteration 6Q: 3 clusters Score -728574 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -728888.125000 Penalty: 4312.390137 Iteration 7Q: 3 clusters Score -728888.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -729392.062500 Penalty: 4312.390137 Iteration 8F: 3 clusters Score -729392.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -729932.812500 Penalty: 4312.390137 Iteration 9F: 3 clusters Score -729932.8 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -730371.687500 Penalty: 4312.390137 Iteration 10F: 3 clusters Score -730371.7 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -730707.750000 Penalty: 4312.390137 Iteration 11F: 3 clusters Score -730707.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -730982.625000 Penalty: 4312.390137 Iteration 12Q: 3 clusters Score -730982.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -731202.812500 Penalty: 4312.390137 Iteration 13Q: 3 clusters Score -731202.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -731400.250000 Penalty: 4312.390137 Iteration 14Q: 3 clusters Score -731400.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -731593.250000 Penalty: 4312.390137 Iteration 15Q: 3 clusters Score -731593.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -731739.062500 Penalty: 4312.390137 Iteration 16Q: 3 clusters Score -731739.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -731810.687500 Penalty: 4312.390137 Iteration 17Q: 3 clusters Score -731810.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -731840.375000 Penalty: 4312.390137 Iteration 18Q: 3 clusters Score -731840.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -731844.312500 Penalty: 4312.390137 Iteration 19Q: 3 clusters Score -731844.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -731848.000000 Penalty: 4312.390137 Iteration 20F: 3 clusters Score -731848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -731849.625000 Penalty: 4312.390137 Iteration 21Q: 3 clusters Score -731849.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -731849.125000 Penalty: 4312.390137 Iteration 22Q: 3 clusters Score -731849.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -731849.812500 Penalty: 4312.390137 Iteration 23Q: 3 clusters Score -731849.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -731847.687500 Penalty: 4312.390137 Iteration 24Q: 3 clusters Score -731847.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -731847.687500 Penalty: 4312.390137 Iteration 25F: 3 clusters Score -731847.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 4315 members Mstep: Class 4 contains 154108 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17898 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71572 members Mstep: Class 11 contains 12799 members Mstep: Class 12 contains 9178 members Mstep: Class 13 contains 43566 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6312 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 1654 members Entering Unmasked Estep Score: -52020352.000000 Penalty: 67587.437500 Splitting cluster 3 changes total score from -52020920.000000 to -52020352.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (154108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154108 members Entering Unmasked Estep Score: -19254488.000000 Penalty: 2962.461426 Iteration 0F: 2 clusters Score -1.925449e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77313 members Mstep: Class 2 contains 76795 members Entering Unmasked Estep Score: -19153056.000000 Penalty: 5924.922852 Iteration 0F: 3 clusters Score -1.915306e+07 nChanged 73807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82726 members Mstep: Class 2 contains 71382 members Entering Unmasked Estep Score: -19196490.000000 Penalty: 5924.922852 Iteration 1F: 3 clusters Score -1.919649e+07 nChanged 6160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86528 members Mstep: Class 2 contains 67580 members Entering Unmasked Estep Score: -19198622.000000 Penalty: 5924.922852 Iteration 2Q: 3 clusters Score -1.919862e+07 nChanged 7977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92241 members Mstep: Class 2 contains 61867 members Entering Unmasked Estep Score: -19202130.000000 Penalty: 5924.922852 Iteration 3F: 3 clusters Score -1.920213e+07 nChanged 10261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100252 members Mstep: Class 2 contains 53856 members Entering Unmasked Estep Score: -19207974.000000 Penalty: 5924.922852 Iteration 4F: 3 clusters Score -1.920797e+07 nChanged 11766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110020 members Mstep: Class 2 contains 44088 members Entering Unmasked Estep Score: -19215992.000000 Penalty: 5924.922852 Iteration 5F: 3 clusters Score -1.921599e+07 nChanged 11692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120224 members Mstep: Class 2 contains 33884 members Entering Unmasked Estep Score: -19224380.000000 Penalty: 5924.922852 Iteration 6F: 3 clusters Score -1.922438e+07 nChanged 10145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129675 members Mstep: Class 2 contains 24433 members Entering Unmasked Estep Score: -19231914.000000 Penalty: 5924.922852 Iteration 7F: 3 clusters Score -1.923191e+07 nChanged 8339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137846 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -19238666.000000 Penalty: 5924.922852 Iteration 8F: 3 clusters Score -1.923867e+07 nChanged 6469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144293 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -19243792.000000 Penalty: 5924.922852 Iteration 9Q: 3 clusters Score -1.924379e+07 nChanged 4689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148978 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -19247626.000000 Penalty: 5924.922852 Iteration 10Q: 3 clusters Score -1.924763e+07 nChanged 2734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151706 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -19250152.000000 Penalty: 5924.922852 Iteration 11Q: 3 clusters Score -1.925015e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152976 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -19251226.000000 Penalty: 5924.922852 Iteration 12Q: 3 clusters Score -1.925123e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153463 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -19251562.000000 Penalty: 5924.922852 Iteration 13Q: 3 clusters Score -1.925156e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153642 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -19251760.000000 Penalty: 5924.922852 Iteration 14Q: 3 clusters Score -1.925176e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153713 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -19251856.000000 Penalty: 5924.922852 Iteration 15Q: 3 clusters Score -1.925186e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153747 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -19251882.000000 Penalty: 5924.922852 Iteration 16Q: 3 clusters Score -1.925188e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153763 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -19251894.000000 Penalty: 5924.922852 Iteration 17Q: 3 clusters Score -1.925189e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153771 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19251914.000000 Penalty: 5924.922852 Iteration 18Q: 3 clusters Score -1.925191e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153779 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -19251954.000000 Penalty: 5924.922852 Iteration 19Q: 3 clusters Score -1.925195e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153783 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -19251956.000000 Penalty: 5924.922852 Iteration 20F: 3 clusters Score -1.925196e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153790 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -19251952.000000 Penalty: 5924.922852 Iteration 21Q: 3 clusters Score -1.925195e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153791 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -19251960.000000 Penalty: 5924.922852 Iteration 22Q: 3 clusters Score -1.925196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153789 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -19251958.000000 Penalty: 5924.922852 Iteration 23Q: 3 clusters Score -1.925196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153790 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -19251962.000000 Penalty: 5924.922852 Iteration 24Q: 3 clusters Score -1.925196e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153790 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -19251962.000000 Penalty: 5924.922852 Iteration 25F: 3 clusters Score -1.925196e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (24991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24991 members Entering Unmasked Estep Score: -3027680.250000 Penalty: 2511.315186 Iteration 0F: 2 clusters Score -3027680 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12437 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -3010308.000000 Penalty: 5022.630371 Iteration 0F: 3 clusters Score -3010308 nChanged 11214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 12872 members Entering Unmasked Estep Score: -3016386.000000 Penalty: 5022.630371 Iteration 1F: 3 clusters Score -3016386 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -3017091.500000 Penalty: 5022.630371 Iteration 2F: 3 clusters Score -3017092 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -3017940.000000 Penalty: 5022.630371 Iteration 3F: 3 clusters Score -3017940 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 14075 members Entering Unmasked Estep Score: -3018953.000000 Penalty: 5022.630371 Iteration 4F: 3 clusters Score -3018953 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -3020131.500000 Penalty: 5022.630371 Iteration 5F: 3 clusters Score -3020132 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 16224 members Entering Unmasked Estep Score: -3021377.250000 Penalty: 5022.630371 Iteration 6F: 3 clusters Score -3021377 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 17577 members Entering Unmasked Estep Score: -3022710.000000 Penalty: 5022.630371 Iteration 7F: 3 clusters Score -3022710 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 18883 members Entering Unmasked Estep Score: -3023893.250000 Penalty: 5022.630371 Iteration 8F: 3 clusters Score -3023893 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 19966 members Entering Unmasked Estep Score: -3024831.000000 Penalty: 5022.630371 Iteration 9Q: 3 clusters Score -3024831 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -3025534.250000 Penalty: 5022.630371 Iteration 10Q: 3 clusters Score -3025534 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 21442 members Entering Unmasked Estep Score: -3025973.500000 Penalty: 5022.630371 Iteration 11Q: 3 clusters Score -3025974 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 21870 members Entering Unmasked Estep Score: -3026240.500000 Penalty: 5022.630371 Iteration 12Q: 3 clusters Score -3026240 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 22180 members Entering Unmasked Estep Score: -3026413.250000 Penalty: 5022.630371 Iteration 13Q: 3 clusters Score -3026413 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 22401 members Entering Unmasked Estep Score: -3026520.000000 Penalty: 5022.630371 Iteration 14Q: 3 clusters Score -3026520 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 22554 members Entering Unmasked Estep Score: -3026564.500000 Penalty: 5022.630371 Iteration 15Q: 3 clusters Score -3026564 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 22682 members Entering Unmasked Estep Score: -3026605.500000 Penalty: 5022.630371 Iteration 16Q: 3 clusters Score -3026606 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -3026639.000000 Penalty: 5022.630371 Iteration 17Q: 3 clusters Score -3026639 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 22874 members Entering Unmasked Estep Score: -3026667.500000 Penalty: 5022.630371 Iteration 18Q: 3 clusters Score -3026668 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 22931 members Entering Unmasked Estep Score: -3026681.250000 Penalty: 5022.630371 Iteration 19Q: 3 clusters Score -3026681 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 22977 members Entering Unmasked Estep Score: -3026689.000000 Penalty: 5022.630371 Iteration 20F: 3 clusters Score -3026689 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 23027 members Entering Unmasked Estep Score: -3026709.500000 Penalty: 5022.630371 Iteration 21Q: 3 clusters Score -3026710 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 23070 members Entering Unmasked Estep Score: -3026714.750000 Penalty: 5022.630371 Iteration 22Q: 3 clusters Score -3026715 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -3026723.750000 Penalty: 5022.630371 Iteration 23Q: 3 clusters Score -3026724 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 23140 members Entering Unmasked Estep Score: -3026732.000000 Penalty: 5022.630371 Iteration 24Q: 3 clusters Score -3026732 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 23172 members Entering Unmasked Estep Score: -3026743.250000 Penalty: 5022.630371 Iteration 25Q: 3 clusters Score -3026743 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 23200 members Entering Unmasked Estep Score: -3026755.750000 Penalty: 5022.630371 Iteration 26Q: 3 clusters Score -3026756 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 23225 members Entering Unmasked Estep Score: -3026755.250000 Penalty: 5022.630371 Iteration 27Q: 3 clusters Score -3026755 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 23243 members Entering Unmasked Estep Score: -3026770.250000 Penalty: 5022.630371 Iteration 28Q: 3 clusters Score -3026770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 23255 members Entering Unmasked Estep Score: -3026771.000000 Penalty: 5022.630371 Iteration 29Q: 3 clusters Score -3026771 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 23268 members Entering Unmasked Estep Score: -3026770.500000 Penalty: 5022.630371 Iteration 30Q: 3 clusters Score -3026770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 23277 members Entering Unmasked Estep Score: -3026770.750000 Penalty: 5022.630371 Iteration 31Q: 3 clusters Score -3026771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 23283 members Entering Unmasked Estep Score: -3026770.000000 Penalty: 5022.630371 Iteration 32Q: 3 clusters Score -3026770 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 23293 members Entering Unmasked Estep Score: -3026770.250000 Penalty: 5022.630371 Iteration 33Q: 3 clusters Score -3026770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 23302 members Entering Unmasked Estep Score: -3026775.000000 Penalty: 5022.630371 Iteration 34Q: 3 clusters Score -3026775 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 23313 members Entering Unmasked Estep Score: -3026773.500000 Penalty: 5022.630371 Iteration 35Q: 3 clusters Score -3026774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 23324 members Entering Unmasked Estep Score: -3026781.750000 Penalty: 5022.630371 Iteration 36Q: 3 clusters Score -3026782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 23334 members Entering Unmasked Estep Score: -3026778.750000 Penalty: 5022.630371 Iteration 37Q: 3 clusters Score -3026779 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 23347 members Entering Unmasked Estep Score: -3026779.250000 Penalty: 5022.630371 Iteration 38Q: 3 clusters Score -3026779 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 23354 members Entering Unmasked Estep Score: -3026780.000000 Penalty: 5022.630371 Iteration 39Q: 3 clusters Score -3026780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 23360 members Entering Unmasked Estep Score: -3026784.000000 Penalty: 5022.630371 Iteration 40F: 3 clusters Score -3026784 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 23372 members Entering Unmasked Estep Score: -3026787.500000 Penalty: 5022.630371 Iteration 41Q: 3 clusters Score -3026788 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 23385 members Entering Unmasked Estep Score: -3026795.000000 Penalty: 5022.630371 Iteration 42Q: 3 clusters Score -3026795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -3026793.500000 Penalty: 5022.630371 Iteration 43Q: 3 clusters Score -3026794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 23399 members Entering Unmasked Estep Score: -3026802.500000 Penalty: 5022.630371 Iteration 44Q: 3 clusters Score -3026802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 23405 members Entering Unmasked Estep Score: -3026804.250000 Penalty: 5022.630371 Iteration 45Q: 3 clusters Score -3026804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 23408 members Entering Unmasked Estep Score: -3026805.750000 Penalty: 5022.630371 Iteration 46Q: 3 clusters Score -3026806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 23408 members Entering Unmasked Estep Score: -3026805.750000 Penalty: 5022.630371 Iteration 47F: 3 clusters Score -3026806 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -113755.492188 Penalty: 1738.109375 Iteration 0F: 2 clusters Score -113755.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -111812.820312 Penalty: 3476.218750 Iteration 0F: 3 clusters Score -111812.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -112417.820312 Penalty: 3476.218750 Iteration 1F: 3 clusters Score -112417.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -112973.554688 Penalty: 3476.218750 Iteration 2F: 3 clusters Score -112973.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -113280.125000 Penalty: 3476.218750 Iteration 3F: 3 clusters Score -113280.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -113612.085938 Penalty: 3476.218750 Iteration 4F: 3 clusters Score -113612.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -113828.656250 Penalty: 3476.218750 Iteration 5Q: 3 clusters Score -113828.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -114046.726562 Penalty: 3476.218750 Iteration 6Q: 3 clusters Score -114046.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -114218.039062 Penalty: 3476.218750 Iteration 7Q: 3 clusters Score -114218 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -114362.062500 Penalty: 3476.218750 Iteration 8Q: 3 clusters Score -114362.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -114492.929688 Penalty: 3476.218750 Iteration 9Q: 3 clusters Score -114492.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -114597.406250 Penalty: 3476.218750 Iteration 10Q: 3 clusters Score -114597.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -114622.835938 Penalty: 3476.218750 Iteration 11Q: 3 clusters Score -114622.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -114654.882812 Penalty: 3476.218750 Iteration 12Q: 3 clusters Score -114654.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -114684.375000 Penalty: 3476.218750 Iteration 13Q: 3 clusters Score -114684.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -114709.250000 Penalty: 3476.218750 Iteration 14Q: 3 clusters Score -114709.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -114730.820312 Penalty: 3476.218750 Iteration 15Q: 3 clusters Score -114730.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -114737.757812 Penalty: 3476.218750 Iteration 16Q: 3 clusters Score -114737.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -114742.515625 Penalty: 3476.218750 Iteration 17Q: 3 clusters Score -114742.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -114744.679688 Penalty: 3476.218750 Iteration 18Q: 3 clusters Score -114744.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -114745.796875 Penalty: 3476.218750 Iteration 19Q: 3 clusters Score -114745.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -114746.460938 Penalty: 3476.218750 Iteration 20F: 3 clusters Score -114746.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5969 members Mstep: Class 4 contains 154108 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17898 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71572 members Mstep: Class 11 contains 12799 members Mstep: Class 12 contains 9178 members Mstep: Class 13 contains 43566 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6312 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 708 members Entering Unmasked Estep Score: -52020476.000000 Penalty: 67587.437500 Splitting cluster 6 changes total score from -52020920.000000 to -52020476.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Entering Unmasked Estep Score: -136068.609375 Penalty: 1763.857178 Iteration 0F: 2 clusters Score -136068.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -134063.968750 Penalty: 3527.714355 Iteration 0F: 3 clusters Score -134064 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -134731.281250 Penalty: 3527.714355 Iteration 1F: 3 clusters Score -134731.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -135621.000000 Penalty: 3527.714355 Iteration 2F: 3 clusters Score -135621 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -136649.750000 Penalty: 3527.714355 Iteration 3F: 3 clusters Score -136649.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -137039.937500 Penalty: 3527.714355 Iteration 4F: 3 clusters Score -137039.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -137175.515625 Penalty: 3527.714355 Iteration 5Q: 3 clusters Score -137175.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -137249.468750 Penalty: 3527.714355 Iteration 6Q: 3 clusters Score -137249.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -137288.156250 Penalty: 3527.714355 Iteration 7Q: 3 clusters Score -137288.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -137300.125000 Penalty: 3527.714355 Iteration 8Q: 3 clusters Score -137300.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -137311.390625 Penalty: 3527.714355 Iteration 9Q: 3 clusters Score -137311.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -137313.843750 Penalty: 3527.714355 Iteration 10Q: 3 clusters Score -137313.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -137320.468750 Penalty: 3527.714355 Iteration 11Q: 3 clusters Score -137320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -137320.468750 Penalty: 3527.714355 Iteration 12F: 3 clusters Score -137320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5969 members Mstep: Class 4 contains 154108 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 409 members Mstep: Class 8 contains 17898 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71572 members Mstep: Class 11 contains 12799 members Mstep: Class 12 contains 9178 members Mstep: Class 13 contains 43566 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6312 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 818 members Entering Unmasked Estep Score: -52020732.000000 Penalty: 67587.437500 Splitting cluster 7 changes total score from -52020920.000000 to -52020732.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (17898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17898 members Entering Unmasked Estep Score: -2181619.250000 Penalty: 2428.526123 Iteration 0F: 2 clusters Score -2181619 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -2168834.500000 Penalty: 4857.052246 Iteration 0F: 3 clusters Score -2168834 nChanged 7887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -2173071.750000 Penalty: 4857.052246 Iteration 1F: 3 clusters Score -2173072 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -2173566.500000 Penalty: 4857.052246 Iteration 2F: 3 clusters Score -2173566 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -2173996.500000 Penalty: 4857.052246 Iteration 3F: 3 clusters Score -2173996 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -2174466.750000 Penalty: 4857.052246 Iteration 4F: 3 clusters Score -2174467 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -2174985.750000 Penalty: 4857.052246 Iteration 5F: 3 clusters Score -2174986 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11326 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -2175578.500000 Penalty: 4857.052246 Iteration 6F: 3 clusters Score -2175578 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -2176239.000000 Penalty: 4857.052246 Iteration 7F: 3 clusters Score -2176239 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -2176881.500000 Penalty: 4857.052246 Iteration 8Q: 3 clusters Score -2176882 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -2177430.750000 Penalty: 4857.052246 Iteration 9Q: 3 clusters Score -2177431 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -2177863.000000 Penalty: 4857.052246 Iteration 10Q: 3 clusters Score -2177863 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13865 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -2178206.250000 Penalty: 4857.052246 Iteration 11Q: 3 clusters Score -2178206 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14190 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -2178483.000000 Penalty: 4857.052246 Iteration 12Q: 3 clusters Score -2178483 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14471 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -2178716.500000 Penalty: 4857.052246 Iteration 13Q: 3 clusters Score -2178716 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14692 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -2178869.500000 Penalty: 4857.052246 Iteration 14Q: 3 clusters Score -2178870 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14877 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -2178979.250000 Penalty: 4857.052246 Iteration 15Q: 3 clusters Score -2178979 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15021 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -2179069.000000 Penalty: 4857.052246 Iteration 16Q: 3 clusters Score -2179069 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -2179122.500000 Penalty: 4857.052246 Iteration 17Q: 3 clusters Score -2179122 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -2179161.500000 Penalty: 4857.052246 Iteration 18Q: 3 clusters Score -2179162 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15326 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2179194.000000 Penalty: 4857.052246 Iteration 19Q: 3 clusters Score -2179194 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -2179222.750000 Penalty: 4857.052246 Iteration 20F: 3 clusters Score -2179223 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15479 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -2179252.000000 Penalty: 4857.052246 Iteration 21Q: 3 clusters Score -2179252 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -2179265.250000 Penalty: 4857.052246 Iteration 22Q: 3 clusters Score -2179265 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15607 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -2179284.000000 Penalty: 4857.052246 Iteration 23Q: 3 clusters Score -2179284 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15657 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -2179303.750000 Penalty: 4857.052246 Iteration 24Q: 3 clusters Score -2179304 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15694 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -2179308.250000 Penalty: 4857.052246 Iteration 25Q: 3 clusters Score -2179308 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -2179322.500000 Penalty: 4857.052246 Iteration 26Q: 3 clusters Score -2179322 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15749 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -2179323.000000 Penalty: 4857.052246 Iteration 27Q: 3 clusters Score -2179323 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15765 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -2179329.750000 Penalty: 4857.052246 Iteration 28Q: 3 clusters Score -2179330 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15785 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -2179327.250000 Penalty: 4857.052246 Iteration 29Q: 3 clusters Score -2179327 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -2179331.250000 Penalty: 4857.052246 Iteration 30Q: 3 clusters Score -2179331 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15816 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -2179335.500000 Penalty: 4857.052246 Iteration 31Q: 3 clusters Score -2179336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15833 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -2179341.250000 Penalty: 4857.052246 Iteration 32Q: 3 clusters Score -2179341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15850 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -2179347.500000 Penalty: 4857.052246 Iteration 33Q: 3 clusters Score -2179348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15863 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -2179350.250000 Penalty: 4857.052246 Iteration 34Q: 3 clusters Score -2179350 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -2179351.500000 Penalty: 4857.052246 Iteration 35Q: 3 clusters Score -2179352 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -2179352.750000 Penalty: 4857.052246 Iteration 36Q: 3 clusters Score -2179353 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -2179355.250000 Penalty: 4857.052246 Iteration 37Q: 3 clusters Score -2179355 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -2179361.750000 Penalty: 4857.052246 Iteration 38Q: 3 clusters Score -2179362 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15935 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -2179365.750000 Penalty: 4857.052246 Iteration 39Q: 3 clusters Score -2179366 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -2179369.750000 Penalty: 4857.052246 Iteration 40F: 3 clusters Score -2179370 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -2179372.500000 Penalty: 4857.052246 Iteration 41Q: 3 clusters Score -2179372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15982 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -2179380.750000 Penalty: 4857.052246 Iteration 42Q: 3 clusters Score -2179381 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -2179384.250000 Penalty: 4857.052246 Iteration 43Q: 3 clusters Score -2179384 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16004 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -2179385.750000 Penalty: 4857.052246 Iteration 44Q: 3 clusters Score -2179386 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -2179390.500000 Penalty: 4857.052246 Iteration 45Q: 3 clusters Score -2179390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -2179396.250000 Penalty: 4857.052246 Iteration 46Q: 3 clusters Score -2179396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -2179396.750000 Penalty: 4857.052246 Iteration 47Q: 3 clusters Score -2179397 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16047 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -2179404.500000 Penalty: 4857.052246 Iteration 48Q: 3 clusters Score -2179404 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -2179403.000000 Penalty: 4857.052246 Iteration 49Q: 3 clusters Score -2179403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -2179409.000000 Penalty: 4857.052246 Iteration 50Q: 3 clusters Score -2179409 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -2179418.250000 Penalty: 4857.052246 Iteration 51Q: 3 clusters Score -2179418 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16128 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -2179419.500000 Penalty: 4857.052246 Iteration 52Q: 3 clusters Score -2179420 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -2179422.500000 Penalty: 4857.052246 Iteration 53Q: 3 clusters Score -2179422 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -2179431.750000 Penalty: 4857.052246 Iteration 54Q: 3 clusters Score -2179432 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16185 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -2179438.000000 Penalty: 4857.052246 Iteration 55Q: 3 clusters Score -2179438 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16200 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -2179449.250000 Penalty: 4857.052246 Iteration 56Q: 3 clusters Score -2179449 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -2179452.750000 Penalty: 4857.052246 Iteration 57Q: 3 clusters Score -2179453 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -2179455.750000 Penalty: 4857.052246 Iteration 58Q: 3 clusters Score -2179456 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -2179458.500000 Penalty: 4857.052246 Iteration 59Q: 3 clusters Score -2179458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -2179457.750000 Penalty: 4857.052246 Iteration 60F: 3 clusters Score -2179458 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -2179460.250000 Penalty: 4857.052246 Iteration 61Q: 3 clusters Score -2179460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -2179458.250000 Penalty: 4857.052246 Iteration 62Q: 3 clusters Score -2179458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16254 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -2179457.250000 Penalty: 4857.052246 Iteration 63Q: 3 clusters Score -2179457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16254 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -2179457.250000 Penalty: 4857.052246 Iteration 64F: 3 clusters Score -2179457 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Entering Unmasked Estep Score: -1032913.125000 Penalty: 2241.838379 Iteration 0F: 2 clusters Score -1032913 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1026245.000000 Penalty: 4483.676758 Iteration 0F: 3 clusters Score -1026245 nChanged 3385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1028044.750000 Penalty: 4483.676758 Iteration 1F: 3 clusters Score -1028045 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1028298.625000 Penalty: 4483.676758 Iteration 2F: 3 clusters Score -1028299 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1028464.750000 Penalty: 4483.676758 Iteration 3Q: 3 clusters Score -1028465 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1028583.125000 Penalty: 4483.676758 Iteration 4Q: 3 clusters Score -1028583 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1028690.062500 Penalty: 4483.676758 Iteration 5Q: 3 clusters Score -1028690 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1028763.437500 Penalty: 4483.676758 Iteration 6Q: 3 clusters Score -1028763 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1028824.437500 Penalty: 4483.676758 Iteration 7Q: 3 clusters Score -1028824 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1028870.687500 Penalty: 4483.676758 Iteration 8Q: 3 clusters Score -1028871 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1028933.812500 Penalty: 4483.676758 Iteration 9Q: 3 clusters Score -1028934 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -1029010.875000 Penalty: 4483.676758 Iteration 10Q: 3 clusters Score -1029011 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1029086.812500 Penalty: 4483.676758 Iteration 11Q: 3 clusters Score -1029087 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1029162.437500 Penalty: 4483.676758 Iteration 12Q: 3 clusters Score -1029162 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1029239.062500 Penalty: 4483.676758 Iteration 13Q: 3 clusters Score -1029239 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1029310.437500 Penalty: 4483.676758 Iteration 14Q: 3 clusters Score -1029310 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1029366.812500 Penalty: 4483.676758 Iteration 15Q: 3 clusters Score -1029367 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1029422.062500 Penalty: 4483.676758 Iteration 16Q: 3 clusters Score -1029422 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -1029476.062500 Penalty: 4483.676758 Iteration 17Q: 3 clusters Score -1029476 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1029510.937500 Penalty: 4483.676758 Iteration 18Q: 3 clusters Score -1029511 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1029549.812500 Penalty: 4483.676758 Iteration 19Q: 3 clusters Score -1029550 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1029584.312500 Penalty: 4483.676758 Iteration 20F: 3 clusters Score -1029584 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1029606.875000 Penalty: 4483.676758 Iteration 21Q: 3 clusters Score -1029607 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1029629.062500 Penalty: 4483.676758 Iteration 22Q: 3 clusters Score -1029629 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -1029650.062500 Penalty: 4483.676758 Iteration 23Q: 3 clusters Score -1029650 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1029670.500000 Penalty: 4483.676758 Iteration 24Q: 3 clusters Score -1029670 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1029692.812500 Penalty: 4483.676758 Iteration 25Q: 3 clusters Score -1029693 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1029717.500000 Penalty: 4483.676758 Iteration 26Q: 3 clusters Score -1029718 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1029735.812500 Penalty: 4483.676758 Iteration 27Q: 3 clusters Score -1029736 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1029749.687500 Penalty: 4483.676758 Iteration 28Q: 3 clusters Score -1029750 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1029760.625000 Penalty: 4483.676758 Iteration 29Q: 3 clusters Score -1029761 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -1029768.812500 Penalty: 4483.676758 Iteration 30Q: 3 clusters Score -1029769 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -1029783.937500 Penalty: 4483.676758 Iteration 31Q: 3 clusters Score -1029784 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1029796.687500 Penalty: 4483.676758 Iteration 32Q: 3 clusters Score -1029797 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1029809.187500 Penalty: 4483.676758 Iteration 33Q: 3 clusters Score -1029809 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1029820.812500 Penalty: 4483.676758 Iteration 34Q: 3 clusters Score -1029821 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1029835.937500 Penalty: 4483.676758 Iteration 35Q: 3 clusters Score -1029836 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1029848.687500 Penalty: 4483.676758 Iteration 36Q: 3 clusters Score -1029849 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1029858.187500 Penalty: 4483.676758 Iteration 37Q: 3 clusters Score -1029858 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1029866.062500 Penalty: 4483.676758 Iteration 38Q: 3 clusters Score -1029866 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1029876.062500 Penalty: 4483.676758 Iteration 39Q: 3 clusters Score -1029876 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1029889.562500 Penalty: 4483.676758 Iteration 40F: 3 clusters Score -1029890 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -1029900.812500 Penalty: 4483.676758 Iteration 41Q: 3 clusters Score -1029901 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1029913.750000 Penalty: 4483.676758 Iteration 42Q: 3 clusters Score -1029914 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1029922.750000 Penalty: 4483.676758 Iteration 43Q: 3 clusters Score -1029923 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1029926.250000 Penalty: 4483.676758 Iteration 44Q: 3 clusters Score -1029926 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1029928.187500 Penalty: 4483.676758 Iteration 45Q: 3 clusters Score -1029928 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1029931.187500 Penalty: 4483.676758 Iteration 46Q: 3 clusters Score -1029931 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1029935.812500 Penalty: 4483.676758 Iteration 47Q: 3 clusters Score -1029936 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1029938.562500 Penalty: 4483.676758 Iteration 48Q: 3 clusters Score -1029939 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1029939.875000 Penalty: 4483.676758 Iteration 49Q: 3 clusters Score -1029940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1029941.062500 Penalty: 4483.676758 Iteration 50Q: 3 clusters Score -1029941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1029941.250000 Penalty: 4483.676758 Iteration 51Q: 3 clusters Score -1029941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1029941.437500 Penalty: 4483.676758 Iteration 52Q: 3 clusters Score -1029941 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1029941.312500 Penalty: 4483.676758 Iteration 53Q: 3 clusters Score -1029941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1029944.500000 Penalty: 4483.676758 Iteration 54Q: 3 clusters Score -1029944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1029944.937500 Penalty: 4483.676758 Iteration 55Q: 3 clusters Score -1029945 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1029946.437500 Penalty: 4483.676758 Iteration 56Q: 3 clusters Score -1029946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1029947.062500 Penalty: 4483.676758 Iteration 57Q: 3 clusters Score -1029947 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1029946.937500 Penalty: 4483.676758 Iteration 58Q: 3 clusters Score -1029947 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1029948.562500 Penalty: 4483.676758 Iteration 59Q: 3 clusters Score -1029949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1029951.125000 Penalty: 4483.676758 Iteration 60F: 3 clusters Score -1029951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1029949.500000 Penalty: 4483.676758 Iteration 61Q: 3 clusters Score -1029950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1029956.312500 Penalty: 4483.676758 Iteration 62Q: 3 clusters Score -1029956 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1029959.437500 Penalty: 4483.676758 Iteration 63Q: 3 clusters Score -1029959 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1029961.250000 Penalty: 4483.676758 Iteration 64Q: 3 clusters Score -1029961 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1029962.500000 Penalty: 4483.676758 Iteration 65Q: 3 clusters Score -1029962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1029964.437500 Penalty: 4483.676758 Iteration 66Q: 3 clusters Score -1029964 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1029963.312500 Penalty: 4483.676758 Iteration 67Q: 3 clusters Score -1029963 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1029968.000000 Penalty: 4483.676758 Iteration 68Q: 3 clusters Score -1029968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1029969.125000 Penalty: 4483.676758 Iteration 69Q: 3 clusters Score -1029969 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1029969.312500 Penalty: 4483.676758 Iteration 70Q: 3 clusters Score -1029969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1029970.625000 Penalty: 4483.676758 Iteration 71Q: 3 clusters Score -1029971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1029970.187500 Penalty: 4483.676758 Iteration 72Q: 3 clusters Score -1029970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1029971.687500 Penalty: 4483.676758 Iteration 73Q: 3 clusters Score -1029972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1029972.125000 Penalty: 4483.676758 Iteration 74Q: 3 clusters Score -1029972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1029972.062500 Penalty: 4483.676758 Iteration 75Q: 3 clusters Score -1029972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1029971.687500 Penalty: 4483.676758 Iteration 76Q: 3 clusters Score -1029972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1029970.687500 Penalty: 4483.676758 Iteration 77Q: 3 clusters Score -1029971 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1029970.375000 Penalty: 4483.676758 Iteration 78Q: 3 clusters Score -1029970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1029969.687500 Penalty: 4483.676758 Iteration 79Q: 3 clusters Score -1029970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1029969.875000 Penalty: 4483.676758 Iteration 80F: 3 clusters Score -1029970 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (71572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71572 members Entering Unmasked Estep Score: -8768490.000000 Penalty: 2772.257812 Iteration 0F: 2 clusters Score -8768490 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35846 members Mstep: Class 2 contains 35726 members Entering Unmasked Estep Score: -8720408.000000 Penalty: 5544.515625 Iteration 0F: 3 clusters Score -8720408 nChanged 33574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36926 members Mstep: Class 2 contains 34646 members Entering Unmasked Estep Score: -8739324.000000 Penalty: 5544.515625 Iteration 1F: 3 clusters Score -8739324 nChanged 3069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38009 members Mstep: Class 2 contains 33563 members Entering Unmasked Estep Score: -8740531.000000 Penalty: 5544.515625 Iteration 2Q: 3 clusters Score -8740531 nChanged 3914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -8742820.000000 Penalty: 5544.515625 Iteration 3F: 3 clusters Score -8742820 nChanged 5282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42281 members Mstep: Class 2 contains 29291 members Entering Unmasked Estep Score: -8746941.000000 Penalty: 5544.515625 Iteration 4F: 3 clusters Score -8746941 nChanged 6419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45244 members Mstep: Class 2 contains 26328 members Entering Unmasked Estep Score: -8752502.000000 Penalty: 5544.515625 Iteration 5F: 3 clusters Score -8752502 nChanged 6194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47640 members Mstep: Class 2 contains 23932 members Entering Unmasked Estep Score: -8757322.000000 Penalty: 5544.515625 Iteration 6F: 3 clusters Score -8757322 nChanged 4750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49010 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -8760137.000000 Penalty: 5544.515625 Iteration 7F: 3 clusters Score -8760137 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49652 members Mstep: Class 2 contains 21920 members Entering Unmasked Estep Score: -8761439.000000 Penalty: 5544.515625 Iteration 8Q: 3 clusters Score -8761439 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49960 members Mstep: Class 2 contains 21612 members Entering Unmasked Estep Score: -8761952.000000 Penalty: 5544.515625 Iteration 9Q: 3 clusters Score -8761952 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50144 members Mstep: Class 2 contains 21428 members Entering Unmasked Estep Score: -8762265.000000 Penalty: 5544.515625 Iteration 10Q: 3 clusters Score -8762265 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50273 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -8762502.000000 Penalty: 5544.515625 Iteration 11Q: 3 clusters Score -8762502 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50473 members Mstep: Class 2 contains 21099 members Entering Unmasked Estep Score: -8762649.000000 Penalty: 5544.515625 Iteration 12Q: 3 clusters Score -8762649 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50721 members Mstep: Class 2 contains 20851 members Entering Unmasked Estep Score: -8762772.000000 Penalty: 5544.515625 Iteration 13Q: 3 clusters Score -8762772 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50982 members Mstep: Class 2 contains 20590 members Entering Unmasked Estep Score: -8762899.000000 Penalty: 5544.515625 Iteration 14Q: 3 clusters Score -8762899 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51291 members Mstep: Class 2 contains 20281 members Entering Unmasked Estep Score: -8762953.000000 Penalty: 5544.515625 Iteration 15Q: 3 clusters Score -8762953 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51636 members Mstep: Class 2 contains 19936 members Entering Unmasked Estep Score: -8763040.000000 Penalty: 5544.515625 Iteration 16Q: 3 clusters Score -8763040 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51975 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -8763137.000000 Penalty: 5544.515625 Iteration 17Q: 3 clusters Score -8763137 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52312 members Mstep: Class 2 contains 19260 members Entering Unmasked Estep Score: -8763204.000000 Penalty: 5544.515625 Iteration 18Q: 3 clusters Score -8763204 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52683 members Mstep: Class 2 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67450 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -8767738.000000 Penalty: 5544.515625 Iteration 113Q: 3 clusters Score -8767738 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67477 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -8767754.000000 Penalty: 5544.515625 Iteration 114Q: 3 clusters Score -8767754 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67497 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -8767751.000000 Penalty: 5544.515625 Iteration 115Q: 3 clusters Score -8767751 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67509 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -8767756.000000 Penalty: 5544.515625 Iteration 116Q: 3 clusters Score -8767756 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 67595 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -8767791.000000 Penalty: 5544.515625 Iteration 121Q: 3 clusters Score -8767791 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67615 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -8767781.000000 Penalty: 5544.515625 Iteration 122Q: 3 clusters Score -8767781 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67638 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -8767791.000000 Penalty: 5544.515625 Iteration 123Q: 3 clusters Score -8767791 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67658 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -8767786.000000 Penalty: 5544.515625 Iteration 124Q: 3 clusters Score -8767786 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67670 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -8767779.000000 Penalty: 5544.515625 Iteration 125Q: 3 clusters Score -8767779 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67686 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -8767787.000000 Penalty: 5544.515625 Iteration 126Q: 3 clusters Score -8767787 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67706 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -8767781.000000 Penalty: 5544.515625 Iteration 127Q: 3 clusters Score -8767781 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67723 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -8767785.000000 Penalty: 5544.515625 Iteration 128Q: 3 clusters Score -8767785 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67735 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -8767783.000000 Penalty: 5544.515625 Iteration 129Q: 3 clusters Score -8767783 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67746 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -8767789.000000 Penalty: 5544.515625 Iteration 130Q: 3 clusters Score -8767789 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67757 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -8767796.000000 Penalty: 5544.515625 Iteration 131Q: 3 clusters Score -8767796 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67765 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -8767801.000000 Penalty: 5544.515625 Iteration 132Q: 3 clusters Score -8767801 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67772 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -8767804.000000 Penalty: 5544.515625 Iteration 133Q: 3 clusters Score -8767804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67776 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -8767799.000000 Penalty: 5544.515625 Iteration 134Q: 3 clusters Score -8767799 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67778 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -8767805.000000 Penalty: 5544.515625 Iteration 135Q: 3 clusters Score -8767805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67778 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -8767801.000000 Penalty: 5544.515625 Iteration 136Q: 3 clusters Score -8767801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67777 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -8767807.000000 Penalty: 5544.515625 Iteration 137Q: 3 clusters Score -8767807 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67777 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -8767807.000000 Penalty: 5544.515625 Iteration 138F: 3 clusters Score -8767807 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Entering Unmasked Estep Score: -1499517.500000 Penalty: 2345.366455 Iteration 0F: 2 clusters Score -1499518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1490028.875000 Penalty: 4690.732910 Iteration 0F: 3 clusters Score -1490029 nChanged 5458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1493110.625000 Penalty: 4690.732910 Iteration 1F: 3 clusters Score -1493111 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1493754.000000 Penalty: 4690.732910 Iteration 2F: 3 clusters Score -1493754 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1494300.875000 Penalty: 4690.732910 Iteration 3F: 3 clusters Score -1494301 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -1494844.625000 Penalty: 4690.732910 Iteration 4F: 3 clusters Score -1494845 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1495408.250000 Penalty: 4690.732910 Iteration 5F: 3 clusters Score -1495408 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1495870.750000 Penalty: 4690.732910 Iteration 6F: 3 clusters Score -1495871 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1496221.125000 Penalty: 4690.732910 Iteration 7Q: 3 clusters Score -1496221 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1496464.750000 Penalty: 4690.732910 Iteration 8Q: 3 clusters Score -1496465 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1496658.000000 Penalty: 4690.732910 Iteration 9Q: 3 clusters Score -1496658 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1496820.625000 Penalty: 4690.732910 Iteration 10Q: 3 clusters Score -1496821 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1496953.250000 Penalty: 4690.732910 Iteration 11Q: 3 clusters Score -1496953 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1497049.375000 Penalty: 4690.732910 Iteration 12Q: 3 clusters Score -1497049 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1497121.625000 Penalty: 4690.732910 Iteration 13Q: 3 clusters Score -1497122 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1497175.125000 Penalty: 4690.732910 Iteration 14Q: 3 clusters Score -1497175 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -1497223.750000 Penalty: 4690.732910 Iteration 15Q: 3 clusters Score -1497224 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1497255.625000 Penalty: 4690.732910 Iteration 16Q: 3 clusters Score -1497256 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1497277.500000 Penalty: 4690.732910 Iteration 17Q: 3 clusters Score -1497278 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1497297.125000 Penalty: 4690.732910 Iteration 18Q: 3 clusters Score -1497297 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -1497315.375000 Penalty: 4690.732910 Iteration 19Q: 3 clusters Score -1497315 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1497333.250000 Penalty: 4690.732910 Iteration 20F: 3 clusters Score -1497333 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -1497356.875000 Penalty: 4690.732910 Iteration 21Q: 3 clusters Score -1497357 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -1497373.375000 Penalty: 4690.732910 Iteration 22Q: 3 clusters Score -1497373 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1497390.625000 Penalty: 4690.732910 Iteration 23Q: 3 clusters Score -1497391 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1497403.250000 Penalty: 4690.732910 Iteration 24Q: 3 clusters Score -1497403 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1497414.875000 Penalty: 4690.732910 Iteration 25Q: 3 clusters Score -1497415 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1497432.500000 Penalty: 4690.732910 Iteration 26Q: 3 clusters Score -1497432 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1497450.625000 Penalty: 4690.732910 Iteration 27Q: 3 clusters Score -1497451 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1497473.750000 Penalty: 4690.732910 Iteration 28Q: 3 clusters Score -1497474 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1497501.375000 Penalty: 4690.732910 Iteration 29Q: 3 clusters Score -1497501 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1497525.750000 Penalty: 4690.732910 Iteration 30Q: 3 clusters Score -1497526 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1497548.625000 Penalty: 4690.732910 Iteration 31Q: 3 clusters Score -1497549 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1497576.375000 Penalty: 4690.732910 Iteration 32Q: 3 clusters Score -1497576 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1497602.750000 Penalty: 4690.732910 Iteration 33Q: 3 clusters Score -1497603 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1497622.125000 Penalty: 4690.732910 Iteration 34Q: 3 clusters Score -1497622 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1497647.625000 Penalty: 4690.732910 Iteration 35Q: 3 clusters Score -1497648 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1497669.875000 Penalty: 4690.732910 Iteration 36Q: 3 clusters Score -1497670 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1497685.375000 Penalty: 4690.732910 Iteration 37Q: 3 clusters Score -1497685 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1497709.875000 Penalty: 4690.732910 Iteration 38Q: 3 clusters Score -1497710 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -1497726.000000 Penalty: 4690.732910 Iteration 39Q: 3 clusters Score -1497726 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -1497730.125000 Penalty: 4690.732910 Iteration 40F: 3 clusters Score -1497730 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -1497746.250000 Penalty: 4690.732910 Iteration 41Q: 3 clusters Score -1497746 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -1497749.750000 Penalty: 4690.732910 Iteration 42Q: 3 clusters Score -1497750 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -1497753.750000 Penalty: 4690.732910 Iteration 43Q: 3 clusters Score -1497754 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1497754.875000 Penalty: 4690.732910 Iteration 44Q: 3 clusters Score -1497755 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1497759.500000 Penalty: 4690.732910 Iteration 45Q: 3 clusters Score -1497760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1497760.125000 Penalty: 4690.732910 Iteration 46Q: 3 clusters Score -1497760 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1497763.375000 Penalty: 4690.732910 Iteration 47Q: 3 clusters Score -1497763 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1497760.875000 Penalty: 4690.732910 Iteration 48Q: 3 clusters Score -1497761 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1497764.250000 Penalty: 4690.732910 Iteration 49Q: 3 clusters Score -1497764 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -1497763.000000 Penalty: 4690.732910 Iteration 50Q: 3 clusters Score -1497763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -1497761.750000 Penalty: 4690.732910 Iteration 51Q: 3 clusters Score -1497762 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -1497766.125000 Penalty: 4690.732910 Iteration 52Q: 3 clusters Score -1497766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -1497768.750000 Penalty: 4690.732910 Iteration 53Q: 3 clusters Score -1497769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1497766.125000 Penalty: 4690.732910 Iteration 54Q: 3 clusters Score -1497766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1497769.875000 Penalty: 4690.732910 Iteration 55Q: 3 clusters Score -1497770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1497773.625000 Penalty: 4690.732910 Iteration 56Q: 3 clusters Score -1497774 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -1497775.375000 Penalty: 4690.732910 Iteration 57Q: 3 clusters Score -1497775 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -1497774.250000 Penalty: 4690.732910 Iteration 58Q: 3 clusters Score -1497774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -1497771.375000 Penalty: 4690.732910 Iteration 59Q: 3 clusters Score -1497771 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -1497775.875000 Penalty: 4690.732910 Iteration 60F: 3 clusters Score -1497776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1497774.875000 Penalty: 4690.732910 Iteration 61Q: 3 clusters Score -1497775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -1497771.750000 Penalty: 4690.732910 Iteration 62Q: 3 clusters Score -1497772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -1497772.750000 Penalty: 4690.732910 Iteration 63Q: 3 clusters Score -1497773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -1497772.500000 Penalty: 4690.732910 Iteration 64Q: 3 clusters Score -1497772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1497774.125000 Penalty: 4690.732910 Iteration 65Q: 3 clusters Score -1497774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -1497779.000000 Penalty: 4690.732910 Iteration 66Q: 3 clusters Score -1497779 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -1497776.250000 Penalty: 4690.732910 Iteration 67Q: 3 clusters Score -1497776 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -1497775.750000 Penalty: 4690.732910 Iteration 68Q: 3 clusters Score -1497776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -1497777.750000 Penalty: 4690.732910 Iteration 69Q: 3 clusters Score -1497778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1497777.500000 Penalty: 4690.732910 Iteration 70Q: 3 clusters Score -1497778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -1497779.375000 Penalty: 4690.732910 Iteration 71Q: 3 clusters Score -1497779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1497778.250000 Penalty: 4690.732910 Iteration 72Q: 3 clusters Score -1497778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -1497776.250000 Penalty: 4690.732910 Iteration 73Q: 3 clusters Score -1497776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1497776.875000 Penalty: 4690.732910 Iteration 74Q: 3 clusters Score -1497777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1497778.375000 Penalty: 4690.732910 Iteration 75Q: 3 clusters Score -1497778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1497778.375000 Penalty: 4690.732910 Iteration 76F: 3 clusters Score -1497778 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Entering Unmasked Estep Score: -1081771.125000 Penalty: 2262.891846 Iteration 0F: 2 clusters Score -1081771 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1074543.000000 Penalty: 4525.783691 Iteration 0F: 3 clusters Score -1074543 nChanged 3769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1076624.000000 Penalty: 4525.783691 Iteration 1F: 3 clusters Score -1076624 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1076909.375000 Penalty: 4525.783691 Iteration 2F: 3 clusters Score -1076909 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1077097.000000 Penalty: 4525.783691 Iteration 3Q: 3 clusters Score -1077097 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1077213.250000 Penalty: 4525.783691 Iteration 4Q: 3 clusters Score -1077213 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1077319.000000 Penalty: 4525.783691 Iteration 5Q: 3 clusters Score -1077319 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1077425.500000 Penalty: 4525.783691 Iteration 6Q: 3 clusters Score -1077426 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1077539.375000 Penalty: 4525.783691 Iteration 7Q: 3 clusters Score -1077539 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1077633.750000 Penalty: 4525.783691 Iteration 8Q: 3 clusters Score -1077634 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -1077735.125000 Penalty: 4525.783691 Iteration 9Q: 3 clusters Score -1077735 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1077842.250000 Penalty: 4525.783691 Iteration 10Q: 3 clusters Score -1077842 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1077963.625000 Penalty: 4525.783691 Iteration 11Q: 3 clusters Score -1077964 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -1078077.750000 Penalty: 4525.783691 Iteration 12Q: 3 clusters Score -1078078 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1078195.625000 Penalty: 4525.783691 Iteration 13Q: 3 clusters Score -1078196 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -1078346.500000 Penalty: 4525.783691 Iteration 14Q: 3 clusters Score -1078346 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1078520.750000 Penalty: 4525.783691 Iteration 15Q: 3 clusters Score -1078521 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1078739.625000 Penalty: 4525.783691 Iteration 16Q: 3 clusters Score -1078740 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1079007.125000 Penalty: 4525.783691 Iteration 17Q: 3 clusters Score -1079007 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1079266.250000 Penalty: 4525.783691 Iteration 18Q: 3 clusters Score -1079266 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1079494.250000 Penalty: 4525.783691 Iteration 19Q: 3 clusters Score -1079494 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1079686.000000 Penalty: 4525.783691 Iteration 20F: 3 clusters Score -1079686 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1079828.875000 Penalty: 4525.783691 Iteration 21Q: 3 clusters Score -1079829 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -1079916.500000 Penalty: 4525.783691 Iteration 22Q: 3 clusters Score -1079916 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1079985.375000 Penalty: 4525.783691 Iteration 23Q: 3 clusters Score -1079985 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1080024.750000 Penalty: 4525.783691 Iteration 24Q: 3 clusters Score -1080025 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1080045.250000 Penalty: 4525.783691 Iteration 25Q: 3 clusters Score -1080045 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1080067.375000 Penalty: 4525.783691 Iteration 26Q: 3 clusters Score -1080067 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1080077.625000 Penalty: 4525.783691 Iteration 27Q: 3 clusters Score -1080078 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1080081.125000 Penalty: 4525.783691 Iteration 28Q: 3 clusters Score -1080081 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1080089.250000 Penalty: 4525.783691 Iteration 29Q: 3 clusters Score -1080089 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1080098.625000 Penalty: 4525.783691 Iteration 30Q: 3 clusters Score -1080099 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1080100.750000 Penalty: 4525.783691 Iteration 31Q: 3 clusters Score -1080101 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1080103.375000 Penalty: 4525.783691 Iteration 32Q: 3 clusters Score -1080103 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1080107.625000 Penalty: 4525.783691 Iteration 33Q: 3 clusters Score -1080108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1080107.000000 Penalty: 4525.783691 Iteration 34Q: 3 clusters Score -1080107 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1080108.875000 Penalty: 4525.783691 Iteration 35Q: 3 clusters Score -1080109 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1080114.500000 Penalty: 4525.783691 Iteration 36Q: 3 clusters Score -1080114 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1080119.875000 Penalty: 4525.783691 Iteration 37Q: 3 clusters Score -1080120 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1080118.000000 Penalty: 4525.783691 Iteration 38Q: 3 clusters Score -1080118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1080119.750000 Penalty: 4525.783691 Iteration 39Q: 3 clusters Score -1080120 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -1080124.625000 Penalty: 4525.783691 Iteration 40F: 3 clusters Score -1080125 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1080125.625000 Penalty: 4525.783691 Iteration 41Q: 3 clusters Score -1080126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1080126.625000 Penalty: 4525.783691 Iteration 42Q: 3 clusters Score -1080127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1080125.750000 Penalty: 4525.783691 Iteration 43Q: 3 clusters Score -1080126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1080128.750000 Penalty: 4525.783691 Iteration 44Q: 3 clusters Score -1080129 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1080131.000000 Penalty: 4525.783691 Iteration 45Q: 3 clusters Score -1080131 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1080132.125000 Penalty: 4525.783691 Iteration 46Q: 3 clusters Score -1080132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1080132.125000 Penalty: 4525.783691 Iteration 47Q: 3 clusters Score -1080132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1080132.750000 Penalty: 4525.783691 Iteration 48Q: 3 clusters Score -1080133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1080131.000000 Penalty: 4525.783691 Iteration 49Q: 3 clusters Score -1080131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1080131.625000 Penalty: 4525.783691 Iteration 50Q: 3 clusters Score -1080132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1080132.250000 Penalty: 4525.783691 Iteration 51Q: 3 clusters Score -1080132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1080130.250000 Penalty: 4525.783691 Iteration 52Q: 3 clusters Score -1080130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1080130.250000 Penalty: 4525.783691 Iteration 53F: 3 clusters Score -1080130 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (43566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43566 members Entering Unmasked Estep Score: -5387864.000000 Penalty: 2649.144043 Iteration 0F: 2 clusters Score -5387864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21849 members Mstep: Class 2 contains 21717 members Entering Unmasked Estep Score: -5358437.500000 Penalty: 5298.288086 Iteration 0F: 3 clusters Score -5358438 nChanged 20115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22060 members Mstep: Class 2 contains 21506 members Entering Unmasked Estep Score: -5369765.000000 Penalty: 5298.288086 Iteration 1F: 3 clusters Score -5369765 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22411 members Mstep: Class 2 contains 21155 members Entering Unmasked Estep Score: -5370664.000000 Penalty: 5298.288086 Iteration 2F: 3 clusters Score -5370664 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22814 members Mstep: Class 2 contains 20752 members Entering Unmasked Estep Score: -5371753.500000 Penalty: 5298.288086 Iteration 3Q: 3 clusters Score -5371754 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23344 members Mstep: Class 2 contains 20222 members Entering Unmasked Estep Score: -5373051.000000 Penalty: 5298.288086 Iteration 4F: 3 clusters Score -5373051 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24018 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -5374329.500000 Penalty: 5298.288086 Iteration 5F: 3 clusters Score -5374330 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 18752 members Entering Unmasked Estep Score: -5375583.000000 Penalty: 5298.288086 Iteration 6F: 3 clusters Score -5375583 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 17824 members Entering Unmasked Estep Score: -5376763.500000 Penalty: 5298.288086 Iteration 7F: 3 clusters Score -5376764 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26659 members Mstep: Class 2 contains 16907 members Entering Unmasked Estep Score: -5377768.500000 Penalty: 5298.288086 Iteration 8Q: 3 clusters Score -5377768 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27484 members Mstep: Class 2 contains 16082 members Entering Unmasked Estep Score: -5378600.000000 Penalty: 5298.288086 Iteration 9Q: 3 clusters Score -5378600 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28317 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -5379319.500000 Penalty: 5298.288086 Iteration 10Q: 3 clusters Score -5379320 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29115 members Mstep: Class 2 contains 14451 members Entering Unmasked Estep Score: -5380002.500000 Penalty: 5298.288086 Iteration 11Q: 3 clusters Score -5380002 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29867 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -5380550.500000 Penalty: 5298.288086 Iteration 12Q: 3 clusters Score -5380550 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30562 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -5381025.000000 Penalty: 5298.288086 Iteration 13Q: 3 clusters Score -5381025 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31258 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -5381345.000000 Penalty: 5298.288086 Iteration 14Q: 3 clusters Score -5381345 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31911 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -5381610.500000 Penalty: 5298.288086 Iteration 15Q: 3 clusters Score -5381610 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32568 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -5381856.500000 Penalty: 5298.288086 Iteration 16Q: 3 clusters Score -5381856 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33185 members Mstep: Class 2 contains 10381 members Entering Unmasked Estep Score: -5382106.000000 Penalty: 5298.288086 Iteration 17Q: 3 clusters Score -5382106 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33785 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -5382290.000000 Penalty: 5298.288086 Iteration 18Q: 3 clusters Score -5382290 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34417 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -5382520.000000 Penalty: 5298.288086 Iteration 19Q: 3 clusters Score -5382520 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35041 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -5382731.000000 Penalty: 5298.288086 Iteration 20F: 3 clusters Score -5382731 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35660 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -5382970.500000 Penalty: 5298.288086 Iteration 21Q: 3 clusters Score -5382970 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36289 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -5383216.000000 Penalty: 5298.288086 Iteration 22Q: 3 clusters Score -5383216 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36891 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -5383431.500000 Penalty: 5298.288086 Iteration 23Q: 3 clusters Score -5383432 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37473 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -5383659.500000 Penalty: 5298.288086 Iteration 24Q: 3 clusters Score -5383660 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38000 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -5383883.000000 Penalty: 5298.288086 Iteration 25Q: 3 clusters Score -5383883 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38513 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -5384096.000000 Penalty: 5298.288086 Iteration 26Q: 3 clusters Score -5384096 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39039 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -5384344.000000 Penalty: 5298.288086 Iteration 27Q: 3 clusters Score -5384344 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39510 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -5384567.500000 Penalty: 5298.288086 Iteration 28Q: 3 clusters Score -5384568 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39932 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -5384740.000000 Penalty: 5298.288086 Iteration 29Q: 3 clusters Score -5384740 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40307 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -5384925.000000 Penalty: 5298.288086 Iteration 30Q: 3 clusters Score -5384925 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40612 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -5385062.500000 Penalty: 5298.288086 Iteration 31Q: 3 clusters Score -5385062 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40882 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -5385191.000000 Penalty: 5298.288086 Iteration 32Q: 3 clusters Score -5385191 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41129 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -5385309.500000 Penalty: 5298.288086 Iteration 33Q: 3 clusters Score -5385310 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41342 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -5385420.000000 Penalty: 5298.288086 Iteration 34Q: 3 clusters Score -5385420 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41546 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -5385536.000000 Penalty: 5298.288086 Iteration 35Q: 3 clusters Score -5385536 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41707 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -5385603.500000 Penalty: 5298.288086 Iteration 36Q: 3 clusters Score -5385604 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41824 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -5385659.000000 Penalty: 5298.288086 Iteration 37Q: 3 clusters Score -5385659 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41921 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -5385707.500000 Penalty: 5298.288086 Iteration 38Q: 3 clusters Score -5385708 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42005 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -5385723.500000 Penalty: 5298.288086 Iteration 39Q: 3 clusters Score -5385724 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42075 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -5385756.000000 Penalty: 5298.288086 Iteration 40F: 3 clusters Score -5385756 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42129 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -5385778.000000 Penalty: 5298.288086 Iteration 41Q: 3 clusters Score -5385778 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42176 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -5385799.500000 Penalty: 5298.288086 Iteration 42Q: 3 clusters Score -5385800 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42222 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -5385822.500000 Penalty: 5298.288086 Iteration 43Q: 3 clusters Score -5385822 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42262 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -5385838.000000 Penalty: 5298.288086 Iteration 44Q: 3 clusters Score -5385838 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42296 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -5385855.500000 Penalty: 5298.288086 Iteration 45Q: 3 clusters Score -5385856 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42337 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -5385861.500000 Penalty: 5298.288086 Iteration 46Q: 3 clusters Score -5385862 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42361 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -5385874.000000 Penalty: 5298.288086 Iteration 47Q: 3 clusters Score -5385874 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42380 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -5385887.500000 Penalty: 5298.288086 Iteration 48Q: 3 clusters Score -5385888 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42399 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -5385901.000000 Penalty: 5298.288086 Iteration 49Q: 3 clusters Score -5385901 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42422 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -5385908.000000 Penalty: 5298.288086 Iteration 50Q: 3 clusters Score -5385908 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42444 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -5385906.500000 Penalty: 5298.288086 Iteration 51Q: 3 clusters Score -5385906 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42462 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -5385913.500000 Penalty: 5298.288086 Iteration 52Q: 3 clusters Score -5385914 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42477 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -5385922.000000 Penalty: 5298.288086 Iteration 53Q: 3 clusters Score -5385922 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42495 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -5385932.000000 Penalty: 5298.288086 Iteration 54Q: 3 clusters Score -5385932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42510 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -5385942.000000 Penalty: 5298.288086 Iteration 55Q: 3 clusters Score -5385942 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42525 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -5385958.500000 Penalty: 5298.288086 Iteration 56Q: 3 clusters Score -5385958 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42541 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -5385958.500000 Penalty: 5298.288086 Iteration 57Q: 3 clusters Score -5385958 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42549 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -5385960.000000 Penalty: 5298.288086 Iteration 58Q: 3 clusters Score -5385960 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42554 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -5385955.000000 Penalty: 5298.288086 Iteration 59Q: 3 clusters Score -5385955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42559 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -5385955.500000 Penalty: 5298.288086 Iteration 60F: 3 clusters Score -5385956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42561 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -5385956.500000 Penalty: 5298.288086 Iteration 61Q: 3 clusters Score -5385956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42566 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -5385953.500000 Penalty: 5298.288086 Iteration 62Q: 3 clusters Score -5385954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42570 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -5385954.000000 Penalty: 5298.288086 Iteration 63Q: 3 clusters Score -5385954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42574 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -5385956.500000 Penalty: 5298.288086 Iteration 64Q: 3 clusters Score -5385956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42577 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -5385957.000000 Penalty: 5298.288086 Iteration 65Q: 3 clusters Score -5385957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42583 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -5385960.500000 Penalty: 5298.288086 Iteration 66Q: 3 clusters Score -5385960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42587 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -5385959.500000 Penalty: 5298.288086 Iteration 67Q: 3 clusters Score -5385960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42588 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -5385958.000000 Penalty: 5298.288086 Iteration 68Q: 3 clusters Score -5385958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42588 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -5385958.000000 Penalty: 5298.288086 Iteration 69F: 3 clusters Score -5385958 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (39932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39932 members Entering Unmasked Estep Score: -4934253.000000 Penalty: 2627.543457 Iteration 0F: 2 clusters Score -4934253 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Mstep: Class 2 contains 20140 members Entering Unmasked Estep Score: -4907289.000000 Penalty: 5255.086914 Iteration 0F: 3 clusters Score -4907289 nChanged 18135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18493 members Mstep: Class 2 contains 21439 members Entering Unmasked Estep Score: -4917608.000000 Penalty: 5255.086914 Iteration 1F: 3 clusters Score -4917608 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 22298 members Entering Unmasked Estep Score: -4918506.000000 Penalty: 5255.086914 Iteration 2F: 3 clusters Score -4918506 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 23488 members Entering Unmasked Estep Score: -4919758.500000 Penalty: 5255.086914 Iteration 3F: 3 clusters Score -4919758 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14910 members Mstep: Class 2 contains 25022 members Entering Unmasked Estep Score: -4921384.000000 Penalty: 5255.086914 Iteration 4F: 3 clusters Score -4921384 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 26800 members Entering Unmasked Estep Score: -4923297.000000 Penalty: 5255.086914 Iteration 5F: 3 clusters Score -4923297 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 28446 members Entering Unmasked Estep Score: -4925043.000000 Penalty: 5255.086914 Iteration 6F: 3 clusters Score -4925043 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 29906 members Entering Unmasked Estep Score: -4926553.500000 Penalty: 5255.086914 Iteration 7F: 3 clusters Score -4926554 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8907 members Mstep: Class 2 contains 31025 members Entering Unmasked Estep Score: -4927847.500000 Penalty: 5255.086914 Iteration 8Q: 3 clusters Score -4927848 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 31874 members Entering Unmasked Estep Score: -4928864.500000 Penalty: 5255.086914 Iteration 9Q: 3 clusters Score -4928864 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 32425 members Entering Unmasked Estep Score: -4929622.000000 Penalty: 5255.086914 Iteration 10Q: 3 clusters Score -4929622 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 32863 members Entering Unmasked Estep Score: -4930045.000000 Penalty: 5255.086914 Iteration 11Q: 3 clusters Score -4930045 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 33234 members Entering Unmasked Estep Score: -4930300.500000 Penalty: 5255.086914 Iteration 12Q: 3 clusters Score -4930300 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 33538 members Entering Unmasked Estep Score: -4930454.000000 Penalty: 5255.086914 Iteration 13Q: 3 clusters Score -4930454 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 33860 members Entering Unmasked Estep Score: -4930633.500000 Penalty: 5255.086914 Iteration 14Q: 3 clusters Score -4930634 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 34148 members Entering Unmasked Estep Score: -4930770.000000 Penalty: 5255.086914 Iteration 15Q: 3 clusters Score -4930770 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 34428 members Entering Unmasked Estep Score: -4930908.000000 Penalty: 5255.086914 Iteration 16Q: 3 clusters Score -4930908 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 34692 members Entering Unmasked Estep Score: -4931036.000000 Penalty: 5255.086914 Iteration 17Q: 3 clusters Score -4931036 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 34948 members Entering Unmasked Estep Score: -4931162.000000 Penalty: 5255.086914 Iteration 18Q: 3 clusters Score -4931162 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 35167 members Entering Unmasked Estep Score: -4931260.000000 Penalty: 5255.086914 Iteration 19Q: 3 clusters Score -4931260 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 35361 members Entering Unmasked Estep Score: -4931351.500000 Penalty: 5255.086914 Iteration 20F: 3 clusters Score -4931352 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -4931426.000000 Penalty: 5255.086914 Iteration 21Q: 3 clusters Score -4931426 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 35708 members Entering Unmasked Estep Score: -4931518.500000 Penalty: 5255.086914 Iteration 22Q: 3 clusters Score -4931518 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 35861 members Entering Unmasked Estep Score: -4931564.500000 Penalty: 5255.086914 Iteration 23Q: 3 clusters Score -4931564 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 35994 members Entering Unmasked Estep Score: -4931602.500000 Penalty: 5255.086914 Iteration 24Q: 3 clusters Score -4931602 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 36120 members Entering Unmasked Estep Score: -4931626.500000 Penalty: 5255.086914 Iteration 25Q: 3 clusters Score -4931626 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 36231 members Entering Unmasked Estep Score: -4931681.000000 Penalty: 5255.086914 Iteration 26Q: 3 clusters Score -4931681 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 36330 members Entering Unmasked Estep Score: -4931700.000000 Penalty: 5255.086914 Iteration 27Q: 3 clusters Score -4931700 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 36427 members Entering Unmasked Estep Score: -4931735.000000 Penalty: 5255.086914 Iteration 28Q: 3 clusters Score -4931735 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 36515 members Entering Unmasked Estep Score: -4931755.000000 Penalty: 5255.086914 Iteration 29Q: 3 clusters Score -4931755 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 36600 members Entering Unmasked Estep Score: -4931783.500000 Penalty: 5255.086914 Iteration 30Q: 3 clusters Score -4931784 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 36685 members Entering Unmasked Estep Score: -4931803.500000 Penalty: 5255.086914 Iteration 31Q: 3 clusters Score -4931804 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 36761 members Entering Unmasked Estep Score: -4931819.000000 Penalty: 5255.086914 Iteration 32Q: 3 clusters Score -4931819 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 36841 members Entering Unmasked Estep Score: -4931843.500000 Penalty: 5255.086914 Iteration 33Q: 3 clusters Score -4931844 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 36910 members Entering Unmasked Estep Score: -4931865.000000 Penalty: 5255.086914 Iteration 34Q: 3 clusters Score -4931865 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 36967 members Entering Unmasked Estep Score: -4931876.000000 Penalty: 5255.086914 Iteration 35Q: 3 clusters Score -4931876 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 37021 members Entering Unmasked Estep Score: -4931889.000000 Penalty: 5255.086914 Iteration 36Q: 3 clusters Score -4931889 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 37074 members Entering Unmasked Estep Score: -4931913.000000 Penalty: 5255.086914 Iteration 37Q: 3 clusters Score -4931913 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 37126 members Entering Unmasked Estep Score: -4931923.500000 Penalty: 5255.086914 Iteration 38Q: 3 clusters Score -4931924 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 37179 members Entering Unmasked Estep Score: -4931930.000000 Penalty: 5255.086914 Iteration 39Q: 3 clusters Score -4931930 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 37230 members Entering Unmasked Estep Score: -4931940.000000 Penalty: 5255.086914 Iteration 40F: 3 clusters Score -4931940 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 37278 members Entering Unmasked Estep Score: -4931964.500000 Penalty: 5255.086914 Iteration 41Q: 3 clusters Score -4931964 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 37318 members Entering Unmasked Estep Score: -4931976.000000 Penalty: 5255.086914 Iteration 42Q: 3 clusters Score -4931976 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 37346 members Entering Unmasked Estep Score: -4931972.500000 Penalty: 5255.086914 Iteration 43Q: 3 clusters Score -4931972 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 37384 members Entering Unmasked Estep Score: -4931992.000000 Penalty: 5255.086914 Iteration 44Q: 3 clusters Score -4931992 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 37418 members Entering Unmasked Estep Score: -4932001.000000 Penalty: 5255.086914 Iteration 45Q: 3 clusters Score -4932001 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 37451 members Entering Unmasked Estep Score: -4932010.000000 Penalty: 5255.086914 Iteration 46Q: 3 clusters Score -4932010 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 37477 members Entering Unmasked Estep Score: -4932013.500000 Penalty: 5255.086914 Iteration 47Q: 3 clusters Score -4932014 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 37495 members Entering Unmasked Estep Score: -4932025.000000 Penalty: 5255.086914 Iteration 48Q: 3 clusters Score -4932025 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 37520 members Entering Unmasked Estep Score: -4932026.500000 Penalty: 5255.086914 Iteration 49Q: 3 clusters Score -4932026 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 37546 members Entering Unmasked Estep Score: -4932035.500000 Penalty: 5255.086914 Iteration 50Q: 3 clusters Score -4932036 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 37582 members Entering Unmasked Estep Score: -4932034.000000 Penalty: 5255.086914 Iteration 51Q: 3 clusters Score -4932034 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 37627 members Entering Unmasked Estep Score: -4932049.000000 Penalty: 5255.086914 Iteration 52Q: 3 clusters Score -4932049 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 37673 members Entering Unmasked Estep Score: -4932053.500000 Penalty: 5255.086914 Iteration 53Q: 3 clusters Score -4932054 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 37708 members Entering Unmasked Estep Score: -4932062.500000 Penalty: 5255.086914 Iteration 54Q: 3 clusters Score -4932062 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 37739 members Entering Unmasked Estep Score: -4932058.500000 Penalty: 5255.086914 Iteration 55Q: 3 clusters Score -4932058 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 37767 members Entering Unmasked Estep Score: -4932074.000000 Penalty: 5255.086914 Iteration 56Q: 3 clusters Score -4932074 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 37792 members Entering Unmasked Estep Score: -4932084.000000 Penalty: 5255.086914 Iteration 57Q: 3 clusters Score -4932084 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 37816 members Entering Unmasked Estep Score: -4932089.000000 Penalty: 5255.086914 Iteration 58Q: 3 clusters Score -4932089 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 37841 members Entering Unmasked Estep Score: -4932098.500000 Penalty: 5255.086914 Iteration 59Q: 3 clusters Score -4932098 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 37866 members Entering Unmasked Estep Score: -4932101.500000 Penalty: 5255.086914 Iteration 60F: 3 clusters Score -4932102 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 37896 members Entering Unmasked Estep Score: -4932112.000000 Penalty: 5255.086914 Iteration 61Q: 3 clusters Score -4932112 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 37930 members Entering Unmasked Estep Score: -4932127.000000 Penalty: 5255.086914 Iteration 62Q: 3 clusters Score -4932127 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 37964 members Entering Unmasked Estep Score: -4932139.500000 Penalty: 5255.086914 Iteration 63Q: 3 clusters Score -4932140 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 37988 members Entering Unmasked Estep Score: -4932150.000000 Penalty: 5255.086914 Iteration 64Q: 3 clusters Score -4932150 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 38011 members Entering Unmasked Estep Score: -4932161.500000 Penalty: 5255.086914 Iteration 65Q: 3 clusters Score -4932162 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 38028 members Entering Unmasked Estep Score: -4932162.000000 Penalty: 5255.086914 Iteration 66Q: 3 clusters Score -4932162 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 38037 members Entering Unmasked Estep Score: -4932172.000000 Penalty: 5255.086914 Iteration 67Q: 3 clusters Score -4932172 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 38044 members Entering Unmasked Estep Score: -4932177.500000 Penalty: 5255.086914 Iteration 68Q: 3 clusters Score -4932178 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 38053 members Entering Unmasked Estep Score: -4932176.500000 Penalty: 5255.086914 Iteration 69Q: 3 clusters Score -4932176 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 38062 members Entering Unmasked Estep Score: -4932171.000000 Penalty: 5255.086914 Iteration 70Q: 3 clusters Score -4932171 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 38075 members Entering Unmasked Estep Score: -4932174.500000 Penalty: 5255.086914 Iteration 71Q: 3 clusters Score -4932174 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 38085 members Entering Unmasked Estep Score: -4932187.000000 Penalty: 5255.086914 Iteration 72Q: 3 clusters Score -4932187 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 38095 members Entering Unmasked Estep Score: -4932188.000000 Penalty: 5255.086914 Iteration 73Q: 3 clusters Score -4932188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 38102 members Entering Unmasked Estep Score: -4932190.500000 Penalty: 5255.086914 Iteration 74Q: 3 clusters Score -4932190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 38111 members Entering Unmasked Estep Score: -4932189.000000 Penalty: 5255.086914 Iteration 75Q: 3 clusters Score -4932189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 38120 members Entering Unmasked Estep Score: -4932187.500000 Penalty: 5255.086914 Iteration 76Q: 3 clusters Score -4932188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 38128 members Entering Unmasked Estep Score: -4932193.000000 Penalty: 5255.086914 Iteration 77Q: 3 clusters Score -4932193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 38137 members Entering Unmasked Estep Score: -4932190.500000 Penalty: 5255.086914 Iteration 78Q: 3 clusters Score -4932190 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 38144 members Entering Unmasked Estep Score: -4932192.000000 Penalty: 5255.086914 Iteration 79Q: 3 clusters Score -4932192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 38150 members Entering Unmasked Estep Score: -4932192.500000 Penalty: 5255.086914 Iteration 80F: 3 clusters Score -4932192 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 38160 members Entering Unmasked Estep Score: -4932196.000000 Penalty: 5255.086914 Iteration 81Q: 3 clusters Score -4932196 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 38168 members Entering Unmasked Estep Score: -4932196.500000 Penalty: 5255.086914 Iteration 82Q: 3 clusters Score -4932196 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 38182 members Entering Unmasked Estep Score: -4932199.000000 Penalty: 5255.086914 Iteration 83Q: 3 clusters Score -4932199 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 38191 members Entering Unmasked Estep Score: -4932203.500000 Penalty: 5255.086914 Iteration 84Q: 3 clusters Score -4932204 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 38202 members Entering Unmasked Estep Score: -4932202.500000 Penalty: 5255.086914 Iteration 85Q: 3 clusters Score -4932202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 38211 members Entering Unmasked Estep Score: -4932200.500000 Penalty: 5255.086914 Iteration 86Q: 3 clusters Score -4932200 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 38222 members Entering Unmasked Estep Score: -4932205.000000 Penalty: 5255.086914 Iteration 87Q: 3 clusters Score -4932205 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 38234 members Entering Unmasked Estep Score: -4932202.000000 Penalty: 5255.086914 Iteration 88Q: 3 clusters Score -4932202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 38243 members Entering Unmasked Estep Score: -4932209.500000 Penalty: 5255.086914 Iteration 89Q: 3 clusters Score -4932210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 38251 members Entering Unmasked Estep Score: -4932217.000000 Penalty: 5255.086914 Iteration 90Q: 3 clusters Score -4932217 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 38263 members Entering Unmasked Estep Score: -4932218.000000 Penalty: 5255.086914 Iteration 91Q: 3 clusters Score -4932218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 38267 members Entering Unmasked Estep Score: -4932225.500000 Penalty: 5255.086914 Iteration 92Q: 3 clusters Score -4932226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 38272 members Entering Unmasked Estep Score: -4932220.000000 Penalty: 5255.086914 Iteration 93Q: 3 clusters Score -4932220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 38274 members Entering Unmasked Estep Score: -4932218.000000 Penalty: 5255.086914 Iteration 94Q: 3 clusters Score -4932218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 38279 members Entering Unmasked Estep Score: -4932217.500000 Penalty: 5255.086914 Iteration 95Q: 3 clusters Score -4932218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 38281 members Entering Unmasked Estep Score: -4932216.000000 Penalty: 5255.086914 Iteration 96Q: 3 clusters Score -4932216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 38284 members Entering Unmasked Estep Score: -4932222.000000 Penalty: 5255.086914 Iteration 97Q: 3 clusters Score -4932222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 38284 members Entering Unmasked Estep Score: -4932222.000000 Penalty: 5255.086914 Iteration 98F: 3 clusters Score -4932222 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Entering Unmasked Estep Score: -750245.750000 Penalty: 2170.051514 Iteration 0F: 2 clusters Score -750245.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -744900.750000 Penalty: 4340.103027 Iteration 0F: 3 clusters Score -744900.8 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -746199.000000 Penalty: 4340.103027 Iteration 1F: 3 clusters Score -746199 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -746429.875000 Penalty: 4340.103027 Iteration 2F: 3 clusters Score -746429.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -746579.687500 Penalty: 4340.103027 Iteration 3Q: 3 clusters Score -746579.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -746678.750000 Penalty: 4340.103027 Iteration 4Q: 3 clusters Score -746678.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -746750.375000 Penalty: 4340.103027 Iteration 5Q: 3 clusters Score -746750.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -746803.687500 Penalty: 4340.103027 Iteration 6Q: 3 clusters Score -746803.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -746852.437500 Penalty: 4340.103027 Iteration 7Q: 3 clusters Score -746852.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -746900.875000 Penalty: 4340.103027 Iteration 8Q: 3 clusters Score -746900.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -746935.125000 Penalty: 4340.103027 Iteration 9Q: 3 clusters Score -746935.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -746964.875000 Penalty: 4340.103027 Iteration 10Q: 3 clusters Score -746964.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -746987.500000 Penalty: 4340.103027 Iteration 11Q: 3 clusters Score -746987.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -747007.000000 Penalty: 4340.103027 Iteration 12Q: 3 clusters Score -747007 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -747026.625000 Penalty: 4340.103027 Iteration 13Q: 3 clusters Score -747026.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -747054.625000 Penalty: 4340.103027 Iteration 14Q: 3 clusters Score -747054.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -747079.437500 Penalty: 4340.103027 Iteration 15Q: 3 clusters Score -747079.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -747101.875000 Penalty: 4340.103027 Iteration 16Q: 3 clusters Score -747101.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -747123.250000 Penalty: 4340.103027 Iteration 17Q: 3 clusters Score -747123.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -747145.250000 Penalty: 4340.103027 Iteration 18Q: 3 clusters Score -747145.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -747169.125000 Penalty: 4340.103027 Iteration 19Q: 3 clusters Score -747169.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -747195.062500 Penalty: 4340.103027 Iteration 20F: 3 clusters Score -747195.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -747215.625000 Penalty: 4340.103027 Iteration 21Q: 3 clusters Score -747215.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -747240.375000 Penalty: 4340.103027 Iteration 22Q: 3 clusters Score -747240.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -747281.750000 Penalty: 4340.103027 Iteration 23Q: 3 clusters Score -747281.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -747323.375000 Penalty: 4340.103027 Iteration 24Q: 3 clusters Score -747323.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -747379.812500 Penalty: 4340.103027 Iteration 25Q: 3 clusters Score -747379.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -747425.812500 Penalty: 4340.103027 Iteration 26Q: 3 clusters Score -747425.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -747472.000000 Penalty: 4340.103027 Iteration 27Q: 3 clusters Score -747472 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -747517.312500 Penalty: 4340.103027 Iteration 28Q: 3 clusters Score -747517.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -747563.250000 Penalty: 4340.103027 Iteration 29Q: 3 clusters Score -747563.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -747619.937500 Penalty: 4340.103027 Iteration 30Q: 3 clusters Score -747619.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -747672.500000 Penalty: 4340.103027 Iteration 31Q: 3 clusters Score -747672.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -747721.000000 Penalty: 4340.103027 Iteration 32Q: 3 clusters Score -747721 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -747777.625000 Penalty: 4340.103027 Iteration 33Q: 3 clusters Score -747777.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -747825.375000 Penalty: 4340.103027 Iteration 34Q: 3 clusters Score -747825.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -747875.437500 Penalty: 4340.103027 Iteration 35Q: 3 clusters Score -747875.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -747913.687500 Penalty: 4340.103027 Iteration 36Q: 3 clusters Score -747913.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -747941.375000 Penalty: 4340.103027 Iteration 37Q: 3 clusters Score -747941.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -747969.812500 Penalty: 4340.103027 Iteration 38Q: 3 clusters Score -747969.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -747994.500000 Penalty: 4340.103027 Iteration 39Q: 3 clusters Score -747994.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -748021.125000 Penalty: 4340.103027 Iteration 40F: 3 clusters Score -748021.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -748047.062500 Penalty: 4340.103027 Iteration 41Q: 3 clusters Score -748047.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -748078.000000 Penalty: 4340.103027 Iteration 42Q: 3 clusters Score -748078 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -748100.125000 Penalty: 4340.103027 Iteration 43Q: 3 clusters Score -748100.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -748120.875000 Penalty: 4340.103027 Iteration 44Q: 3 clusters Score -748120.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -748135.812500 Penalty: 4340.103027 Iteration 45Q: 3 clusters Score -748135.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -748147.875000 Penalty: 4340.103027 Iteration 46Q: 3 clusters Score -748147.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -748163.125000 Penalty: 4340.103027 Iteration 47Q: 3 clusters Score -748163.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -748177.812500 Penalty: 4340.103027 Iteration 48Q: 3 clusters Score -748177.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -748187.437500 Penalty: 4340.103027 Iteration 49Q: 3 clusters Score -748187.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -748195.562500 Penalty: 4340.103027 Iteration 50Q: 3 clusters Score -748195.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -748202.875000 Penalty: 4340.103027 Iteration 51Q: 3 clusters Score -748202.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -748213.000000 Penalty: 4340.103027 Iteration 52Q: 3 clusters Score -748213 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -748220.312500 Penalty: 4340.103027 Iteration 53Q: 3 clusters Score -748220.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -748224.062500 Penalty: 4340.103027 Iteration 54Q: 3 clusters Score -748224.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -748225.375000 Penalty: 4340.103027 Iteration 55Q: 3 clusters Score -748225.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -748227.125000 Penalty: 4340.103027 Iteration 56Q: 3 clusters Score -748227.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -748232.500000 Penalty: 4340.103027 Iteration 57Q: 3 clusters Score -748232.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -748235.562500 Penalty: 4340.103027 Iteration 58Q: 3 clusters Score -748235.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -748236.437500 Penalty: 4340.103027 Iteration 59Q: 3 clusters Score -748236.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -748241.687500 Penalty: 4340.103027 Iteration 60F: 3 clusters Score -748241.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -748242.062500 Penalty: 4340.103027 Iteration 61Q: 3 clusters Score -748242.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -748242.062500 Penalty: 4340.103027 Iteration 62F: 3 clusters Score -748242.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -87078.656250 Penalty: 1648.626709 Iteration 0F: 2 clusters Score -87078.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -85412.789062 Penalty: 3297.253418 Iteration 0F: 3 clusters Score -85412.79 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -85683.117188 Penalty: 3297.253418 Iteration 1F: 3 clusters Score -85683.12 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -85792.703125 Penalty: 3297.253418 Iteration 2F: 3 clusters Score -85792.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -85937.242188 Penalty: 3297.253418 Iteration 3Q: 3 clusters Score -85937.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -86075.757812 Penalty: 3297.253418 Iteration 4Q: 3 clusters Score -86075.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -86189.851562 Penalty: 3297.253418 Iteration 5Q: 3 clusters Score -86189.85 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -86277.539062 Penalty: 3297.253418 Iteration 6Q: 3 clusters Score -86277.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -86397.000000 Penalty: 3297.253418 Iteration 7Q: 3 clusters Score -86397 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -86506.304688 Penalty: 3297.253418 Iteration 8Q: 3 clusters Score -86506.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -86648.851562 Penalty: 3297.253418 Iteration 9F: 3 clusters Score -86648.85 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -86754.015625 Penalty: 3297.253418 Iteration 10Q: 3 clusters Score -86754.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -86870.085938 Penalty: 3297.253418 Iteration 11Q: 3 clusters Score -86870.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -86935.320312 Penalty: 3297.253418 Iteration 12Q: 3 clusters Score -86935.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -86981.156250 Penalty: 3297.253418 Iteration 13Q: 3 clusters Score -86981.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -87041.187500 Penalty: 3297.253418 Iteration 14Q: 3 clusters Score -87041.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -87182.960938 Penalty: 3297.253418 Iteration 15Q: 3 clusters Score -87182.96 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -87680.796875 Penalty: 3297.253418 Iteration 16Q: 3 clusters Score -87680.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -87964.960938 Penalty: 3297.253418 Iteration 17Q: 3 clusters Score -87964.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -88016.812500 Penalty: 3297.253418 Iteration 18Q: 3 clusters Score -88016.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -88063.375000 Penalty: 3297.253418 Iteration 19Q: 3 clusters Score -88063.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -88077.085938 Penalty: 3297.253418 Iteration 20F: 3 clusters Score -88077.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -88102.726562 Penalty: 3297.253418 Iteration 21Q: 3 clusters Score -88102.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -88122.968750 Penalty: 3297.253418 Iteration 22Q: 3 clusters Score -88122.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -88147.007812 Penalty: 3297.253418 Iteration 23Q: 3 clusters Score -88147.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -88152.429688 Penalty: 3297.253418 Iteration 24Q: 3 clusters Score -88152.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -88153.609375 Penalty: 3297.253418 Iteration 25Q: 3 clusters Score -88153.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -88153.609375 Penalty: 3297.253418 Iteration 26F: 3 clusters Score -88153.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5969 members Mstep: Class 4 contains 154108 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17898 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71572 members Mstep: Class 11 contains 12799 members Mstep: Class 12 contains 9178 members Mstep: Class 13 contains 43566 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6312 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 269 members Entering Unmasked Estep Score: -52020436.000000 Penalty: 67587.437500 Splitting cluster 16 changes total score from -52020920.000000 to -52020436.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (7325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Entering Unmasked Estep Score: -855164.312500 Penalty: 2206.964111 Iteration 0F: 2 clusters Score -855164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -849207.687500 Penalty: 4413.928223 Iteration 0F: 3 clusters Score -849207.7 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -850890.687500 Penalty: 4413.928223 Iteration 1F: 3 clusters Score -850890.7 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -851295.125000 Penalty: 4413.928223 Iteration 2F: 3 clusters Score -851295.1 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -851611.687500 Penalty: 4413.928223 Iteration 3F: 3 clusters Score -851611.7 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -851832.562500 Penalty: 4413.928223 Iteration 4F: 3 clusters Score -851832.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -851996.875000 Penalty: 4413.928223 Iteration 5Q: 3 clusters Score -851996.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -852150.187500 Penalty: 4413.928223 Iteration 6Q: 3 clusters Score -852150.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -852301.000000 Penalty: 4413.928223 Iteration 7Q: 3 clusters Score -852301 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -852462.625000 Penalty: 4413.928223 Iteration 8Q: 3 clusters Score -852462.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -852598.125000 Penalty: 4413.928223 Iteration 9Q: 3 clusters Score -852598.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -852718.500000 Penalty: 4413.928223 Iteration 10Q: 3 clusters Score -852718.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -852827.687500 Penalty: 4413.928223 Iteration 11Q: 3 clusters Score -852827.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -852935.312500 Penalty: 4413.928223 Iteration 12Q: 3 clusters Score -852935.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -853031.750000 Penalty: 4413.928223 Iteration 13Q: 3 clusters Score -853031.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -853109.875000 Penalty: 4413.928223 Iteration 14Q: 3 clusters Score -853109.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -853170.375000 Penalty: 4413.928223 Iteration 15Q: 3 clusters Score -853170.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -853218.125000 Penalty: 4413.928223 Iteration 16Q: 3 clusters Score -853218.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -853257.125000 Penalty: 4413.928223 Iteration 17Q: 3 clusters Score -853257.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -853301.187500 Penalty: 4413.928223 Iteration 18Q: 3 clusters Score -853301.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -853342.562500 Penalty: 4413.928223 Iteration 19Q: 3 clusters Score -853342.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -853385.500000 Penalty: 4413.928223 Iteration 20F: 3 clusters Score -853385.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -853425.937500 Penalty: 4413.928223 Iteration 21Q: 3 clusters Score -853425.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -853464.875000 Penalty: 4413.928223 Iteration 22Q: 3 clusters Score -853464.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -853493.125000 Penalty: 4413.928223 Iteration 23Q: 3 clusters Score -853493.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -853510.500000 Penalty: 4413.928223 Iteration 24Q: 3 clusters Score -853510.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -853530.312500 Penalty: 4413.928223 Iteration 25Q: 3 clusters Score -853530.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -853544.500000 Penalty: 4413.928223 Iteration 26Q: 3 clusters Score -853544.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -853554.875000 Penalty: 4413.928223 Iteration 27Q: 3 clusters Score -853554.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -853562.000000 Penalty: 4413.928223 Iteration 28Q: 3 clusters Score -853562 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -853569.875000 Penalty: 4413.928223 Iteration 29Q: 3 clusters Score -853569.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -853578.437500 Penalty: 4413.928223 Iteration 30Q: 3 clusters Score -853578.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -853583.625000 Penalty: 4413.928223 Iteration 31Q: 3 clusters Score -853583.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -853586.812500 Penalty: 4413.928223 Iteration 32Q: 3 clusters Score -853586.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -853588.250000 Penalty: 4413.928223 Iteration 33Q: 3 clusters Score -853588.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -853590.687500 Penalty: 4413.928223 Iteration 34Q: 3 clusters Score -853590.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -853592.562500 Penalty: 4413.928223 Iteration 35Q: 3 clusters Score -853592.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -853596.187500 Penalty: 4413.928223 Iteration 36Q: 3 clusters Score -853596.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -853603.437500 Penalty: 4413.928223 Iteration 37Q: 3 clusters Score -853603.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -853608.375000 Penalty: 4413.928223 Iteration 38Q: 3 clusters Score -853608.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -853615.312500 Penalty: 4413.928223 Iteration 39Q: 3 clusters Score -853615.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -853618.625000 Penalty: 4413.928223 Iteration 40F: 3 clusters Score -853618.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -853625.937500 Penalty: 4413.928223 Iteration 41Q: 3 clusters Score -853625.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -853632.187500 Penalty: 4413.928223 Iteration 42Q: 3 clusters Score -853632.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -853638.250000 Penalty: 4413.928223 Iteration 43Q: 3 clusters Score -853638.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -853640.187500 Penalty: 4413.928223 Iteration 44Q: 3 clusters Score -853640.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -853643.187500 Penalty: 4413.928223 Iteration 45Q: 3 clusters Score -853643.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -853643.437500 Penalty: 4413.928223 Iteration 46Q: 3 clusters Score -853643.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -853647.000000 Penalty: 4413.928223 Iteration 47Q: 3 clusters Score -853647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -853650.187500 Penalty: 4413.928223 Iteration 48Q: 3 clusters Score -853650.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -853650.375000 Penalty: 4413.928223 Iteration 49Q: 3 clusters Score -853650.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -853651.375000 Penalty: 4413.928223 Iteration 50Q: 3 clusters Score -853651.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -853652.125000 Penalty: 4413.928223 Iteration 51Q: 3 clusters Score -853652.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -853654.500000 Penalty: 4413.928223 Iteration 52Q: 3 clusters Score -853654.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -853655.187500 Penalty: 4413.928223 Iteration 53Q: 3 clusters Score -853655.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -853657.062500 Penalty: 4413.928223 Iteration 54Q: 3 clusters Score -853657.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -853658.125000 Penalty: 4413.928223 Iteration 55Q: 3 clusters Score -853658.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -853660.500000 Penalty: 4413.928223 Iteration 56Q: 3 clusters Score -853660.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -853661.187500 Penalty: 4413.928223 Iteration 57Q: 3 clusters Score -853661.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -853662.250000 Penalty: 4413.928223 Iteration 58Q: 3 clusters Score -853662.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -853663.375000 Penalty: 4413.928223 Iteration 59Q: 3 clusters Score -853663.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -853663.187500 Penalty: 4413.928223 Iteration 60F: 3 clusters Score -853663.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -853665.187500 Penalty: 4413.928223 Iteration 61Q: 3 clusters Score -853665.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -853671.750000 Penalty: 4413.928223 Iteration 62Q: 3 clusters Score -853671.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -853673.312500 Penalty: 4413.928223 Iteration 63Q: 3 clusters Score -853673.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -853676.562500 Penalty: 4413.928223 Iteration 64Q: 3 clusters Score -853676.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -853680.250000 Penalty: 4413.928223 Iteration 65Q: 3 clusters Score -853680.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -853679.500000 Penalty: 4413.928223 Iteration 66Q: 3 clusters Score -853679.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -853680.625000 Penalty: 4413.928223 Iteration 67Q: 3 clusters Score -853680.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -853680.625000 Penalty: 4413.928223 Iteration 68F: 3 clusters Score -853680.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Entering Unmasked Estep Score: -188433.609375 Penalty: 1845.738159 Iteration 0F: 2 clusters Score -188433.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -186036.437500 Penalty: 3691.476318 Iteration 0F: 3 clusters Score -186036.4 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -186551.234375 Penalty: 3691.476318 Iteration 1F: 3 clusters Score -186551.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -186752.812500 Penalty: 3691.476318 Iteration 2F: 3 clusters Score -186752.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -186896.750000 Penalty: 3691.476318 Iteration 3F: 3 clusters Score -186896.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -187004.453125 Penalty: 3691.476318 Iteration 4Q: 3 clusters Score -187004.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -187090.234375 Penalty: 3691.476318 Iteration 5Q: 3 clusters Score -187090.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -187152.515625 Penalty: 3691.476318 Iteration 6Q: 3 clusters Score -187152.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -187215.796875 Penalty: 3691.476318 Iteration 7Q: 3 clusters Score -187215.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -187272.218750 Penalty: 3691.476318 Iteration 8Q: 3 clusters Score -187272.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -187339.046875 Penalty: 3691.476318 Iteration 9Q: 3 clusters Score -187339 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -187430.140625 Penalty: 3691.476318 Iteration 10Q: 3 clusters Score -187430.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -187516.921875 Penalty: 3691.476318 Iteration 11Q: 3 clusters Score -187516.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -187608.750000 Penalty: 3691.476318 Iteration 12Q: 3 clusters Score -187608.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -187656.656250 Penalty: 3691.476318 Iteration 13Q: 3 clusters Score -187656.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -187686.375000 Penalty: 3691.476318 Iteration 14Q: 3 clusters Score -187686.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -187702.000000 Penalty: 3691.476318 Iteration 15Q: 3 clusters Score -187702 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -187708.140625 Penalty: 3691.476318 Iteration 16Q: 3 clusters Score -187708.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -187713.703125 Penalty: 3691.476318 Iteration 17Q: 3 clusters Score -187713.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -187720.906250 Penalty: 3691.476318 Iteration 18Q: 3 clusters Score -187720.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -187726.937500 Penalty: 3691.476318 Iteration 19Q: 3 clusters Score -187726.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -187734.062500 Penalty: 3691.476318 Iteration 20F: 3 clusters Score -187734.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -187738.281250 Penalty: 3691.476318 Iteration 21Q: 3 clusters Score -187738.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -187740.000000 Penalty: 3691.476318 Iteration 22Q: 3 clusters Score -187740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -187741.109375 Penalty: 3691.476318 Iteration 23Q: 3 clusters Score -187741.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -187741.109375 Penalty: 3691.476318 Iteration 24F: 3 clusters Score -187741.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Entering Unmasked Estep Score: -544902.500000 Penalty: 2094.479492 Iteration 0F: 2 clusters Score -544902.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -540574.937500 Penalty: 4188.958984 Iteration 0F: 3 clusters Score -540574.9 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -541638.812500 Penalty: 4188.958984 Iteration 1F: 3 clusters Score -541638.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -541880.687500 Penalty: 4188.958984 Iteration 2F: 3 clusters Score -541880.7 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -542027.500000 Penalty: 4188.958984 Iteration 3F: 3 clusters Score -542027.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -542132.500000 Penalty: 4188.958984 Iteration 4Q: 3 clusters Score -542132.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -542223.750000 Penalty: 4188.958984 Iteration 5Q: 3 clusters Score -542223.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -542302.062500 Penalty: 4188.958984 Iteration 6Q: 3 clusters Score -542302.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -542382.000000 Penalty: 4188.958984 Iteration 7Q: 3 clusters Score -542382 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -542449.250000 Penalty: 4188.958984 Iteration 8Q: 3 clusters Score -542449.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -542516.437500 Penalty: 4188.958984 Iteration 9Q: 3 clusters Score -542516.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -542602.312500 Penalty: 4188.958984 Iteration 10Q: 3 clusters Score -542602.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -542698.437500 Penalty: 4188.958984 Iteration 11Q: 3 clusters Score -542698.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -542785.875000 Penalty: 4188.958984 Iteration 12Q: 3 clusters Score -542785.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -542864.062500 Penalty: 4188.958984 Iteration 13Q: 3 clusters Score -542864.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -542935.000000 Penalty: 4188.958984 Iteration 14Q: 3 clusters Score -542935 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -542993.500000 Penalty: 4188.958984 Iteration 15Q: 3 clusters Score -542993.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -543029.625000 Penalty: 4188.958984 Iteration 16Q: 3 clusters Score -543029.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -543057.375000 Penalty: 4188.958984 Iteration 17Q: 3 clusters Score -543057.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -543087.687500 Penalty: 4188.958984 Iteration 18Q: 3 clusters Score -543087.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -543119.187500 Penalty: 4188.958984 Iteration 19Q: 3 clusters Score -543119.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -543141.437500 Penalty: 4188.958984 Iteration 20F: 3 clusters Score -543141.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -543157.000000 Penalty: 4188.958984 Iteration 21Q: 3 clusters Score -543157 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -543173.687500 Penalty: 4188.958984 Iteration 22Q: 3 clusters Score -543173.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -543187.000000 Penalty: 4188.958984 Iteration 23Q: 3 clusters Score -543187 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -543197.375000 Penalty: 4188.958984 Iteration 24Q: 3 clusters Score -543197.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -543205.875000 Penalty: 4188.958984 Iteration 25Q: 3 clusters Score -543205.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -543211.250000 Penalty: 4188.958984 Iteration 26Q: 3 clusters Score -543211.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -543219.500000 Penalty: 4188.958984 Iteration 27Q: 3 clusters Score -543219.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -543229.125000 Penalty: 4188.958984 Iteration 28Q: 3 clusters Score -543229.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -543235.812500 Penalty: 4188.958984 Iteration 29Q: 3 clusters Score -543235.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -543242.750000 Penalty: 4188.958984 Iteration 30Q: 3 clusters Score -543242.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -543248.562500 Penalty: 4188.958984 Iteration 31Q: 3 clusters Score -543248.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -543252.750000 Penalty: 4188.958984 Iteration 32Q: 3 clusters Score -543252.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -543257.000000 Penalty: 4188.958984 Iteration 33Q: 3 clusters Score -543257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -543260.312500 Penalty: 4188.958984 Iteration 34Q: 3 clusters Score -543260.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -543261.937500 Penalty: 4188.958984 Iteration 35Q: 3 clusters Score -543261.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -543261.500000 Penalty: 4188.958984 Iteration 36Q: 3 clusters Score -543261.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -543262.562500 Penalty: 4188.958984 Iteration 37Q: 3 clusters Score -543262.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -543263.250000 Penalty: 4188.958984 Iteration 38Q: 3 clusters Score -543263.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -543264.437500 Penalty: 4188.958984 Iteration 39Q: 3 clusters Score -543264.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -543264.875000 Penalty: 4188.958984 Iteration 40F: 3 clusters Score -543264.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -543265.625000 Penalty: 4188.958984 Iteration 41Q: 3 clusters Score -543265.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -543267.312500 Penalty: 4188.958984 Iteration 42Q: 3 clusters Score -543267.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -543267.125000 Penalty: 4188.958984 Iteration 43Q: 3 clusters Score -543267.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -543267.125000 Penalty: 4188.958984 Iteration 44F: 3 clusters Score -543267.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -28928.675781 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -28928.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -27651.146484 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -27651.15 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -27746.019531 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -27746.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -27759.724609 Penalty: 2742.596680 Iteration 2Q: 3 clusters Score -27759.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -27774.998047 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -27775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27781.591797 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -27781.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -27784.492188 Penalty: 2742.596680 Iteration 5Q: 3 clusters Score -27784.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27788.972656 Penalty: 2742.596680 Iteration 6Q: 3 clusters Score -27788.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27788.972656 Penalty: 2742.596680 Iteration 7F: 3 clusters Score -27788.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5969 members Mstep: Class 4 contains 154108 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17898 members Mstep: Class 9 contains 8431 members Mstep: Class 10 contains 71572 members Mstep: Class 11 contains 12799 members Mstep: Class 12 contains 9178 members Mstep: Class 13 contains 43566 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6312 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020948.000000 Penalty: 64368.992188 Iteration 79Q: 21 clusters Score -5.202095e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19652 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5967 members Mstep: Class 4 contains 154101 members Mstep: Class 5 contains 24992 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17907 members Mstep: Class 9 contains 8430 members Mstep: Class 10 contains 71571 members Mstep: Class 11 contains 12803 members Mstep: Class 12 contains 9171 members Mstep: Class 13 contains 43562 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6315 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1706 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020928.000000 Penalty: 64368.992188 Iteration 80F: 21 clusters Score -5.202093e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19653 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5966 members Mstep: Class 4 contains 154097 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17912 members Mstep: Class 9 contains 8430 members Mstep: Class 10 contains 71570 members Mstep: Class 11 contains 12810 members Mstep: Class 12 contains 9171 members Mstep: Class 13 contains 43556 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1706 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020944.000000 Penalty: 64368.992188 Iteration 81Q: 21 clusters Score -5.202094e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19655 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5965 members Mstep: Class 4 contains 154092 members Mstep: Class 5 contains 24990 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17918 members Mstep: Class 9 contains 8430 members Mstep: Class 10 contains 71569 members Mstep: Class 11 contains 12817 members Mstep: Class 12 contains 9166 members Mstep: Class 13 contains 43551 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6321 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7323 members Mstep: Class 18 contains 1705 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020984.000000 Penalty: 64368.992188 Iteration 82Q: 21 clusters Score -5.202098e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19657 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5964 members Mstep: Class 4 contains 154092 members Mstep: Class 5 contains 24989 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17918 members Mstep: Class 9 contains 8430 members Mstep: Class 10 contains 71568 members Mstep: Class 11 contains 12821 members Mstep: Class 12 contains 9158 members Mstep: Class 13 contains 43548 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6329 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7323 members Mstep: Class 18 contains 1703 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021012.000000 Penalty: 64368.992188 Iteration 83Q: 21 clusters Score -5.202101e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19659 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5964 members Mstep: Class 4 contains 154090 members Mstep: Class 5 contains 24987 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17920 members Mstep: Class 9 contains 8430 members Mstep: Class 10 contains 71566 members Mstep: Class 11 contains 12823 members Mstep: Class 12 contains 9152 members Mstep: Class 13 contains 43546 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6336 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1701 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021000.000000 Penalty: 64368.992188 Iteration 84Q: 21 clusters Score -5.2021e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19665 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5964 members Mstep: Class 4 contains 154088 members Mstep: Class 5 contains 24984 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17918 members Mstep: Class 9 contains 8430 members Mstep: Class 10 contains 71565 members Mstep: Class 11 contains 12826 members Mstep: Class 12 contains 9145 members Mstep: Class 13 contains 43543 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6345 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1700 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021004.000000 Penalty: 64368.992188 Iteration 85Q: 21 clusters Score -5.2021e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19670 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5964 members Mstep: Class 4 contains 154085 members Mstep: Class 5 contains 24982 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17924 members Mstep: Class 9 contains 8429 members Mstep: Class 10 contains 71563 members Mstep: Class 11 contains 12827 members Mstep: Class 12 contains 9135 members Mstep: Class 13 contains 43542 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6355 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1699 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021028.000000 Penalty: 64368.992188 Iteration 86Q: 21 clusters Score -5.202103e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19676 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5963 members Mstep: Class 4 contains 154081 members Mstep: Class 5 contains 24980 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17927 members Mstep: Class 9 contains 8429 members Mstep: Class 10 contains 71561 members Mstep: Class 11 contains 12828 members Mstep: Class 12 contains 9130 members Mstep: Class 13 contains 43541 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6358 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1700 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021048.000000 Penalty: 64368.992188 Iteration 87Q: 21 clusters Score -5.202105e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19679 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5962 members Mstep: Class 4 contains 154079 members Mstep: Class 5 contains 24979 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17927 members Mstep: Class 9 contains 8429 members Mstep: Class 10 contains 71561 members Mstep: Class 11 contains 12830 members Mstep: Class 12 contains 9127 members Mstep: Class 13 contains 43539 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6360 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1701 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021060.000000 Penalty: 64368.992188 Iteration 88Q: 21 clusters Score -5.202106e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19682 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5959 members Mstep: Class 4 contains 154079 members Mstep: Class 5 contains 24979 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17928 members Mstep: Class 9 contains 8429 members Mstep: Class 10 contains 71561 members Mstep: Class 11 contains 12836 members Mstep: Class 12 contains 9126 members Mstep: Class 13 contains 43534 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6362 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1699 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021084.000000 Penalty: 64368.992188 Iteration 89Q: 21 clusters Score -5.202108e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19685 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5957 members Mstep: Class 4 contains 154077 members Mstep: Class 5 contains 24978 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17931 members Mstep: Class 9 contains 8429 members Mstep: Class 10 contains 71559 members Mstep: Class 11 contains 12838 members Mstep: Class 12 contains 9126 members Mstep: Class 13 contains 43531 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6366 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7326 members Mstep: Class 18 contains 1694 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021112.000000 Penalty: 64368.992188 Iteration 90Q: 21 clusters Score -5.202111e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19688 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 154075 members Mstep: Class 5 contains 24976 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17931 members Mstep: Class 9 contains 8428 members Mstep: Class 10 contains 71558 members Mstep: Class 11 contains 12845 members Mstep: Class 12 contains 9126 members Mstep: Class 13 contains 43525 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6372 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7325 members Mstep: Class 18 contains 1692 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021076.000000 Penalty: 64368.992188 Iteration 91Q: 21 clusters Score -5.202108e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19690 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5953 members Mstep: Class 4 contains 154076 members Mstep: Class 5 contains 24976 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17929 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71559 members Mstep: Class 11 contains 12851 members Mstep: Class 12 contains 9126 members Mstep: Class 13 contains 43521 members Mstep: Class 14 contains 39938 members Mstep: Class 15 contains 6375 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 1690 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021120.000000 Penalty: 64368.992188 Iteration 92Q: 21 clusters Score -5.202112e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19692 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5950 members Mstep: Class 4 contains 154076 members Mstep: Class 5 contains 24974 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17927 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71559 members Mstep: Class 11 contains 12855 members Mstep: Class 12 contains 9129 members Mstep: Class 13 contains 43519 members Mstep: Class 14 contains 39939 members Mstep: Class 15 contains 6378 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7323 members Mstep: Class 18 contains 1688 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021060.000000 Penalty: 64368.992188 Iteration 93Q: 21 clusters Score -5.202106e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19696 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5948 members Mstep: Class 4 contains 154075 members Mstep: Class 5 contains 24973 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17927 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71558 members Mstep: Class 11 contains 12860 members Mstep: Class 12 contains 9131 members Mstep: Class 13 contains 43516 members Mstep: Class 14 contains 39938 members Mstep: Class 15 contains 6381 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7319 members Mstep: Class 18 contains 1688 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021056.000000 Penalty: 64368.992188 Iteration 94Q: 21 clusters Score -5.202106e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19698 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5947 members Mstep: Class 4 contains 154077 members Mstep: Class 5 contains 24972 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17928 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71558 members Mstep: Class 11 contains 12867 members Mstep: Class 12 contains 9134 members Mstep: Class 13 contains 43513 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6382 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7313 members Mstep: Class 18 contains 1686 members Mstep: Class 19 contains 4650 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021056.000000 Penalty: 64368.992188 Iteration 95Q: 21 clusters Score -5.202106e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19700 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5946 members Mstep: Class 4 contains 154077 members Mstep: Class 5 contains 24969 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17929 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71558 members Mstep: Class 11 contains 12875 members Mstep: Class 12 contains 9135 members Mstep: Class 13 contains 43508 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6387 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7307 members Mstep: Class 18 contains 1683 members Mstep: Class 19 contains 4651 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021032.000000 Penalty: 64368.992188 Iteration 96Q: 21 clusters Score -5.202103e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19703 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5946 members Mstep: Class 4 contains 154077 members Mstep: Class 5 contains 24967 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17930 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71556 members Mstep: Class 11 contains 12878 members Mstep: Class 12 contains 9135 members Mstep: Class 13 contains 43506 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6391 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7302 members Mstep: Class 18 contains 1680 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020976.000000 Penalty: 64368.992188 Iteration 97Q: 21 clusters Score -5.202098e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19709 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5943 members Mstep: Class 4 contains 154074 members Mstep: Class 5 contains 24966 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71555 members Mstep: Class 11 contains 12881 members Mstep: Class 12 contains 9134 members Mstep: Class 13 contains 43505 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6396 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7297 members Mstep: Class 18 contains 1678 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020976.000000 Penalty: 64368.992188 Iteration 98Q: 21 clusters Score -5.202098e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19714 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5942 members Mstep: Class 4 contains 154074 members Mstep: Class 5 contains 24964 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 17934 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71555 members Mstep: Class 11 contains 12882 members Mstep: Class 12 contains 9131 members Mstep: Class 13 contains 43505 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6395 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7296 members Mstep: Class 18 contains 1679 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021016.000000 Penalty: 64368.992188 Iteration 99Q: 21 clusters Score -5.202102e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19718 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5941 members Mstep: Class 4 contains 154073 members Mstep: Class 5 contains 24962 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17934 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71555 members Mstep: Class 11 contains 12884 members Mstep: Class 12 contains 9129 members Mstep: Class 13 contains 43505 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6399 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7293 members Mstep: Class 18 contains 1679 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021044.000000 Penalty: 64368.992188 Iteration 100F: 21 clusters Score -5.202104e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19720 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5940 members Mstep: Class 4 contains 154072 members Mstep: Class 5 contains 24959 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17935 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71556 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9130 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6402 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7292 members Mstep: Class 18 contains 1676 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020952.000000 Penalty: 64368.992188 Iteration 101Q: 21 clusters Score -5.202095e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19722 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5940 members Mstep: Class 4 contains 154070 members Mstep: Class 5 contains 24958 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17936 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 71556 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9130 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6407 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7292 members Mstep: Class 18 contains 1671 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 102Q: 21 clusters Score -5.202099e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19725 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5940 members Mstep: Class 4 contains 154069 members Mstep: Class 5 contains 24957 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17936 members Mstep: Class 9 contains 8426 members Mstep: Class 10 contains 71555 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9128 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6412 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7292 members Mstep: Class 18 contains 1668 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021000.000000 Penalty: 64368.992188 Iteration 103Q: 21 clusters Score -5.2021e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19726 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5940 members Mstep: Class 4 contains 154070 members Mstep: Class 5 contains 24957 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17934 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71555 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9126 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39937 members Mstep: Class 15 contains 6415 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7292 members Mstep: Class 18 contains 1668 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020996.000000 Penalty: 64368.992188 Iteration 104Q: 21 clusters Score -5.2021e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19727 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5940 members Mstep: Class 4 contains 154068 members Mstep: Class 5 contains 24957 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17935 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71555 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9126 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6420 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7291 members Mstep: Class 18 contains 1666 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020972.000000 Penalty: 64368.992188 Iteration 105Q: 21 clusters Score -5.202097e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5939 members Mstep: Class 4 contains 154065 members Mstep: Class 5 contains 24956 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17937 members Mstep: Class 9 contains 8424 members Mstep: Class 10 contains 71554 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9124 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6427 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1665 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 106Q: 21 clusters Score -5.202099e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19727 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5939 members Mstep: Class 4 contains 154064 members Mstep: Class 5 contains 24954 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17937 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71553 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9124 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6432 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1664 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 107Q: 21 clusters Score -5.202098e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19729 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5939 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24954 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17937 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71553 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9120 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6437 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1664 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021016.000000 Penalty: 64368.992188 Iteration 108Q: 21 clusters Score -5.202102e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5938 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24953 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71553 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9117 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6441 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1664 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021008.000000 Penalty: 64368.992188 Iteration 109Q: 21 clusters Score -5.202101e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19731 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24952 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71553 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9117 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6444 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1664 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021020.000000 Penalty: 64368.992188 Iteration 110Q: 21 clusters Score -5.202102e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19731 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24951 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9118 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6445 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1664 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020996.000000 Penalty: 64368.992188 Iteration 111Q: 21 clusters Score -5.2021e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19731 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24952 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9117 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6445 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1664 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021012.000000 Penalty: 64368.992188 Iteration 112Q: 21 clusters Score -5.202101e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19731 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24952 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12885 members Mstep: Class 12 contains 9116 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6446 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1663 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 113Q: 21 clusters Score -5.202099e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24952 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12886 members Mstep: Class 12 contains 9116 members Mstep: Class 13 contains 43504 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6445 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1663 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021008.000000 Penalty: 64368.992188 Iteration 114Q: 21 clusters Score -5.202101e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19732 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24951 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12889 members Mstep: Class 12 contains 9115 members Mstep: Class 13 contains 43502 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6445 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1662 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020976.000000 Penalty: 64368.992188 Iteration 115Q: 21 clusters Score -5.202098e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19732 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24951 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17939 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12892 members Mstep: Class 12 contains 9114 members Mstep: Class 13 contains 43498 members Mstep: Class 14 contains 39934 members Mstep: Class 15 contains 6447 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1662 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021016.000000 Penalty: 64368.992188 Iteration 116Q: 21 clusters Score -5.202102e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19734 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24950 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17939 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12894 members Mstep: Class 12 contains 9112 members Mstep: Class 13 contains 43496 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6450 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1661 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021008.000000 Penalty: 64368.992188 Iteration 117Q: 21 clusters Score -5.202101e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19736 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17939 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71552 members Mstep: Class 11 contains 12895 members Mstep: Class 12 contains 9110 members Mstep: Class 13 contains 43495 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6453 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 1661 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020984.000000 Penalty: 64368.992188 Iteration 118Q: 21 clusters Score -5.202098e+07 nChanged 9 Entering ConstructFrom: Score: -52020984.000000 Penalty: 64368.992188 Entering ConstructFrom: Trying to split cluster 1 (19737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19737 members Entering Unmasked Estep Score: -2256508.250000 Penalty: 2452.781982 Iteration 0F: 2 clusters Score -2256508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9872 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -2242622.250000 Penalty: 4905.563965 Iteration 0F: 3 clusters Score -2242622 nChanged 8668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -2247603.000000 Penalty: 4905.563965 Iteration 1F: 3 clusters Score -2247603 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -2248595.500000 Penalty: 4905.563965 Iteration 2F: 3 clusters Score -2248596 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 8546 members Entering Unmasked Estep Score: -2249703.000000 Penalty: 4905.563965 Iteration 3F: 3 clusters Score -2249703 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -2250843.000000 Penalty: 4905.563965 Iteration 4F: 3 clusters Score -2250843 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -2251833.250000 Penalty: 4905.563965 Iteration 5F: 3 clusters Score -2251833 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -2252642.250000 Penalty: 4905.563965 Iteration 6F: 3 clusters Score -2252642 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -2253180.000000 Penalty: 4905.563965 Iteration 7Q: 3 clusters Score -2253180 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -2253578.500000 Penalty: 4905.563965 Iteration 8Q: 3 clusters Score -2253578 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -2253835.500000 Penalty: 4905.563965 Iteration 9Q: 3 clusters Score -2253836 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15087 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -2254050.750000 Penalty: 4905.563965 Iteration 10Q: 3 clusters Score -2254051 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -2254230.000000 Penalty: 4905.563965 Iteration 11Q: 3 clusters Score -2254230 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -2254419.250000 Penalty: 4905.563965 Iteration 12Q: 3 clusters Score -2254419 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16019 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -2254602.000000 Penalty: 4905.563965 Iteration 13Q: 3 clusters Score -2254602 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -2254747.750000 Penalty: 4905.563965 Iteration 14Q: 3 clusters Score -2254748 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -2254878.500000 Penalty: 4905.563965 Iteration 15Q: 3 clusters Score -2254878 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16762 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -2254992.500000 Penalty: 4905.563965 Iteration 16Q: 3 clusters Score -2254992 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16951 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -2255086.750000 Penalty: 4905.563965 Iteration 17Q: 3 clusters Score -2255087 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -2255166.000000 Penalty: 4905.563965 Iteration 18Q: 3 clusters Score -2255166 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -2255239.750000 Penalty: 4905.563965 Iteration 19Q: 3 clusters Score -2255240 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -2255300.500000 Penalty: 4905.563965 Iteration 20F: 3 clusters Score -2255300 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17603 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -2255351.750000 Penalty: 4905.563965 Iteration 21Q: 3 clusters Score -2255352 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -2255427.250000 Penalty: 4905.563965 Iteration 22Q: 3 clusters Score -2255427 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -2255481.500000 Penalty: 4905.563965 Iteration 23Q: 3 clusters Score -2255482 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18004 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -2255538.250000 Penalty: 4905.563965 Iteration 24Q: 3 clusters Score -2255538 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18110 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -2255579.000000 Penalty: 4905.563965 Iteration 25Q: 3 clusters Score -2255579 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18203 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -2255618.500000 Penalty: 4905.563965 Iteration 26Q: 3 clusters Score -2255618 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18265 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -2255636.000000 Penalty: 4905.563965 Iteration 27Q: 3 clusters Score -2255636 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18315 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -2255646.000000 Penalty: 4905.563965 Iteration 28Q: 3 clusters Score -2255646 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18349 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -2255655.750000 Penalty: 4905.563965 Iteration 29Q: 3 clusters Score -2255656 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18387 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -2255679.250000 Penalty: 4905.563965 Iteration 30Q: 3 clusters Score -2255679 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18416 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -2255691.250000 Penalty: 4905.563965 Iteration 31Q: 3 clusters Score -2255691 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18438 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -2255704.000000 Penalty: 4905.563965 Iteration 32Q: 3 clusters Score -2255704 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2255704.500000 Penalty: 4905.563965 Iteration 33Q: 3 clusters Score -2255704 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -2255716.000000 Penalty: 4905.563965 Iteration 34Q: 3 clusters Score -2255716 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -2255717.250000 Penalty: 4905.563965 Iteration 35Q: 3 clusters Score -2255717 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -2255726.500000 Penalty: 4905.563965 Iteration 36Q: 3 clusters Score -2255726 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18545 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -2255738.000000 Penalty: 4905.563965 Iteration 37Q: 3 clusters Score -2255738 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18558 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -2255741.250000 Penalty: 4905.563965 Iteration 38Q: 3 clusters Score -2255741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18565 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -2255741.250000 Penalty: 4905.563965 Iteration 39Q: 3 clusters Score -2255741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -2255746.250000 Penalty: 4905.563965 Iteration 40F: 3 clusters Score -2255746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18577 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -2255747.000000 Penalty: 4905.563965 Iteration 41Q: 3 clusters Score -2255747 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18583 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -2255746.000000 Penalty: 4905.563965 Iteration 42Q: 3 clusters Score -2255746 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18583 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -2255748.000000 Penalty: 4905.563965 Iteration 43Q: 3 clusters Score -2255748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18589 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -2255751.500000 Penalty: 4905.563965 Iteration 44Q: 3 clusters Score -2255752 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18592 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -2255751.250000 Penalty: 4905.563965 Iteration 45Q: 3 clusters Score -2255751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18594 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -2255754.750000 Penalty: 4905.563965 Iteration 46Q: 3 clusters Score -2255755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18597 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -2255750.750000 Penalty: 4905.563965 Iteration 47Q: 3 clusters Score -2255751 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18597 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -2255750.750000 Penalty: 4905.563965 Iteration 48F: 3 clusters Score -2255751 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Entering Unmasked Estep Score: -116694.265625 Penalty: 1747.999878 Iteration 0F: 2 clusters Score -116694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -114748.562500 Penalty: 3495.999756 Iteration 0F: 3 clusters Score -114748.6 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -115616.281250 Penalty: 3495.999756 Iteration 1F: 3 clusters Score -115616.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -116274.984375 Penalty: 3495.999756 Iteration 2F: 3 clusters Score -116275 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -116843.445312 Penalty: 3495.999756 Iteration 3F: 3 clusters Score -116843.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -117189.945312 Penalty: 3495.999756 Iteration 4F: 3 clusters Score -117189.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -117378.093750 Penalty: 3495.999756 Iteration 5Q: 3 clusters Score -117378.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -117496.468750 Penalty: 3495.999756 Iteration 6Q: 3 clusters Score -117496.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -117599.468750 Penalty: 3495.999756 Iteration 7Q: 3 clusters Score -117599.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -117634.304688 Penalty: 3495.999756 Iteration 8Q: 3 clusters Score -117634.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -117660.617188 Penalty: 3495.999756 Iteration 9Q: 3 clusters Score -117660.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -117671.304688 Penalty: 3495.999756 Iteration 10Q: 3 clusters Score -117671.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -117675.781250 Penalty: 3495.999756 Iteration 11Q: 3 clusters Score -117675.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -117675.781250 Penalty: 3495.999756 Iteration 12F: 3 clusters Score -117675.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 503 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17941 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12896 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6455 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1660 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 648 members Entering Unmasked Estep Score: -52020440.000000 Penalty: 67587.437500 Splitting cluster 2 changes total score from -52020984.000000 to -52020440.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (5936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Entering Unmasked Estep Score: -727444.437500 Penalty: 2154.820312 Iteration 0F: 2 clusters Score -727444.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -722332.125000 Penalty: 4309.640625 Iteration 0F: 3 clusters Score -722332.1 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -723657.437500 Penalty: 4309.640625 Iteration 1F: 3 clusters Score -723657.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -723934.812500 Penalty: 4309.640625 Iteration 2F: 3 clusters Score -723934.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -724178.250000 Penalty: 4309.640625 Iteration 3F: 3 clusters Score -724178.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -724511.125000 Penalty: 4309.640625 Iteration 4F: 3 clusters Score -724511.1 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -724940.375000 Penalty: 4309.640625 Iteration 5F: 3 clusters Score -724940.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -725475.687500 Penalty: 4309.640625 Iteration 6F: 3 clusters Score -725475.7 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -725943.125000 Penalty: 4309.640625 Iteration 7F: 3 clusters Score -725943.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -726335.625000 Penalty: 4309.640625 Iteration 8F: 3 clusters Score -726335.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -726638.312500 Penalty: 4309.640625 Iteration 9F: 3 clusters Score -726638.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -726914.937500 Penalty: 4309.640625 Iteration 10Q: 3 clusters Score -726914.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -727179.375000 Penalty: 4309.640625 Iteration 11Q: 3 clusters Score -727179.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -727471.437500 Penalty: 4309.640625 Iteration 12Q: 3 clusters Score -727471.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -727727.000000 Penalty: 4309.640625 Iteration 13Q: 3 clusters Score -727727 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -727812.000000 Penalty: 4309.640625 Iteration 14Q: 3 clusters Score -727812 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -727836.312500 Penalty: 4309.640625 Iteration 15Q: 3 clusters Score -727836.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -727843.625000 Penalty: 4309.640625 Iteration 16Q: 3 clusters Score -727843.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -727846.375000 Penalty: 4309.640625 Iteration 17Q: 3 clusters Score -727846.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -727849.562500 Penalty: 4309.640625 Iteration 18Q: 3 clusters Score -727849.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -727848.875000 Penalty: 4309.640625 Iteration 19Q: 3 clusters Score -727848.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -727848.937500 Penalty: 4309.640625 Iteration 20F: 3 clusters Score -727848.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -727850.250000 Penalty: 4309.640625 Iteration 21Q: 3 clusters Score -727850.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -727850.250000 Penalty: 4309.640625 Iteration 22F: 3 clusters Score -727850.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 4314 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17941 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12896 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6455 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1660 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 1622 members Entering Unmasked Estep Score: -52020384.000000 Penalty: 67587.437500 Splitting cluster 3 changes total score from -52020984.000000 to -52020384.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (154061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154061 members Entering Unmasked Estep Score: -19248848.000000 Penalty: 2962.385742 Iteration 0F: 2 clusters Score -1.924885e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77182 members Mstep: Class 2 contains 76879 members Entering Unmasked Estep Score: -19147506.000000 Penalty: 5924.771484 Iteration 0F: 3 clusters Score -1.914751e+07 nChanged 73693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81029 members Mstep: Class 2 contains 73032 members Entering Unmasked Estep Score: -19190400.000000 Penalty: 5924.771484 Iteration 1F: 3 clusters Score -1.91904e+07 nChanged 5097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83700 members Mstep: Class 2 contains 70361 members Entering Unmasked Estep Score: -19191570.000000 Penalty: 5924.771484 Iteration 2Q: 3 clusters Score -1.919157e+07 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87874 members Mstep: Class 2 contains 66187 members Entering Unmasked Estep Score: -19193744.000000 Penalty: 5924.771484 Iteration 3Q: 3 clusters Score -1.919374e+07 nChanged 8074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94072 members Mstep: Class 2 contains 59989 members Entering Unmasked Estep Score: -19197552.000000 Penalty: 5924.771484 Iteration 4F: 3 clusters Score -1.919755e+07 nChanged 9956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102524 members Mstep: Class 2 contains 51537 members Entering Unmasked Estep Score: -19203174.000000 Penalty: 5924.771484 Iteration 5F: 3 clusters Score -1.920317e+07 nChanged 11508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112768 members Mstep: Class 2 contains 41293 members Entering Unmasked Estep Score: -19211364.000000 Penalty: 5924.771484 Iteration 6F: 3 clusters Score -1.921136e+07 nChanged 11547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123563 members Mstep: Class 2 contains 30498 members Entering Unmasked Estep Score: -19220098.000000 Penalty: 5924.771484 Iteration 7F: 3 clusters Score -1.92201e+07 nChanged 10407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133622 members Mstep: Class 2 contains 20439 members Entering Unmasked Estep Score: -19228898.000000 Penalty: 5924.771484 Iteration 8F: 3 clusters Score -1.92289e+07 nChanged 8104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141632 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -19235758.000000 Penalty: 5924.771484 Iteration 9F: 3 clusters Score -1.923576e+07 nChanged 5771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147395 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -19240754.000000 Penalty: 5924.771484 Iteration 10Q: 3 clusters Score -1.924075e+07 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150926 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -19243846.000000 Penalty: 5924.771484 Iteration 11Q: 3 clusters Score -1.924385e+07 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152611 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -19245252.000000 Penalty: 5924.771484 Iteration 12Q: 3 clusters Score -1.924525e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153272 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -19245836.000000 Penalty: 5924.771484 Iteration 13Q: 3 clusters Score -1.924584e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153514 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -19246068.000000 Penalty: 5924.771484 Iteration 14Q: 3 clusters Score -1.924607e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153625 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -19246162.000000 Penalty: 5924.771484 Iteration 15Q: 3 clusters Score -1.924616e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153667 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -19246214.000000 Penalty: 5924.771484 Iteration 16Q: 3 clusters Score -1.924621e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153691 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -19246230.000000 Penalty: 5924.771484 Iteration 17Q: 3 clusters Score -1.924623e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153700 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -19246276.000000 Penalty: 5924.771484 Iteration 18Q: 3 clusters Score -1.924628e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153712 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -19246292.000000 Penalty: 5924.771484 Iteration 19Q: 3 clusters Score -1.924629e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153723 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -19246314.000000 Penalty: 5924.771484 Iteration 20F: 3 clusters Score -1.924631e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153731 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -19246320.000000 Penalty: 5924.771484 Iteration 21Q: 3 clusters Score -1.924632e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153735 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -19246336.000000 Penalty: 5924.771484 Iteration 22Q: 3 clusters Score -1.924634e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153738 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -19246340.000000 Penalty: 5924.771484 Iteration 23Q: 3 clusters Score -1.924634e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153738 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -19246340.000000 Penalty: 5924.771484 Iteration 24F: 3 clusters Score -1.924634e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (24948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24948 members Entering Unmasked Estep Score: -3022799.750000 Penalty: 2510.888184 Iteration 0F: 2 clusters Score -3022800 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12478 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -3005647.750000 Penalty: 5021.776367 Iteration 0F: 3 clusters Score -3005648 nChanged 11138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 12482 members Entering Unmasked Estep Score: -3011895.750000 Penalty: 5021.776367 Iteration 1F: 3 clusters Score -3011896 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -3012459.500000 Penalty: 5021.776367 Iteration 2F: 3 clusters Score -3012460 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 12265 members Entering Unmasked Estep Score: -3013035.000000 Penalty: 5021.776367 Iteration 3F: 3 clusters Score -3013035 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -3013633.750000 Penalty: 5021.776367 Iteration 4Q: 3 clusters Score -3013634 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13408 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -3014322.750000 Penalty: 5021.776367 Iteration 5F: 3 clusters Score -3014323 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -3015128.750000 Penalty: 5021.776367 Iteration 6F: 3 clusters Score -3015129 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14802 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -3015952.000000 Penalty: 5021.776367 Iteration 7F: 3 clusters Score -3015952 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15781 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -3016858.000000 Penalty: 5021.776367 Iteration 8F: 3 clusters Score -3016858 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16888 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -3017788.250000 Penalty: 5021.776367 Iteration 9F: 3 clusters Score -3017788 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17989 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -3018699.250000 Penalty: 5021.776367 Iteration 10F: 3 clusters Score -3018699 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -3019504.000000 Penalty: 5021.776367 Iteration 11Q: 3 clusters Score -3019504 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19895 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -3020180.500000 Penalty: 5021.776367 Iteration 12Q: 3 clusters Score -3020180 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20603 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -3020673.500000 Penalty: 5021.776367 Iteration 13Q: 3 clusters Score -3020674 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21166 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -3021039.000000 Penalty: 5021.776367 Iteration 14Q: 3 clusters Score -3021039 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21610 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -3021261.250000 Penalty: 5021.776367 Iteration 15Q: 3 clusters Score -3021261 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21885 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -3021389.500000 Penalty: 5021.776367 Iteration 16Q: 3 clusters Score -3021390 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22101 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -3021470.000000 Penalty: 5021.776367 Iteration 17Q: 3 clusters Score -3021470 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22282 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -3021543.750000 Penalty: 5021.776367 Iteration 18Q: 3 clusters Score -3021544 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22426 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -3021588.500000 Penalty: 5021.776367 Iteration 19Q: 3 clusters Score -3021588 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22547 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -3021613.750000 Penalty: 5021.776367 Iteration 20F: 3 clusters Score -3021614 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22642 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -3021648.500000 Penalty: 5021.776367 Iteration 21Q: 3 clusters Score -3021648 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22730 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -3021675.500000 Penalty: 5021.776367 Iteration 22Q: 3 clusters Score -3021676 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22797 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -3021693.000000 Penalty: 5021.776367 Iteration 23Q: 3 clusters Score -3021693 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22851 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -3021717.250000 Penalty: 5021.776367 Iteration 24Q: 3 clusters Score -3021717 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22898 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -3021737.750000 Penalty: 5021.776367 Iteration 25Q: 3 clusters Score -3021738 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22939 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -3021750.500000 Penalty: 5021.776367 Iteration 26Q: 3 clusters Score -3021750 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22971 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -3021754.250000 Penalty: 5021.776367 Iteration 27Q: 3 clusters Score -3021754 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23007 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -3021754.000000 Penalty: 5021.776367 Iteration 28Q: 3 clusters Score -3021754 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -3021758.000000 Penalty: 5021.776367 Iteration 29Q: 3 clusters Score -3021758 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23074 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -3021775.250000 Penalty: 5021.776367 Iteration 30Q: 3 clusters Score -3021775 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23106 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -3021783.000000 Penalty: 5021.776367 Iteration 31Q: 3 clusters Score -3021783 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23141 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -3021789.000000 Penalty: 5021.776367 Iteration 32Q: 3 clusters Score -3021789 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23168 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -3021795.500000 Penalty: 5021.776367 Iteration 33Q: 3 clusters Score -3021796 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23199 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -3021802.000000 Penalty: 5021.776367 Iteration 34Q: 3 clusters Score -3021802 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23230 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -3021809.500000 Penalty: 5021.776367 Iteration 35Q: 3 clusters Score -3021810 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23245 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -3021810.000000 Penalty: 5021.776367 Iteration 36Q: 3 clusters Score -3021810 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23261 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -3021813.750000 Penalty: 5021.776367 Iteration 37Q: 3 clusters Score -3021814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -3021816.750000 Penalty: 5021.776367 Iteration 38Q: 3 clusters Score -3021817 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23285 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -3021823.250000 Penalty: 5021.776367 Iteration 39Q: 3 clusters Score -3021823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23298 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -3021825.250000 Penalty: 5021.776367 Iteration 40F: 3 clusters Score -3021825 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23310 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -3021832.500000 Penalty: 5021.776367 Iteration 41Q: 3 clusters Score -3021832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23322 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -3021842.000000 Penalty: 5021.776367 Iteration 42Q: 3 clusters Score -3021842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23332 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -3021835.250000 Penalty: 5021.776367 Iteration 43Q: 3 clusters Score -3021835 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -3021843.000000 Penalty: 5021.776367 Iteration 44Q: 3 clusters Score -3021843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23350 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -3021844.000000 Penalty: 5021.776367 Iteration 45Q: 3 clusters Score -3021844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23352 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -3021848.500000 Penalty: 5021.776367 Iteration 46Q: 3 clusters Score -3021848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -3021844.750000 Penalty: 5021.776367 Iteration 47Q: 3 clusters Score -3021845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23357 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -3021844.500000 Penalty: 5021.776367 Iteration 48Q: 3 clusters Score -3021844 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23360 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -3021841.250000 Penalty: 5021.776367 Iteration 49Q: 3 clusters Score -3021841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23362 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -3021842.250000 Penalty: 5021.776367 Iteration 50Q: 3 clusters Score -3021842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -3021845.500000 Penalty: 5021.776367 Iteration 51Q: 3 clusters Score -3021846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23366 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -3021846.250000 Penalty: 5021.776367 Iteration 52Q: 3 clusters Score -3021846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -3021846.000000 Penalty: 5021.776367 Iteration 53Q: 3 clusters Score -3021846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23370 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -3021850.250000 Penalty: 5021.776367 Iteration 54Q: 3 clusters Score -3021850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23371 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -3021848.750000 Penalty: 5021.776367 Iteration 55Q: 3 clusters Score -3021849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23372 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -3021846.500000 Penalty: 5021.776367 Iteration 56Q: 3 clusters Score -3021846 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23372 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -3021846.500000 Penalty: 5021.776367 Iteration 57F: 3 clusters Score -3021846 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -113755.492188 Penalty: 1738.109375 Iteration 0F: 2 clusters Score -113755.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -111867.382812 Penalty: 3476.218750 Iteration 0F: 3 clusters Score -111867.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -112346.093750 Penalty: 3476.218750 Iteration 1F: 3 clusters Score -112346.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -112736.773438 Penalty: 3476.218750 Iteration 2F: 3 clusters Score -112736.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -113035.656250 Penalty: 3476.218750 Iteration 3F: 3 clusters Score -113035.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -113495.406250 Penalty: 3476.218750 Iteration 4F: 3 clusters Score -113495.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -113741.351562 Penalty: 3476.218750 Iteration 5F: 3 clusters Score -113741.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -113822.148438 Penalty: 3476.218750 Iteration 6Q: 3 clusters Score -113822.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -113859.312500 Penalty: 3476.218750 Iteration 7Q: 3 clusters Score -113859.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -113913.085938 Penalty: 3476.218750 Iteration 8Q: 3 clusters Score -113913.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -114014.695312 Penalty: 3476.218750 Iteration 9Q: 3 clusters Score -114014.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -114115.960938 Penalty: 3476.218750 Iteration 10Q: 3 clusters Score -114116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -114145.539062 Penalty: 3476.218750 Iteration 11Q: 3 clusters Score -114145.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -114156.765625 Penalty: 3476.218750 Iteration 12Q: 3 clusters Score -114156.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -114171.742188 Penalty: 3476.218750 Iteration 13Q: 3 clusters Score -114171.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -114174.648438 Penalty: 3476.218750 Iteration 14Q: 3 clusters Score -114174.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -114179.265625 Penalty: 3476.218750 Iteration 15Q: 3 clusters Score -114179.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -114181.593750 Penalty: 3476.218750 Iteration 16Q: 3 clusters Score -114181.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -114182.867188 Penalty: 3476.218750 Iteration 17F: 3 clusters Score -114182.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -114193.226562 Penalty: 3476.218750 Iteration 18Q: 3 clusters Score -114193.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -114193.226562 Penalty: 3476.218750 Iteration 19F: 3 clusters Score -114193.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 647 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17941 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12896 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6455 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1660 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 459 members Entering Unmasked Estep Score: -52020012.000000 Penalty: 67587.437500 Splitting cluster 6 changes total score from -52020984.000000 to -52020012.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -135965.625000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -135965.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -133895.750000 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -133895.8 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -134573.140625 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -134573.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -135319.453125 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -135319.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -136034.250000 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -136034.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -136521.578125 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -136521.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -136746.062500 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -136746.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -136866.531250 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -136866.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -137007.359375 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -137007.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -137067.484375 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -137067.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -137098.390625 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -137098.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -137116.750000 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -137116.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -137120.468750 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -137120.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -137123.515625 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -137123.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -137125.812500 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -137125.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -137134.343750 Penalty: 3527.310059 Iteration 14F: 3 clusters Score -137134.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -137145.328125 Penalty: 3527.310059 Iteration 15Q: 3 clusters Score -137145.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -137159.218750 Penalty: 3527.310059 Iteration 16Q: 3 clusters Score -137159.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -137185.562500 Penalty: 3527.310059 Iteration 17Q: 3 clusters Score -137185.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -137203.875000 Penalty: 3527.310059 Iteration 18Q: 3 clusters Score -137203.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -137210.265625 Penalty: 3527.310059 Iteration 19Q: 3 clusters Score -137210.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -137218.328125 Penalty: 3527.310059 Iteration 20F: 3 clusters Score -137218.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -137223.859375 Penalty: 3527.310059 Iteration 21Q: 3 clusters Score -137223.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -137223.859375 Penalty: 3527.310059 Iteration 22F: 3 clusters Score -137223.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 443 members Mstep: Class 8 contains 17941 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12896 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6455 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1660 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 783 members Entering Unmasked Estep Score: -52020788.000000 Penalty: 67587.437500 Splitting cluster 7 changes total score from -52020984.000000 to -52020788.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (17941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17941 members Entering Unmasked Estep Score: -2186957.250000 Penalty: 2429.121338 Iteration 0F: 2 clusters Score -2186957 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 9024 members Entering Unmasked Estep Score: -2174114.500000 Penalty: 4858.242676 Iteration 0F: 3 clusters Score -2174114 nChanged 7878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -2178336.250000 Penalty: 4858.242676 Iteration 1F: 3 clusters Score -2178336 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -2178751.000000 Penalty: 4858.242676 Iteration 2F: 3 clusters Score -2178751 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -2179131.500000 Penalty: 4858.242676 Iteration 3F: 3 clusters Score -2179132 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -2179527.000000 Penalty: 4858.242676 Iteration 4Q: 3 clusters Score -2179527 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 10707 members Entering Unmasked Estep Score: -2179953.750000 Penalty: 4858.242676 Iteration 5Q: 3 clusters Score -2179954 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -2180420.000000 Penalty: 4858.242676 Iteration 6Q: 3 clusters Score -2180420 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 11785 members Entering Unmasked Estep Score: -2180953.250000 Penalty: 4858.242676 Iteration 7Q: 3 clusters Score -2180953 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -2181635.500000 Penalty: 4858.242676 Iteration 8Q: 3 clusters Score -2181636 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -2182439.250000 Penalty: 4858.242676 Iteration 9Q: 3 clusters Score -2182439 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 13390 members Entering Unmasked Estep Score: -2183208.500000 Penalty: 4858.242676 Iteration 10Q: 3 clusters Score -2183208 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -2183766.750000 Penalty: 4858.242676 Iteration 11Q: 3 clusters Score -2183767 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -2184076.500000 Penalty: 4858.242676 Iteration 12Q: 3 clusters Score -2184076 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 13967 members Entering Unmasked Estep Score: -2184253.250000 Penalty: 4858.242676 Iteration 13Q: 3 clusters Score -2184253 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 14082 members Entering Unmasked Estep Score: -2184361.000000 Penalty: 4858.242676 Iteration 14Q: 3 clusters Score -2184361 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 14164 members Entering Unmasked Estep Score: -2184454.250000 Penalty: 4858.242676 Iteration 15Q: 3 clusters Score -2184454 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -2184525.750000 Penalty: 4858.242676 Iteration 16Q: 3 clusters Score -2184526 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 14257 members Entering Unmasked Estep Score: -2184569.500000 Penalty: 4858.242676 Iteration 17Q: 3 clusters Score -2184570 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 14288 members Entering Unmasked Estep Score: -2184601.750000 Penalty: 4858.242676 Iteration 18Q: 3 clusters Score -2184602 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -2184621.500000 Penalty: 4858.242676 Iteration 19Q: 3 clusters Score -2184622 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 14329 members Entering Unmasked Estep Score: -2184641.750000 Penalty: 4858.242676 Iteration 20F: 3 clusters Score -2184642 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -2184651.500000 Penalty: 4858.242676 Iteration 21Q: 3 clusters Score -2184652 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -2184661.500000 Penalty: 4858.242676 Iteration 22Q: 3 clusters Score -2184662 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 14395 members Entering Unmasked Estep Score: -2184665.750000 Penalty: 4858.242676 Iteration 23Q: 3 clusters Score -2184666 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -2184665.250000 Penalty: 4858.242676 Iteration 24Q: 3 clusters Score -2184665 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -2184667.750000 Penalty: 4858.242676 Iteration 25Q: 3 clusters Score -2184668 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -2184666.000000 Penalty: 4858.242676 Iteration 26Q: 3 clusters Score -2184666 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -2184673.000000 Penalty: 4858.242676 Iteration 27Q: 3 clusters Score -2184673 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 14458 members Entering Unmasked Estep Score: -2184679.000000 Penalty: 4858.242676 Iteration 28Q: 3 clusters Score -2184679 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 14472 members Entering Unmasked Estep Score: -2184680.750000 Penalty: 4858.242676 Iteration 29Q: 3 clusters Score -2184681 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 14483 members Entering Unmasked Estep Score: -2184680.500000 Penalty: 4858.242676 Iteration 30Q: 3 clusters Score -2184680 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -2184681.500000 Penalty: 4858.242676 Iteration 31Q: 3 clusters Score -2184682 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -2184685.750000 Penalty: 4858.242676 Iteration 32Q: 3 clusters Score -2184686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -2184682.500000 Penalty: 4858.242676 Iteration 33Q: 3 clusters Score -2184682 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 14491 members Entering Unmasked Estep Score: -2184683.250000 Penalty: 4858.242676 Iteration 34Q: 3 clusters Score -2184683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -2184685.500000 Penalty: 4858.242676 Iteration 35Q: 3 clusters Score -2184686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 14495 members Entering Unmasked Estep Score: -2184685.500000 Penalty: 4858.242676 Iteration 36Q: 3 clusters Score -2184686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -2184684.000000 Penalty: 4858.242676 Iteration 37Q: 3 clusters Score -2184684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -2184687.250000 Penalty: 4858.242676 Iteration 38Q: 3 clusters Score -2184687 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -2184687.250000 Penalty: 4858.242676 Iteration 39Q: 3 clusters Score -2184687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -2184687.500000 Penalty: 4858.242676 Iteration 40F: 3 clusters Score -2184688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 14494 members Entering Unmasked Estep Score: -2184686.500000 Penalty: 4858.242676 Iteration 41Q: 3 clusters Score -2184686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 14494 members Entering Unmasked Estep Score: -2184686.500000 Penalty: 4858.242676 Iteration 42F: 3 clusters Score -2184686 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Entering Unmasked Estep Score: -1032192.625000 Penalty: 2241.661621 Iteration 0F: 2 clusters Score -1032193 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1025507.500000 Penalty: 4483.323242 Iteration 0F: 3 clusters Score -1025508 nChanged 3395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1027257.125000 Penalty: 4483.323242 Iteration 1F: 3 clusters Score -1027257 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1027516.937500 Penalty: 4483.323242 Iteration 2F: 3 clusters Score -1027517 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -1027684.062500 Penalty: 4483.323242 Iteration 3Q: 3 clusters Score -1027684 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -1027836.312500 Penalty: 4483.323242 Iteration 4Q: 3 clusters Score -1027836 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1027998.875000 Penalty: 4483.323242 Iteration 5Q: 3 clusters Score -1027999 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -1028197.375000 Penalty: 4483.323242 Iteration 6Q: 3 clusters Score -1028197 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1028401.812500 Penalty: 4483.323242 Iteration 7Q: 3 clusters Score -1028402 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1028594.812500 Penalty: 4483.323242 Iteration 8Q: 3 clusters Score -1028595 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1028818.375000 Penalty: 4483.323242 Iteration 9Q: 3 clusters Score -1028818 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -1029040.125000 Penalty: 4483.323242 Iteration 10Q: 3 clusters Score -1029040 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -1029206.750000 Penalty: 4483.323242 Iteration 11Q: 3 clusters Score -1029207 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1029356.125000 Penalty: 4483.323242 Iteration 12Q: 3 clusters Score -1029356 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1029492.750000 Penalty: 4483.323242 Iteration 13Q: 3 clusters Score -1029493 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1029615.000000 Penalty: 4483.323242 Iteration 14Q: 3 clusters Score -1029615 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1029712.062500 Penalty: 4483.323242 Iteration 15Q: 3 clusters Score -1029712 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1029802.000000 Penalty: 4483.323242 Iteration 16Q: 3 clusters Score -1029802 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -1029885.250000 Penalty: 4483.323242 Iteration 17Q: 3 clusters Score -1029885 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -1029959.500000 Penalty: 4483.323242 Iteration 18Q: 3 clusters Score -1029960 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -1030023.125000 Penalty: 4483.323242 Iteration 19Q: 3 clusters Score -1030023 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1030071.812500 Penalty: 4483.323242 Iteration 20F: 3 clusters Score -1030072 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -1030111.000000 Penalty: 4483.323242 Iteration 21Q: 3 clusters Score -1030111 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1030142.000000 Penalty: 4483.323242 Iteration 22Q: 3 clusters Score -1030142 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -1030167.125000 Penalty: 4483.323242 Iteration 23Q: 3 clusters Score -1030167 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1030183.875000 Penalty: 4483.323242 Iteration 24Q: 3 clusters Score -1030184 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -1030211.250000 Penalty: 4483.323242 Iteration 25Q: 3 clusters Score -1030211 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1030232.562500 Penalty: 4483.323242 Iteration 26Q: 3 clusters Score -1030233 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1030253.562500 Penalty: 4483.323242 Iteration 27Q: 3 clusters Score -1030254 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1030265.312500 Penalty: 4483.323242 Iteration 28Q: 3 clusters Score -1030265 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1030274.125000 Penalty: 4483.323242 Iteration 29Q: 3 clusters Score -1030274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -1030279.562500 Penalty: 4483.323242 Iteration 30Q: 3 clusters Score -1030280 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -1030285.687500 Penalty: 4483.323242 Iteration 31Q: 3 clusters Score -1030286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -1030289.250000 Penalty: 4483.323242 Iteration 32Q: 3 clusters Score -1030289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -1030292.437500 Penalty: 4483.323242 Iteration 33Q: 3 clusters Score -1030292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -1030297.500000 Penalty: 4483.323242 Iteration 34Q: 3 clusters Score -1030298 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -1030307.937500 Penalty: 4483.323242 Iteration 35Q: 3 clusters Score -1030308 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -1030320.562500 Penalty: 4483.323242 Iteration 36Q: 3 clusters Score -1030321 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1030328.937500 Penalty: 4483.323242 Iteration 37Q: 3 clusters Score -1030329 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1030330.437500 Penalty: 4483.323242 Iteration 38Q: 3 clusters Score -1030330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1030333.562500 Penalty: 4483.323242 Iteration 39Q: 3 clusters Score -1030334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -1030336.875000 Penalty: 4483.323242 Iteration 40F: 3 clusters Score -1030337 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -1030337.812500 Penalty: 4483.323242 Iteration 41Q: 3 clusters Score -1030338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -1030340.687500 Penalty: 4483.323242 Iteration 42Q: 3 clusters Score -1030341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -1030340.687500 Penalty: 4483.323242 Iteration 43F: 3 clusters Score -1030341 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (71551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71551 members Entering Unmasked Estep Score: -8766031.000000 Penalty: 2772.185059 Iteration 0F: 2 clusters Score -8766031 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35903 members Mstep: Class 2 contains 35648 members Entering Unmasked Estep Score: -8718080.000000 Penalty: 5544.370117 Iteration 0F: 3 clusters Score -8718080 nChanged 33569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36802 members Mstep: Class 2 contains 34749 members Entering Unmasked Estep Score: -8736927.000000 Penalty: 5544.370117 Iteration 1F: 3 clusters Score -8736927 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37310 members Mstep: Class 2 contains 34241 members Entering Unmasked Estep Score: -8737780.000000 Penalty: 5544.370117 Iteration 2Q: 3 clusters Score -8737780 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38108 members Mstep: Class 2 contains 33443 members Entering Unmasked Estep Score: -8738795.000000 Penalty: 5544.370117 Iteration 3Q: 3 clusters Score -8738795 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39399 members Mstep: Class 2 contains 32152 members Entering Unmasked Estep Score: -8740420.000000 Penalty: 5544.370117 Iteration 4Q: 3 clusters Score -8740420 nChanged 4155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41430 members Mstep: Class 2 contains 30121 members Entering Unmasked Estep Score: -8743021.000000 Penalty: 5544.370117 Iteration 5F: 3 clusters Score -8743021 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44609 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -8747016.000000 Penalty: 5544.370117 Iteration 6F: 3 clusters Score -8747016 nChanged 6277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48764 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -8752281.000000 Penalty: 5544.370117 Iteration 7F: 3 clusters Score -8752281 nChanged 5742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52710 members Mstep: Class 2 contains 18841 members Entering Unmasked Estep Score: -8756866.000000 Penalty: 5544.370117 Iteration 8F: 3 clusters Score -8756866 nChanged 3968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55358 members Mstep: Class 2 contains 16193 members Entering Unmasked Estep Score: -8759354.000000 Penalty: 5544.370117 Iteration 9F: 3 clusters Score -8759354 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56851 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -8760525.000000 Penalty: 5544.370117 Iteration 10Q: 3 clusters Score -8760525 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57852 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -8761306.000000 Penalty: 5544.370117 Iteration 11Q: 3 clusters Score -8761306 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58671 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -8761864.000000 Penalty: 5544.370117 Iteration 12Q: 3 clusters Score -8761864 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59430 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -8762267.000000 Penalty: 5544.370117 Iteration 13Q: 3 clusters Score -8762267 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60124 members Mstep: Class 2 contains 11427 members Entering Unmasked Estep Score: -8762618.000000 Penalty: 5544.370117 Iteration 14Q: 3 clusters Score -8762618 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60720 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -8762886.000000 Penalty: 5544.370117 Iteration 15Q: 3 clusters Score -8762886 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61264 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -8763146.000000 Penalty: 5544.370117 Iteration 16Q: 3 clusters Score -8763146 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61776 members Mstep: Class 2 contains 9775 members Entering Unmasked Estep Score: -8763337.000000 Penalty: 5544.370117 Iteration 17Q: 3 clusters Score -8763337 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62238 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -8763491.000000 Penalty: 5544.370117 Iteration 18Q: 3 clusters Score -8763491 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62657 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -8763638.000000 Penalty: 5544.370117 Iteration 19Q: 3 clusters Score -8763638 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63036 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -8763708.000000 Penalty: 5544.370117 Iteration 20F: 3 clusters Score -8763708 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63390 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -8763841.000000 Penalty: 5544.370117 Iteration 21Q: 3 clusters Score -8763841 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63709 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -8763944.000000 Penalty: 5544.370117 Iteration 22Q: 3 clusters Score -8763944 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63990 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -8763993.000000 Penalty: 5544.370117 Iteration 23Q: 3 clusters Score -8763993 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64232 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -8764052.000000 Penalty: 5544.370117 Iteration 24Q: 3 clusters Score -8764052 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64475 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -8764122.000000 Penalty: 5544.370117 Iteration 25Q: 3 clusters Score -8764122 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64695 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -8764184.000000 Penalty: 5544.370117 Iteration 26Q: 3 clusters Score -8764184 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64878 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -8764229.000000 Penalty: 5544.370117 Iteration 27Q: 3 clusters Score -8764229 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65034 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -8764262.000000 Penalty: 5544.370117 Iteration 28Q: 3 clusters Score -8764262 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65183 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -8764283.000000 Penalty: 5544.370117 Iteration 29Q: 3 clusters Score -8764283 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65330 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -8764292.000000 Penalty: 5544.370117 Iteration 30Q: 3 clusters Score -8764292 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65468 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -8764323.000000 Penalty: 5544.370117 Iteration 31Q: 3 clusters Score -8764323 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65589 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -8764335.000000 Penalty: 5544.370117 Iteration 32Q: 3 clusters Score -8764335 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65692 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -8764389.000000 Penalty: 5544.370117 Iteration 33Q: 3 clusters Score -8764389 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65787 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -8764444.000000 Penalty: 5544.370117 Iteration 34Q: 3 clusters Score -8764444 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65908 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -8764477.000000 Penalty: 5544.370117 Iteration 35Q: 3 clusters Score -8764477 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66024 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -8764515.000000 Penalty: 5544.370117 Iteration 36Q: 3 clusters Score -8764515 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66148 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -8764564.000000 Penalty: 5544.370117 Iteration 37Q: 3 clusters Score -8764564 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66275 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -8764632.000000 Penalty: 5544.370117 Iteration 38Q: 3 clusters Score -8764632 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66393 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -8764663.000000 Penalty: 5544.370117 Iteration 39Q: 3 clusters Score -8764663 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66522 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -8764738.000000 Penalty: 5544.370117 Iteration 40F: 3 clusters Score -8764738 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66667 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -8764872.000000 Penalty: 5544.370117 Iteration 41Q: 3 clusters Score -8764872 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66841 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -8764976.000000 Penalty: 5544.370117 Iteration 42Q: 3 clusters Score -8764976 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66969 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -8765040.000000 Penalty: 5544.370117 Iteration 43Q: 3 clusters Score -8765040 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67084 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -8765126.000000 Penalty: 5544.370117 Iteration 44Q: 3 clusters Score -8765126 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67187 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -8765199.000000 Penalty: 5544.370117 Iteration 45Q: 3 clusters Score -8765199 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67268 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -8765238.000000 Penalty: 5544.370117 Iteration 46Q: 3 clusters Score -8765238 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67333 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -8765250.000000 Penalty: 5544.370117 Iteration 47Q: 3 clusters Score -8765250 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67383 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -8765270.000000 Penalty: 5544.370117 Iteration 48Q: 3 clusters Score -8765270 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67435 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -8765267.000000 Penalty: 5544.370117 Iteration 49Q: 3 clusters Score -8765267 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67473 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -8765261.000000 Penalty: 5544.370117 Iteration 50Q: 3 clusters Score -8765261 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67502 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -8765271.000000 Penalty: 5544.370117 Iteration 51Q: 3 clusters Score -8765271 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67541 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -8765289.000000 Penalty: 5544.370117 Iteration 52Q: 3 clusters Score -8765289 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67573 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -8765292.000000 Penalty: 5544.370117 Iteration 53Q: 3 clusters Score -8765292 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67604 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -8765292.000000 Penalty: 5544.370117 Iteration 54Q: 3 clusters Score -8765292 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67628 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -8765292.000000 Penalty: 5544.370117 Iteration 55Q: 3 clusters Score -8765292 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67649 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -8765317.000000 Penalty: 5544.370117 Iteration 56Q: 3 clusters Score -8765317 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67669 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -8765319.000000 Penalty: 5544.370117 Iteration 57Q: 3 clusters Score -8765319 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67681 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -8765311.000000 Penalty: 5544.370117 Iteration 58Q: 3 clusters Score -8765311 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67693 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -8765317.000000 Penalty: 5544.370117 Iteration 59Q: 3 clusters Score -8765317 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67709 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -8765334.000000 Penalty: 5544.370117 Iteration 60F: 3 clusters Score -8765334 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67722 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -8765334.000000 Penalty: 5544.370117 Iteration 61Q: 3 clusters Score -8765334 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67736 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -8765330.000000 Penalty: 5544.370117 Iteration 62Q: 3 clusters Score -8765330 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67752 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -8765336.000000 Penalty: 5544.370117 Iteration 63Q: 3 clusters Score -8765336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67765 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -8765338.000000 Penalty: 5544.370117 Iteration 64Q: 3 clusters Score -8765338 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67775 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -8765342.000000 Penalty: 5544.370117 Iteration 65Q: 3 clusters Score -8765342 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67785 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -8765355.000000 Penalty: 5544.370117 Iteration 66Q: 3 clusters Score -8765355 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67792 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -8765345.000000 Penalty: 5544.370117 Iteration 67Q: 3 clusters Score -8765345 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67798 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -8765344.000000 Penalty: 5544.370117 Iteration 68Q: 3 clusters Score -8765344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67800 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -8765344.000000 Penalty: 5544.370117 Iteration 69Q: 3 clusters Score -8765344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67802 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -8765350.000000 Penalty: 5544.370117 Iteration 70Q: 3 clusters Score -8765350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67804 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -8765346.000000 Penalty: 5544.370117 Iteration 71Q: 3 clusters Score -8765346 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67806 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -8765351.000000 Penalty: 5544.370117 Iteration 72Q: 3 clusters Score -8765351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67809 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -8765344.000000 Penalty: 5544.370117 Iteration 73Q: 3 clusters Score -8765344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67813 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -8765339.000000 Penalty: 5544.370117 Iteration 74Q: 3 clusters Score -8765339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67818 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -8765344.000000 Penalty: 5544.370117 Iteration 75Q: 3 clusters Score -8765344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67818 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -8765345.000000 Penalty: 5544.370117 Iteration 76Q: 3 clusters Score -8765345 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67816 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -8765348.000000 Penalty: 5544.370117 Iteration 77Q: 3 clusters Score -8765348 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67818 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -8765353.000000 Penalty: 5544.370117 Iteration 78Q: 3 clusters Score -8765353 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67820 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -8765354.000000 Penalty: 5544.370117 Iteration 79Q: 3 clusters Score -8765354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67820 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -8765349.000000 Penalty: 5544.370117 Iteration 80F: 3 clusters Score -8765349 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67822 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -8765346.000000 Penalty: 5544.370117 Iteration 81Q: 3 clusters Score -8765346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67820 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -8765348.000000 Penalty: 5544.370117 Iteration 82Q: 3 clusters Score -8765348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67819 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -8765348.000000 Penalty: 5544.370117 Iteration 83Q: 3 clusters Score -8765348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67819 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -8765348.000000 Penalty: 5544.370117 Iteration 84F: 3 clusters Score -8765348 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Entering Unmasked Estep Score: -1511006.875000 Penalty: 2347.238770 Iteration 0F: 2 clusters Score -1511007 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -1501385.000000 Penalty: 4694.477539 Iteration 0F: 3 clusters Score -1501385 nChanged 5619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1504385.125000 Penalty: 4694.477539 Iteration 1F: 3 clusters Score -1504385 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -1504737.125000 Penalty: 4694.477539 Iteration 2F: 3 clusters Score -1504737 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -1505045.750000 Penalty: 4694.477539 Iteration 3F: 3 clusters Score -1505046 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1505344.625000 Penalty: 4694.477539 Iteration 4Q: 3 clusters Score -1505345 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1505651.750000 Penalty: 4694.477539 Iteration 5Q: 3 clusters Score -1505652 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1505926.500000 Penalty: 4694.477539 Iteration 6Q: 3 clusters Score -1505926 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -1506191.750000 Penalty: 4694.477539 Iteration 7Q: 3 clusters Score -1506192 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -1506483.000000 Penalty: 4694.477539 Iteration 8Q: 3 clusters Score -1506483 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -1506766.250000 Penalty: 4694.477539 Iteration 9Q: 3 clusters Score -1506766 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -1507073.250000 Penalty: 4694.477539 Iteration 10Q: 3 clusters Score -1507073 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -1507356.000000 Penalty: 4694.477539 Iteration 11Q: 3 clusters Score -1507356 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1507645.875000 Penalty: 4694.477539 Iteration 12Q: 3 clusters Score -1507646 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1507962.750000 Penalty: 4694.477539 Iteration 13Q: 3 clusters Score -1507963 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -1508230.250000 Penalty: 4694.477539 Iteration 14Q: 3 clusters Score -1508230 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -1508434.750000 Penalty: 4694.477539 Iteration 15Q: 3 clusters Score -1508435 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1508593.125000 Penalty: 4694.477539 Iteration 16Q: 3 clusters Score -1508593 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1508709.625000 Penalty: 4694.477539 Iteration 17Q: 3 clusters Score -1508710 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -1508825.875000 Penalty: 4694.477539 Iteration 18Q: 3 clusters Score -1508826 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1508901.625000 Penalty: 4694.477539 Iteration 19Q: 3 clusters Score -1508902 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -1508980.875000 Penalty: 4694.477539 Iteration 20F: 3 clusters Score -1508981 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1509050.625000 Penalty: 4694.477539 Iteration 21Q: 3 clusters Score -1509051 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1509109.250000 Penalty: 4694.477539 Iteration 22Q: 3 clusters Score -1509109 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1509163.125000 Penalty: 4694.477539 Iteration 23Q: 3 clusters Score -1509163 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -1509200.875000 Penalty: 4694.477539 Iteration 24Q: 3 clusters Score -1509201 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -1509234.750000 Penalty: 4694.477539 Iteration 25Q: 3 clusters Score -1509235 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 8411 members Entering Unmasked Estep Score: -1509277.000000 Penalty: 4694.477539 Iteration 26Q: 3 clusters Score -1509277 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -1509312.875000 Penalty: 4694.477539 Iteration 27Q: 3 clusters Score -1509313 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -1509349.250000 Penalty: 4694.477539 Iteration 28Q: 3 clusters Score -1509349 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -1509382.875000 Penalty: 4694.477539 Iteration 29Q: 3 clusters Score -1509383 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -1509421.875000 Penalty: 4694.477539 Iteration 30Q: 3 clusters Score -1509422 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -1509468.375000 Penalty: 4694.477539 Iteration 31Q: 3 clusters Score -1509468 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1509515.875000 Penalty: 4694.477539 Iteration 32Q: 3 clusters Score -1509516 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -1509566.625000 Penalty: 4694.477539 Iteration 33Q: 3 clusters Score -1509567 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -1509598.375000 Penalty: 4694.477539 Iteration 34Q: 3 clusters Score -1509598 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -1509633.750000 Penalty: 4694.477539 Iteration 35Q: 3 clusters Score -1509634 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1509665.750000 Penalty: 4694.477539 Iteration 36Q: 3 clusters Score -1509666 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -1509690.875000 Penalty: 4694.477539 Iteration 37Q: 3 clusters Score -1509691 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -1509719.500000 Penalty: 4694.477539 Iteration 38Q: 3 clusters Score -1509720 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -1509741.125000 Penalty: 4694.477539 Iteration 39Q: 3 clusters Score -1509741 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1509762.000000 Penalty: 4694.477539 Iteration 40F: 3 clusters Score -1509762 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -1509770.625000 Penalty: 4694.477539 Iteration 41Q: 3 clusters Score -1509771 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1509781.000000 Penalty: 4694.477539 Iteration 42Q: 3 clusters Score -1509781 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -1509797.250000 Penalty: 4694.477539 Iteration 43Q: 3 clusters Score -1509797 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -1509804.375000 Penalty: 4694.477539 Iteration 44Q: 3 clusters Score -1509804 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -1509808.500000 Penalty: 4694.477539 Iteration 45Q: 3 clusters Score -1509808 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -1509814.875000 Penalty: 4694.477539 Iteration 46Q: 3 clusters Score -1509815 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 9770 members Entering Unmasked Estep Score: -1509815.250000 Penalty: 4694.477539 Iteration 47Q: 3 clusters Score -1509815 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 9778 members Entering Unmasked Estep Score: -1509813.250000 Penalty: 4694.477539 Iteration 48Q: 3 clusters Score -1509813 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1509810.750000 Penalty: 4694.477539 Iteration 49Q: 3 clusters Score -1509811 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -1509814.625000 Penalty: 4694.477539 Iteration 50Q: 3 clusters Score -1509815 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 9796 members Entering Unmasked Estep Score: -1509816.750000 Penalty: 4694.477539 Iteration 51Q: 3 clusters Score -1509817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -1509816.000000 Penalty: 4694.477539 Iteration 52Q: 3 clusters Score -1509816 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -1509817.125000 Penalty: 4694.477539 Iteration 53Q: 3 clusters Score -1509817 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -1509817.500000 Penalty: 4694.477539 Iteration 54Q: 3 clusters Score -1509818 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -1509818.000000 Penalty: 4694.477539 Iteration 55Q: 3 clusters Score -1509818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -1509822.250000 Penalty: 4694.477539 Iteration 56Q: 3 clusters Score -1509822 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -1509828.375000 Penalty: 4694.477539 Iteration 57Q: 3 clusters Score -1509828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1509832.625000 Penalty: 4694.477539 Iteration 58Q: 3 clusters Score -1509833 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -1509831.875000 Penalty: 4694.477539 Iteration 59Q: 3 clusters Score -1509832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -1509833.375000 Penalty: 4694.477539 Iteration 60F: 3 clusters Score -1509833 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -1509830.625000 Penalty: 4694.477539 Iteration 61Q: 3 clusters Score -1509831 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1509832.125000 Penalty: 4694.477539 Iteration 62Q: 3 clusters Score -1509832 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -1509833.125000 Penalty: 4694.477539 Iteration 63Q: 3 clusters Score -1509833 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 9910 members Entering Unmasked Estep Score: -1509837.375000 Penalty: 4694.477539 Iteration 64Q: 3 clusters Score -1509837 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -1509838.625000 Penalty: 4694.477539 Iteration 65Q: 3 clusters Score -1509839 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -1509838.250000 Penalty: 4694.477539 Iteration 66Q: 3 clusters Score -1509838 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -1509838.250000 Penalty: 4694.477539 Iteration 67Q: 3 clusters Score -1509838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 9940 members Entering Unmasked Estep Score: -1509841.500000 Penalty: 4694.477539 Iteration 68Q: 3 clusters Score -1509842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 9943 members Entering Unmasked Estep Score: -1509843.500000 Penalty: 4694.477539 Iteration 69Q: 3 clusters Score -1509844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -1509840.625000 Penalty: 4694.477539 Iteration 70Q: 3 clusters Score -1509841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1509842.500000 Penalty: 4694.477539 Iteration 71Q: 3 clusters Score -1509842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1509842.500000 Penalty: 4694.477539 Iteration 72F: 3 clusters Score -1509842 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Entering Unmasked Estep Score: -1073594.000000 Penalty: 2260.966064 Iteration 0F: 2 clusters Score -1073594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1066430.875000 Penalty: 4521.932129 Iteration 0F: 3 clusters Score -1066431 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1068488.375000 Penalty: 4521.932129 Iteration 1F: 3 clusters Score -1068488 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1068851.000000 Penalty: 4521.932129 Iteration 2F: 3 clusters Score -1068851 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1069136.625000 Penalty: 4521.932129 Iteration 3F: 3 clusters Score -1069137 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -1069380.375000 Penalty: 4521.932129 Iteration 4Q: 3 clusters Score -1069380 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1069572.750000 Penalty: 4521.932129 Iteration 5Q: 3 clusters Score -1069573 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1069744.375000 Penalty: 4521.932129 Iteration 6Q: 3 clusters Score -1069744 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1069928.500000 Penalty: 4521.932129 Iteration 7Q: 3 clusters Score -1069928 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -1070118.000000 Penalty: 4521.932129 Iteration 8Q: 3 clusters Score -1070118 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -1070298.375000 Penalty: 4521.932129 Iteration 9Q: 3 clusters Score -1070298 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1070471.250000 Penalty: 4521.932129 Iteration 10Q: 3 clusters Score -1070471 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -1070631.375000 Penalty: 4521.932129 Iteration 11Q: 3 clusters Score -1070631 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1070798.375000 Penalty: 4521.932129 Iteration 12Q: 3 clusters Score -1070798 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1070934.375000 Penalty: 4521.932129 Iteration 13Q: 3 clusters Score -1070934 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1071055.875000 Penalty: 4521.932129 Iteration 14Q: 3 clusters Score -1071056 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1071159.875000 Penalty: 4521.932129 Iteration 15Q: 3 clusters Score -1071160 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1071257.125000 Penalty: 4521.932129 Iteration 16Q: 3 clusters Score -1071257 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1071341.000000 Penalty: 4521.932129 Iteration 17Q: 3 clusters Score -1071341 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1071409.625000 Penalty: 4521.932129 Iteration 18Q: 3 clusters Score -1071410 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1071598.375000 Penalty: 4521.932129 Iteration 27Q: 3 clusters Score -1071598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1071612.625000 Penalty: 4521.932129 Iteration 28Q: 3 clusters Score -1071613 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1071617.375000 Penalty: 4521.932129 Iteration 29Q: 3 clusters Score -1071617 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1071620.250000 Penalty: 4521.932129 Iteration 30Q: 3 clusters Score -1071620 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1071625.125000 Penalty: 4521.932129 Iteration 31Q: 3 clusters Score -1071625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -1071627.375000 Penalty: 4521.932129 Iteration 32Q: 3 clusters Score -1071627 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -1071627.500000 Penalty: 4521.932129 Iteration 33Q: 3 clusters Score -1071628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1071629.000000 Penalty: 4521.932129 Iteration 34Q: 3 clusters Score -1071629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1071629.000000 Penalty: 4521.932129 Iteration 35Q: 3 clusters Score -1071629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1071629.000000 Penalty: 4521.932129 Iteration 36F: 3 clusters Score -1071629 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (43494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43494 members Entering Unmasked Estep Score: -5379382.000000 Penalty: 2648.733643 Iteration 0F: 2 clusters Score -5379382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21870 members Mstep: Class 2 contains 21624 members Entering Unmasked Estep Score: -5349975.000000 Penalty: 5297.467285 Iteration 0F: 3 clusters Score -5349975 nChanged 19980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22598 members Mstep: Class 2 contains 20896 members Entering Unmasked Estep Score: -5360965.500000 Penalty: 5297.467285 Iteration 1F: 3 clusters Score -5360966 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23131 members Mstep: Class 2 contains 20363 members Entering Unmasked Estep Score: -5361620.000000 Penalty: 5297.467285 Iteration 2Q: 3 clusters Score -5361620 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24004 members Mstep: Class 2 contains 19490 members Entering Unmasked Estep Score: -5362425.500000 Penalty: 5297.467285 Iteration 3Q: 3 clusters Score -5362426 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25284 members Mstep: Class 2 contains 18210 members Entering Unmasked Estep Score: -5363497.000000 Penalty: 5297.467285 Iteration 4F: 3 clusters Score -5363497 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27052 members Mstep: Class 2 contains 16442 members Entering Unmasked Estep Score: -5365038.000000 Penalty: 5297.467285 Iteration 5F: 3 clusters Score -5365038 nChanged 2972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29230 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -5367003.000000 Penalty: 5297.467285 Iteration 6F: 3 clusters Score -5367003 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31682 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -5369195.000000 Penalty: 5297.467285 Iteration 7F: 3 clusters Score -5369195 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34037 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -5371274.500000 Penalty: 5297.467285 Iteration 8F: 3 clusters Score -5371274 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35995 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -5372918.500000 Penalty: 5297.467285 Iteration 9F: 3 clusters Score -5372918 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37627 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -5374209.500000 Penalty: 5297.467285 Iteration 10Q: 3 clusters Score -5374210 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38878 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -5375166.500000 Penalty: 5297.467285 Iteration 11Q: 3 clusters Score -5375166 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39801 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -5375811.500000 Penalty: 5297.467285 Iteration 12Q: 3 clusters Score -5375812 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40496 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -5376236.000000 Penalty: 5297.467285 Iteration 13Q: 3 clusters Score -5376236 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40975 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -5376527.000000 Penalty: 5297.467285 Iteration 14Q: 3 clusters Score -5376527 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41310 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -5376721.500000 Penalty: 5297.467285 Iteration 15Q: 3 clusters Score -5376722 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41546 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -5376838.000000 Penalty: 5297.467285 Iteration 16Q: 3 clusters Score -5376838 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41708 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -5376936.500000 Penalty: 5297.467285 Iteration 17Q: 3 clusters Score -5376936 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41861 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -5377031.000000 Penalty: 5297.467285 Iteration 18Q: 3 clusters Score -5377031 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41987 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -5377102.000000 Penalty: 5297.467285 Iteration 19Q: 3 clusters Score -5377102 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42057 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -5377138.500000 Penalty: 5297.467285 Iteration 20F: 3 clusters Score -5377138 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42103 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -5377137.500000 Penalty: 5297.467285 Iteration 21Q: 3 clusters Score -5377138 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42142 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -5377135.000000 Penalty: 5297.467285 Iteration 22Q: 3 clusters Score -5377135 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42181 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -5377155.000000 Penalty: 5297.467285 Iteration 23Q: 3 clusters Score -5377155 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42214 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -5377165.000000 Penalty: 5297.467285 Iteration 24Q: 3 clusters Score -5377165 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42235 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -5377174.500000 Penalty: 5297.467285 Iteration 25Q: 3 clusters Score -5377174 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42248 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -5377179.000000 Penalty: 5297.467285 Iteration 26Q: 3 clusters Score -5377179 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42264 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -5377178.000000 Penalty: 5297.467285 Iteration 27Q: 3 clusters Score -5377178 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42268 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -5377174.500000 Penalty: 5297.467285 Iteration 28Q: 3 clusters Score -5377174 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42280 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -5377177.000000 Penalty: 5297.467285 Iteration 29Q: 3 clusters Score -5377177 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42285 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -5377181.500000 Penalty: 5297.467285 Iteration 30Q: 3 clusters Score -5377182 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42291 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -5377188.500000 Penalty: 5297.467285 Iteration 31Q: 3 clusters Score -5377188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42299 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -5377188.500000 Penalty: 5297.467285 Iteration 32Q: 3 clusters Score -5377188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42306 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -5377187.500000 Penalty: 5297.467285 Iteration 33Q: 3 clusters Score -5377188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42312 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -5377189.000000 Penalty: 5297.467285 Iteration 34Q: 3 clusters Score -5377189 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42318 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -5377189.000000 Penalty: 5297.467285 Iteration 35Q: 3 clusters Score -5377189 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42323 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -5377195.000000 Penalty: 5297.467285 Iteration 36Q: 3 clusters Score -5377195 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42331 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -5377196.000000 Penalty: 5297.467285 Iteration 37Q: 3 clusters Score -5377196 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42333 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -5377208.500000 Penalty: 5297.467285 Iteration 38Q: 3 clusters Score -5377208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42341 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -5377208.500000 Penalty: 5297.467285 Iteration 39Q: 3 clusters Score -5377208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42344 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -5377201.000000 Penalty: 5297.467285 Iteration 40F: 3 clusters Score -5377201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42346 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -5377206.000000 Penalty: 5297.467285 Iteration 41Q: 3 clusters Score -5377206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42346 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -5377206.500000 Penalty: 5297.467285 Iteration 42Q: 3 clusters Score -5377206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42350 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -5377206.500000 Penalty: 5297.467285 Iteration 43Q: 3 clusters Score -5377206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42353 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -5377209.000000 Penalty: 5297.467285 Iteration 44Q: 3 clusters Score -5377209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42357 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -5377208.000000 Penalty: 5297.467285 Iteration 45Q: 3 clusters Score -5377208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42360 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -5377212.500000 Penalty: 5297.467285 Iteration 46Q: 3 clusters Score -5377212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42367 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -5377217.500000 Penalty: 5297.467285 Iteration 47Q: 3 clusters Score -5377218 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42368 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -5377211.500000 Penalty: 5297.467285 Iteration 48Q: 3 clusters Score -5377212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42373 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -5377221.000000 Penalty: 5297.467285 Iteration 49Q: 3 clusters Score -5377221 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42379 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -5377224.500000 Penalty: 5297.467285 Iteration 50Q: 3 clusters Score -5377224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42382 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -5377226.500000 Penalty: 5297.467285 Iteration 51Q: 3 clusters Score -5377226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42386 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -5377226.000000 Penalty: 5297.467285 Iteration 52Q: 3 clusters Score -5377226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42387 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -5377224.000000 Penalty: 5297.467285 Iteration 53Q: 3 clusters Score -5377224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42389 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -5377233.500000 Penalty: 5297.467285 Iteration 54Q: 3 clusters Score -5377234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42392 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -5377227.500000 Penalty: 5297.467285 Iteration 55Q: 3 clusters Score -5377228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42395 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -5377223.500000 Penalty: 5297.467285 Iteration 56Q: 3 clusters Score -5377224 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42399 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -5377224.500000 Penalty: 5297.467285 Iteration 57Q: 3 clusters Score -5377224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42403 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -5377225.500000 Penalty: 5297.467285 Iteration 58Q: 3 clusters Score -5377226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42406 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -5377230.000000 Penalty: 5297.467285 Iteration 59Q: 3 clusters Score -5377230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42408 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -5377229.000000 Penalty: 5297.467285 Iteration 60F: 3 clusters Score -5377229 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42410 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -5377228.000000 Penalty: 5297.467285 Iteration 61Q: 3 clusters Score -5377228 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42411 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -5377231.500000 Penalty: 5297.467285 Iteration 62Q: 3 clusters Score -5377232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42413 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -5377232.000000 Penalty: 5297.467285 Iteration 63Q: 3 clusters Score -5377232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42412 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -5377233.000000 Penalty: 5297.467285 Iteration 64Q: 3 clusters Score -5377233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42412 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -5377233.000000 Penalty: 5297.467285 Iteration 65F: 3 clusters Score -5377233 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (39933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39933 members Entering Unmasked Estep Score: -4934429.500000 Penalty: 2627.549561 Iteration 0F: 2 clusters Score -4934430 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 20099 members Entering Unmasked Estep Score: -4907322.500000 Penalty: 5255.099121 Iteration 0F: 3 clusters Score -4907322 nChanged 18176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 21015 members Entering Unmasked Estep Score: -4917292.500000 Penalty: 5255.099121 Iteration 1F: 3 clusters Score -4917292 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18277 members Mstep: Class 2 contains 21656 members Entering Unmasked Estep Score: -4917885.500000 Penalty: 5255.099121 Iteration 2Q: 3 clusters Score -4917886 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 22565 members Entering Unmasked Estep Score: -4918471.500000 Penalty: 5255.099121 Iteration 3Q: 3 clusters Score -4918472 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16090 members Mstep: Class 2 contains 23843 members Entering Unmasked Estep Score: -4919231.500000 Penalty: 5255.099121 Iteration 4Q: 3 clusters Score -4919232 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14374 members Mstep: Class 2 contains 25559 members Entering Unmasked Estep Score: -4920245.500000 Penalty: 5255.099121 Iteration 5F: 3 clusters Score -4920246 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 27810 members Entering Unmasked Estep Score: -4921787.500000 Penalty: 5255.099121 Iteration 6F: 3 clusters Score -4921788 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 30532 members Entering Unmasked Estep Score: -4923901.500000 Penalty: 5255.099121 Iteration 7F: 3 clusters Score -4923902 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 33398 members Entering Unmasked Estep Score: -4926513.500000 Penalty: 5255.099121 Iteration 8F: 3 clusters Score -4926514 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 35935 members Entering Unmasked Estep Score: -4928918.000000 Penalty: 5255.099121 Iteration 9F: 3 clusters Score -4928918 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 37536 members Entering Unmasked Estep Score: -4930487.500000 Penalty: 5255.099121 Iteration 10Q: 3 clusters Score -4930488 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 38370 members Entering Unmasked Estep Score: -4931256.000000 Penalty: 5255.099121 Iteration 11Q: 3 clusters Score -4931256 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 38765 members Entering Unmasked Estep Score: -4931648.000000 Penalty: 5255.099121 Iteration 12Q: 3 clusters Score -4931648 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 39001 members Entering Unmasked Estep Score: -4931868.000000 Penalty: 5255.099121 Iteration 13Q: 3 clusters Score -4931868 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 39132 members Entering Unmasked Estep Score: -4932001.500000 Penalty: 5255.099121 Iteration 14Q: 3 clusters Score -4932002 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 39225 members Entering Unmasked Estep Score: -4932117.500000 Penalty: 5255.099121 Iteration 15Q: 3 clusters Score -4932118 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 39280 members Entering Unmasked Estep Score: -4932225.500000 Penalty: 5255.099121 Iteration 16Q: 3 clusters Score -4932226 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 39319 members Entering Unmasked Estep Score: -4932281.000000 Penalty: 5255.099121 Iteration 17Q: 3 clusters Score -4932281 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 39341 members Entering Unmasked Estep Score: -4932330.000000 Penalty: 5255.099121 Iteration 18Q: 3 clusters Score -4932330 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 39352 members Entering Unmasked Estep Score: -4932354.000000 Penalty: 5255.099121 Iteration 19Q: 3 clusters Score -4932354 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 39356 members Entering Unmasked Estep Score: -4932352.500000 Penalty: 5255.099121 Iteration 20F: 3 clusters Score -4932352 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 39362 members Entering Unmasked Estep Score: -4932374.000000 Penalty: 5255.099121 Iteration 21Q: 3 clusters Score -4932374 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 39370 members Entering Unmasked Estep Score: -4932373.500000 Penalty: 5255.099121 Iteration 22Q: 3 clusters Score -4932374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 39371 members Entering Unmasked Estep Score: -4932382.000000 Penalty: 5255.099121 Iteration 23Q: 3 clusters Score -4932382 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 39373 members Entering Unmasked Estep Score: -4932390.500000 Penalty: 5255.099121 Iteration 24Q: 3 clusters Score -4932390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 39374 members Entering Unmasked Estep Score: -4932389.000000 Penalty: 5255.099121 Iteration 25Q: 3 clusters Score -4932389 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 39374 members Entering Unmasked Estep Score: -4932394.500000 Penalty: 5255.099121 Iteration 26Q: 3 clusters Score -4932394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 39377 members Entering Unmasked Estep Score: -4932400.000000 Penalty: 5255.099121 Iteration 27Q: 3 clusters Score -4932400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 39378 members Entering Unmasked Estep Score: -4932407.000000 Penalty: 5255.099121 Iteration 28Q: 3 clusters Score -4932407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 39380 members Entering Unmasked Estep Score: -4932409.500000 Penalty: 5255.099121 Iteration 29Q: 3 clusters Score -4932410 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 39381 members Entering Unmasked Estep Score: -4932422.500000 Penalty: 5255.099121 Iteration 30Q: 3 clusters Score -4932422 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 39384 members Entering Unmasked Estep Score: -4932426.500000 Penalty: 5255.099121 Iteration 31Q: 3 clusters Score -4932426 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 39385 members Entering Unmasked Estep Score: -4932434.000000 Penalty: 5255.099121 Iteration 32Q: 3 clusters Score -4932434 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -4932434.500000 Penalty: 5255.099121 Iteration 33Q: 3 clusters Score -4932434 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -4932434.500000 Penalty: 5255.099121 Iteration 34F: 3 clusters Score -4932434 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Entering Unmasked Estep Score: -766833.125000 Penalty: 2175.607422 Iteration 0F: 2 clusters Score -766833.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -761362.562500 Penalty: 4351.214844 Iteration 0F: 3 clusters Score -761362.6 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -762717.312500 Penalty: 4351.214844 Iteration 1F: 3 clusters Score -762717.3 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -762959.500000 Penalty: 4351.214844 Iteration 2F: 3 clusters Score -762959.5 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -763121.312500 Penalty: 4351.214844 Iteration 3F: 3 clusters Score -763121.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -763214.937500 Penalty: 4351.214844 Iteration 4Q: 3 clusters Score -763214.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -763293.687500 Penalty: 4351.214844 Iteration 5Q: 3 clusters Score -763293.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -763373.437500 Penalty: 4351.214844 Iteration 6Q: 3 clusters Score -763373.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -763438.375000 Penalty: 4351.214844 Iteration 7Q: 3 clusters Score -763438.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -763513.750000 Penalty: 4351.214844 Iteration 8Q: 3 clusters Score -763513.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -763596.375000 Penalty: 4351.214844 Iteration 9Q: 3 clusters Score -763596.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -763684.812500 Penalty: 4351.214844 Iteration 10Q: 3 clusters Score -763684.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -763795.250000 Penalty: 4351.214844 Iteration 11Q: 3 clusters Score -763795.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -763903.187500 Penalty: 4351.214844 Iteration 12Q: 3 clusters Score -763903.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -764009.187500 Penalty: 4351.214844 Iteration 13Q: 3 clusters Score -764009.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -764123.750000 Penalty: 4351.214844 Iteration 14Q: 3 clusters Score -764123.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -764240.812500 Penalty: 4351.214844 Iteration 15Q: 3 clusters Score -764240.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -764352.500000 Penalty: 4351.214844 Iteration 16Q: 3 clusters Score -764352.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -764450.437500 Penalty: 4351.214844 Iteration 17Q: 3 clusters Score -764450.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -764568.500000 Penalty: 4351.214844 Iteration 18Q: 3 clusters Score -764568.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -764687.500000 Penalty: 4351.214844 Iteration 19Q: 3 clusters Score -764687.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -764798.000000 Penalty: 4351.214844 Iteration 20F: 3 clusters Score -764798 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -764876.562500 Penalty: 4351.214844 Iteration 21Q: 3 clusters Score -764876.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -764940.500000 Penalty: 4351.214844 Iteration 22Q: 3 clusters Score -764940.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -764976.562500 Penalty: 4351.214844 Iteration 23Q: 3 clusters Score -764976.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -765001.437500 Penalty: 4351.214844 Iteration 24Q: 3 clusters Score -765001.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -765020.125000 Penalty: 4351.214844 Iteration 25Q: 3 clusters Score -765020.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -765037.625000 Penalty: 4351.214844 Iteration 26Q: 3 clusters Score -765037.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -765052.562500 Penalty: 4351.214844 Iteration 27Q: 3 clusters Score -765052.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -765060.375000 Penalty: 4351.214844 Iteration 28Q: 3 clusters Score -765060.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -765066.125000 Penalty: 4351.214844 Iteration 29Q: 3 clusters Score -765066.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -765074.625000 Penalty: 4351.214844 Iteration 30Q: 3 clusters Score -765074.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -765083.500000 Penalty: 4351.214844 Iteration 31Q: 3 clusters Score -765083.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -765089.375000 Penalty: 4351.214844 Iteration 32Q: 3 clusters Score -765089.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -765098.437500 Penalty: 4351.214844 Iteration 33Q: 3 clusters Score -765098.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -765103.125000 Penalty: 4351.214844 Iteration 34Q: 3 clusters Score -765103.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -765110.625000 Penalty: 4351.214844 Iteration 35Q: 3 clusters Score -765110.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -765115.875000 Penalty: 4351.214844 Iteration 36Q: 3 clusters Score -765115.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -765121.000000 Penalty: 4351.214844 Iteration 37Q: 3 clusters Score -765121 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -765124.625000 Penalty: 4351.214844 Iteration 38Q: 3 clusters Score -765124.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -765129.562500 Penalty: 4351.214844 Iteration 39Q: 3 clusters Score -765129.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -765132.875000 Penalty: 4351.214844 Iteration 40F: 3 clusters Score -765132.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -765135.187500 Penalty: 4351.214844 Iteration 41Q: 3 clusters Score -765135.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -765137.125000 Penalty: 4351.214844 Iteration 42Q: 3 clusters Score -765137.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -765138.250000 Penalty: 4351.214844 Iteration 43Q: 3 clusters Score -765138.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -765140.000000 Penalty: 4351.214844 Iteration 44Q: 3 clusters Score -765140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -765139.500000 Penalty: 4351.214844 Iteration 45Q: 3 clusters Score -765139.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -765140.687500 Penalty: 4351.214844 Iteration 46Q: 3 clusters Score -765140.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -765140.687500 Penalty: 4351.214844 Iteration 47F: 3 clusters Score -765140.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -87196.890625 Penalty: 1648.948120 Iteration 0F: 2 clusters Score -87196.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -85519.539062 Penalty: 3297.896240 Iteration 0F: 3 clusters Score -85519.54 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -85882.156250 Penalty: 3297.896240 Iteration 1F: 3 clusters Score -85882.16 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -86189.789062 Penalty: 3297.896240 Iteration 2F: 3 clusters Score -86189.79 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -86626.062500 Penalty: 3297.896240 Iteration 3F: 3 clusters Score -86626.06 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -87044.828125 Penalty: 3297.896240 Iteration 4F: 3 clusters Score -87044.83 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -87323.625000 Penalty: 3297.896240 Iteration 5F: 3 clusters Score -87323.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -87690.609375 Penalty: 3297.896240 Iteration 6Q: 3 clusters Score -87690.61 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -88295.125000 Penalty: 3297.896240 Iteration 7Q: 3 clusters Score -88295.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -88330.640625 Penalty: 3297.896240 Iteration 8Q: 3 clusters Score -88330.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -88339.945312 Penalty: 3297.896240 Iteration 9Q: 3 clusters Score -88339.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -88339.945312 Penalty: 3297.896240 Iteration 10F: 3 clusters Score -88339.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17941 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12896 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6455 members Mstep: Class 16 contains 275 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1660 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 497 members Entering Unmasked Estep Score: -52020556.000000 Penalty: 67587.437500 Splitting cluster 16 changes total score from -52020984.000000 to -52020556.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (7289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Entering Unmasked Estep Score: -850932.875000 Penalty: 2205.741943 Iteration 0F: 2 clusters Score -850932.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -844951.187500 Penalty: 4411.483887 Iteration 0F: 3 clusters Score -844951.2 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -846560.125000 Penalty: 4411.483887 Iteration 1F: 3 clusters Score -846560.1 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -846840.687500 Penalty: 4411.483887 Iteration 2F: 3 clusters Score -846840.7 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -847040.437500 Penalty: 4411.483887 Iteration 3F: 3 clusters Score -847040.4 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -847187.812500 Penalty: 4411.483887 Iteration 4Q: 3 clusters Score -847187.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -847329.000000 Penalty: 4411.483887 Iteration 5Q: 3 clusters Score -847329 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -847479.000000 Penalty: 4411.483887 Iteration 6Q: 3 clusters Score -847479 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -847628.250000 Penalty: 4411.483887 Iteration 7Q: 3 clusters Score -847628.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -847791.250000 Penalty: 4411.483887 Iteration 8Q: 3 clusters Score -847791.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -847976.562500 Penalty: 4411.483887 Iteration 9Q: 3 clusters Score -847976.6 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -848181.437500 Penalty: 4411.483887 Iteration 10Q: 3 clusters Score -848181.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -848375.750000 Penalty: 4411.483887 Iteration 11Q: 3 clusters Score -848375.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -848531.875000 Penalty: 4411.483887 Iteration 12Q: 3 clusters Score -848531.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -848634.625000 Penalty: 4411.483887 Iteration 13Q: 3 clusters Score -848634.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -848740.875000 Penalty: 4411.483887 Iteration 14Q: 3 clusters Score -848740.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -848851.687500 Penalty: 4411.483887 Iteration 15Q: 3 clusters Score -848851.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -848929.687500 Penalty: 4411.483887 Iteration 16Q: 3 clusters Score -848929.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -848997.312500 Penalty: 4411.483887 Iteration 17Q: 3 clusters Score -848997.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -849050.875000 Penalty: 4411.483887 Iteration 18Q: 3 clusters Score -849050.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -849101.937500 Penalty: 4411.483887 Iteration 19Q: 3 clusters Score -849101.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -849139.500000 Penalty: 4411.483887 Iteration 20F: 3 clusters Score -849139.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -849177.562500 Penalty: 4411.483887 Iteration 21Q: 3 clusters Score -849177.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -849202.250000 Penalty: 4411.483887 Iteration 22Q: 3 clusters Score -849202.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -849215.437500 Penalty: 4411.483887 Iteration 23Q: 3 clusters Score -849215.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -849223.562500 Penalty: 4411.483887 Iteration 24Q: 3 clusters Score -849223.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -849235.812500 Penalty: 4411.483887 Iteration 25Q: 3 clusters Score -849235.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -849244.062500 Penalty: 4411.483887 Iteration 26Q: 3 clusters Score -849244.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -849252.687500 Penalty: 4411.483887 Iteration 27Q: 3 clusters Score -849252.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -849262.375000 Penalty: 4411.483887 Iteration 28Q: 3 clusters Score -849262.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -849267.750000 Penalty: 4411.483887 Iteration 29Q: 3 clusters Score -849267.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -849273.437500 Penalty: 4411.483887 Iteration 30Q: 3 clusters Score -849273.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -849276.812500 Penalty: 4411.483887 Iteration 31Q: 3 clusters Score -849276.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -849280.250000 Penalty: 4411.483887 Iteration 32Q: 3 clusters Score -849280.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -849285.437500 Penalty: 4411.483887 Iteration 33Q: 3 clusters Score -849285.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -849288.000000 Penalty: 4411.483887 Iteration 34Q: 3 clusters Score -849288 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -849297.562500 Penalty: 4411.483887 Iteration 35Q: 3 clusters Score -849297.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -849300.062500 Penalty: 4411.483887 Iteration 36Q: 3 clusters Score -849300.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -849303.937500 Penalty: 4411.483887 Iteration 37Q: 3 clusters Score -849303.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -849308.375000 Penalty: 4411.483887 Iteration 38Q: 3 clusters Score -849308.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -849310.187500 Penalty: 4411.483887 Iteration 39Q: 3 clusters Score -849310.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -849311.437500 Penalty: 4411.483887 Iteration 40F: 3 clusters Score -849311.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -849311.062500 Penalty: 4411.483887 Iteration 41Q: 3 clusters Score -849311.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -849314.562500 Penalty: 4411.483887 Iteration 42Q: 3 clusters Score -849314.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -849315.812500 Penalty: 4411.483887 Iteration 43Q: 3 clusters Score -849315.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -849315.812500 Penalty: 4411.483887 Iteration 44Q: 3 clusters Score -849315.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -849315.812500 Penalty: 4411.483887 Iteration 45Q: 3 clusters Score -849315.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -849317.125000 Penalty: 4411.483887 Iteration 46Q: 3 clusters Score -849317.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -849317.125000 Penalty: 4411.483887 Iteration 47F: 3 clusters Score -849317.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -183102.031250 Penalty: 1838.814087 Iteration 0F: 2 clusters Score -183102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -180656.937500 Penalty: 3677.628174 Iteration 0F: 3 clusters Score -180656.9 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -181074.375000 Penalty: 3677.628174 Iteration 1F: 3 clusters Score -181074.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -181255.812500 Penalty: 3677.628174 Iteration 2F: 3 clusters Score -181255.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -181384.671875 Penalty: 3677.628174 Iteration 3F: 3 clusters Score -181384.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -181515.218750 Penalty: 3677.628174 Iteration 4Q: 3 clusters Score -181515.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -181657.421875 Penalty: 3677.628174 Iteration 5Q: 3 clusters Score -181657.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -181827.703125 Penalty: 3677.628174 Iteration 6Q: 3 clusters Score -181827.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -181966.187500 Penalty: 3677.628174 Iteration 7Q: 3 clusters Score -181966.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -182052.968750 Penalty: 3677.628174 Iteration 8Q: 3 clusters Score -182053 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -182133.031250 Penalty: 3677.628174 Iteration 9Q: 3 clusters Score -182133 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -182202.031250 Penalty: 3677.628174 Iteration 10Q: 3 clusters Score -182202 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -182265.625000 Penalty: 3677.628174 Iteration 11Q: 3 clusters Score -182265.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -182306.500000 Penalty: 3677.628174 Iteration 12Q: 3 clusters Score -182306.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -182327.234375 Penalty: 3677.628174 Iteration 13Q: 3 clusters Score -182327.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -182345.156250 Penalty: 3677.628174 Iteration 14Q: 3 clusters Score -182345.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -182359.875000 Penalty: 3677.628174 Iteration 15Q: 3 clusters Score -182359.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -182369.593750 Penalty: 3677.628174 Iteration 16Q: 3 clusters Score -182369.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -182375.718750 Penalty: 3677.628174 Iteration 17Q: 3 clusters Score -182375.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -182380.546875 Penalty: 3677.628174 Iteration 18Q: 3 clusters Score -182380.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -182383.390625 Penalty: 3677.628174 Iteration 19Q: 3 clusters Score -182383.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -182384.000000 Penalty: 3677.628174 Iteration 20F: 3 clusters Score -182384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -182385.625000 Penalty: 3677.628174 Iteration 21Q: 3 clusters Score -182385.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -182387.625000 Penalty: 3677.628174 Iteration 22Q: 3 clusters Score -182387.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -182387.625000 Penalty: 3677.628174 Iteration 23F: 3 clusters Score -182387.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Entering Unmasked Estep Score: -545157.250000 Penalty: 2094.586182 Iteration 0F: 2 clusters Score -545157.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -540894.625000 Penalty: 4189.172363 Iteration 0F: 3 clusters Score -540894.6 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -541897.187500 Penalty: 4189.172363 Iteration 1F: 3 clusters Score -541897.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -542101.250000 Penalty: 4189.172363 Iteration 2F: 3 clusters Score -542101.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -542211.125000 Penalty: 4189.172363 Iteration 3Q: 3 clusters Score -542211.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -542286.062500 Penalty: 4189.172363 Iteration 4Q: 3 clusters Score -542286.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -542328.750000 Penalty: 4189.172363 Iteration 5Q: 3 clusters Score -542328.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -542361.937500 Penalty: 4189.172363 Iteration 6Q: 3 clusters Score -542361.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -542394.437500 Penalty: 4189.172363 Iteration 7Q: 3 clusters Score -542394.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -542422.000000 Penalty: 4189.172363 Iteration 8Q: 3 clusters Score -542422 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -542448.250000 Penalty: 4189.172363 Iteration 9Q: 3 clusters Score -542448.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -542468.062500 Penalty: 4189.172363 Iteration 10Q: 3 clusters Score -542468.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -542485.187500 Penalty: 4189.172363 Iteration 11Q: 3 clusters Score -542485.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -542507.125000 Penalty: 4189.172363 Iteration 12Q: 3 clusters Score -542507.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -542531.062500 Penalty: 4189.172363 Iteration 13Q: 3 clusters Score -542531.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -542561.000000 Penalty: 4189.172363 Iteration 14Q: 3 clusters Score -542561 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -542587.312500 Penalty: 4189.172363 Iteration 15Q: 3 clusters Score -542587.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -542613.687500 Penalty: 4189.172363 Iteration 16Q: 3 clusters Score -542613.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -542646.937500 Penalty: 4189.172363 Iteration 17Q: 3 clusters Score -542646.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -542678.437500 Penalty: 4189.172363 Iteration 18Q: 3 clusters Score -542678.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -542717.250000 Penalty: 4189.172363 Iteration 19Q: 3 clusters Score -542717.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -542771.437500 Penalty: 4189.172363 Iteration 20F: 3 clusters Score -542771.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -542827.250000 Penalty: 4189.172363 Iteration 21Q: 3 clusters Score -542827.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -542883.125000 Penalty: 4189.172363 Iteration 22Q: 3 clusters Score -542883.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -542944.625000 Penalty: 4189.172363 Iteration 23Q: 3 clusters Score -542944.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -543003.812500 Penalty: 4189.172363 Iteration 24Q: 3 clusters Score -543003.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -543056.187500 Penalty: 4189.172363 Iteration 25Q: 3 clusters Score -543056.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -543102.500000 Penalty: 4189.172363 Iteration 26Q: 3 clusters Score -543102.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -543144.687500 Penalty: 4189.172363 Iteration 27Q: 3 clusters Score -543144.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -543195.187500 Penalty: 4189.172363 Iteration 28Q: 3 clusters Score -543195.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -543239.687500 Penalty: 4189.172363 Iteration 29Q: 3 clusters Score -543239.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -543280.375000 Penalty: 4189.172363 Iteration 30Q: 3 clusters Score -543280.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -543313.062500 Penalty: 4189.172363 Iteration 31Q: 3 clusters Score -543313.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -543349.562500 Penalty: 4189.172363 Iteration 32Q: 3 clusters Score -543349.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -543384.375000 Penalty: 4189.172363 Iteration 33Q: 3 clusters Score -543384.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -543411.937500 Penalty: 4189.172363 Iteration 34Q: 3 clusters Score -543411.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -543430.875000 Penalty: 4189.172363 Iteration 35Q: 3 clusters Score -543430.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -543449.250000 Penalty: 4189.172363 Iteration 36Q: 3 clusters Score -543449.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -543457.250000 Penalty: 4189.172363 Iteration 37Q: 3 clusters Score -543457.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -543468.500000 Penalty: 4189.172363 Iteration 38Q: 3 clusters Score -543468.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -543476.437500 Penalty: 4189.172363 Iteration 39Q: 3 clusters Score -543476.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -543480.375000 Penalty: 4189.172363 Iteration 40F: 3 clusters Score -543480.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -543485.437500 Penalty: 4189.172363 Iteration 41Q: 3 clusters Score -543485.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -543490.937500 Penalty: 4189.172363 Iteration 42Q: 3 clusters Score -543490.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -543493.375000 Penalty: 4189.172363 Iteration 43Q: 3 clusters Score -543493.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -543498.062500 Penalty: 4189.172363 Iteration 44Q: 3 clusters Score -543498.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -543500.875000 Penalty: 4189.172363 Iteration 45Q: 3 clusters Score -543500.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -543503.812500 Penalty: 4189.172363 Iteration 46Q: 3 clusters Score -543503.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -543506.875000 Penalty: 4189.172363 Iteration 47Q: 3 clusters Score -543506.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -543509.562500 Penalty: 4189.172363 Iteration 48Q: 3 clusters Score -543509.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -543511.250000 Penalty: 4189.172363 Iteration 49Q: 3 clusters Score -543511.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -543511.250000 Penalty: 4189.172363 Iteration 50F: 3 clusters Score -543511.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -28928.675781 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -28928.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -27708.746094 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -27708.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -27783.023438 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -27783.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -27799.808594 Penalty: 2742.596680 Iteration 2Q: 3 clusters Score -27799.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -27807.158203 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -27807.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -27811.136719 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -27811.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -27811.136719 Penalty: 2742.596680 Iteration 5F: 3 clusters Score -27811.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19737 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24948 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17941 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12896 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6455 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1660 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021008.000000 Penalty: 64368.992188 Iteration 119Q: 21 clusters Score -5.202101e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19739 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5935 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24947 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17940 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71551 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9105 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39933 members Mstep: Class 15 contains 6461 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1657 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021012.000000 Penalty: 64368.992188 Iteration 120F: 21 clusters Score -5.202101e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24946 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71550 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9106 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6466 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1655 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021048.000000 Penalty: 64368.992188 Iteration 121Q: 21 clusters Score -5.202105e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24944 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17936 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71549 members Mstep: Class 11 contains 12898 members Mstep: Class 12 contains 9106 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6470 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021032.000000 Penalty: 64368.992188 Iteration 122Q: 21 clusters Score -5.202103e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154060 members Mstep: Class 5 contains 24943 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71548 members Mstep: Class 11 contains 12898 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6473 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021036.000000 Penalty: 64368.992188 Iteration 123Q: 21 clusters Score -5.202104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154058 members Mstep: Class 5 contains 24943 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17939 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12898 members Mstep: Class 12 contains 9108 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6475 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021064.000000 Penalty: 64368.992188 Iteration 124Q: 21 clusters Score -5.202106e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154059 members Mstep: Class 5 contains 24943 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17939 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71546 members Mstep: Class 11 contains 12898 members Mstep: Class 12 contains 9109 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6474 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021036.000000 Penalty: 64368.992188 Iteration 125Q: 21 clusters Score -5.202104e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154059 members Mstep: Class 5 contains 24943 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71546 members Mstep: Class 11 contains 12898 members Mstep: Class 12 contains 9111 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6473 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021028.000000 Penalty: 64368.992188 Iteration 126Q: 21 clusters Score -5.202103e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154061 members Mstep: Class 5 contains 24942 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17939 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71546 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9109 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6474 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021060.000000 Penalty: 64368.992188 Iteration 127Q: 21 clusters Score -5.202106e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19742 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154063 members Mstep: Class 5 contains 24942 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17938 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71545 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9107 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39931 members Mstep: Class 15 contains 6476 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021040.000000 Penalty: 64368.992188 Iteration 128Q: 21 clusters Score -5.202104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154065 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17937 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71545 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9105 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39932 members Mstep: Class 15 contains 6477 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1651 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020984.000000 Penalty: 64368.992188 Iteration 129Q: 21 clusters Score -5.202098e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154064 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17936 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9105 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39935 members Mstep: Class 15 contains 6477 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1651 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 130Q: 21 clusters Score -5.202098e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19742 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154064 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17936 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71545 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9105 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6477 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1650 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020992.000000 Penalty: 64368.992188 Iteration 131Q: 21 clusters Score -5.202099e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154064 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17935 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71545 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9105 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6478 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1649 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 132Q: 21 clusters Score -5.202098e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17935 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9104 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6482 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1649 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020984.000000 Penalty: 64368.992188 Iteration 133Q: 21 clusters Score -5.202098e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19744 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17934 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9103 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6483 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1649 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020984.000000 Penalty: 64368.992188 Iteration 134Q: 21 clusters Score -5.202098e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24941 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17933 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9101 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6485 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7288 members Mstep: Class 18 contains 1649 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020972.000000 Penalty: 64368.992188 Iteration 135Q: 21 clusters Score -5.202097e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19746 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5933 members Mstep: Class 4 contains 154063 members Mstep: Class 5 contains 24940 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17933 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9100 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6488 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7287 members Mstep: Class 18 contains 1648 members Mstep: Class 19 contains 4656 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020972.000000 Penalty: 64368.992188 Iteration 136Q: 21 clusters Score -5.202097e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154063 members Mstep: Class 5 contains 24940 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17933 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9099 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6491 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7286 members Mstep: Class 18 contains 1646 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020976.000000 Penalty: 64368.992188 Iteration 137Q: 21 clusters Score -5.202098e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19746 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154063 members Mstep: Class 5 contains 24939 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17933 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6493 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7286 members Mstep: Class 18 contains 1647 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020972.000000 Penalty: 64368.992188 Iteration 138Q: 21 clusters Score -5.202097e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154063 members Mstep: Class 5 contains 24937 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9095 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6494 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1649 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 139Q: 21 clusters Score -5.202099e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24934 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6494 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 140F: 21 clusters Score -5.202099e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24932 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6494 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020992.000000 Penalty: 64368.992188 Iteration 141Q: 21 clusters Score -5.202099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24931 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6494 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1655 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020996.000000 Penalty: 64368.992188 Iteration 142Q: 21 clusters Score -5.2021e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24930 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71544 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6494 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1656 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021012.000000 Penalty: 64368.992188 Iteration 143Q: 21 clusters Score -5.202101e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24929 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71545 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6494 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1656 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 144Q: 21 clusters Score -5.202099e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19750 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71546 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1653 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52021012.000000 Penalty: 64368.992188 Iteration 145Q: 21 clusters Score -5.202101e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12897 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43494 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020996.000000 Penalty: 64368.992188 Iteration 146Q: 21 clusters Score -5.2021e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12898 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43493 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020996.000000 Penalty: 64368.992188 Iteration 147Q: 21 clusters Score -5.2021e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12899 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43492 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020988.000000 Penalty: 64368.992188 Iteration 148Q: 21 clusters Score -5.202099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12900 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43491 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 149Q: 21 clusters Score -5.202098e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12901 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43490 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 150Q: 21 clusters Score -5.202098e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 151Q: 21 clusters Score -5.202098e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -52020980.000000 Penalty: 64368.992188 Iteration 152F: 21 clusters Score -5.202098e+07 nChanged 0 Entering ConstructFrom: Score: -52020980.000000 Penalty: 64368.992188 Entering ConstructFrom: Trying to split cluster 1 (19749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Entering Unmasked Estep Score: -2257871.750000 Penalty: 2452.932617 Iteration 0F: 2 clusters Score -2257872 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -2243954.250000 Penalty: 4905.865234 Iteration 0F: 3 clusters Score -2243954 nChanged 8747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -2248803.250000 Penalty: 4905.865234 Iteration 1F: 3 clusters Score -2248803 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -2249522.000000 Penalty: 4905.865234 Iteration 2F: 3 clusters Score -2249522 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -2250269.250000 Penalty: 4905.865234 Iteration 3F: 3 clusters Score -2250269 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -2250987.500000 Penalty: 4905.865234 Iteration 4F: 3 clusters Score -2250988 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -2251639.500000 Penalty: 4905.865234 Iteration 5F: 3 clusters Score -2251640 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -2252207.500000 Penalty: 4905.865234 Iteration 6F: 3 clusters Score -2252208 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -2252647.000000 Penalty: 4905.865234 Iteration 7Q: 3 clusters Score -2252647 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -2253052.500000 Penalty: 4905.865234 Iteration 8Q: 3 clusters Score -2253052 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 12431 members Entering Unmasked Estep Score: -2253466.500000 Penalty: 4905.865234 Iteration 9Q: 3 clusters Score -2253466 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 12775 members Entering Unmasked Estep Score: -2253848.000000 Penalty: 4905.865234 Iteration 10Q: 3 clusters Score -2253848 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -2254120.250000 Penalty: 4905.865234 Iteration 11Q: 3 clusters Score -2254120 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -2254334.500000 Penalty: 4905.865234 Iteration 12Q: 3 clusters Score -2254334 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -2254503.750000 Penalty: 4905.865234 Iteration 13Q: 3 clusters Score -2254504 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -2254670.000000 Penalty: 4905.865234 Iteration 14Q: 3 clusters Score -2254670 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -2254817.750000 Penalty: 4905.865234 Iteration 15Q: 3 clusters Score -2254818 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -2254929.500000 Penalty: 4905.865234 Iteration 16Q: 3 clusters Score -2254930 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -2255017.000000 Penalty: 4905.865234 Iteration 17Q: 3 clusters Score -2255017 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 14965 members Entering Unmasked Estep Score: -2255106.500000 Penalty: 4905.865234 Iteration 18Q: 3 clusters Score -2255106 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -2255181.000000 Penalty: 4905.865234 Iteration 19Q: 3 clusters Score -2255181 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 15347 members Entering Unmasked Estep Score: -2255240.750000 Penalty: 4905.865234 Iteration 20F: 3 clusters Score -2255241 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 15522 members Entering Unmasked Estep Score: -2255310.500000 Penalty: 4905.865234 Iteration 21Q: 3 clusters Score -2255310 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 15676 members Entering Unmasked Estep Score: -2255349.750000 Penalty: 4905.865234 Iteration 22Q: 3 clusters Score -2255350 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -2255405.250000 Penalty: 4905.865234 Iteration 23Q: 3 clusters Score -2255405 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 15959 members Entering Unmasked Estep Score: -2255444.250000 Penalty: 4905.865234 Iteration 24Q: 3 clusters Score -2255444 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 16099 members Entering Unmasked Estep Score: -2255496.250000 Penalty: 4905.865234 Iteration 25Q: 3 clusters Score -2255496 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -2255536.000000 Penalty: 4905.865234 Iteration 26Q: 3 clusters Score -2255536 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 16334 members Entering Unmasked Estep Score: -2255574.750000 Penalty: 4905.865234 Iteration 27Q: 3 clusters Score -2255575 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 16440 members Entering Unmasked Estep Score: -2255604.250000 Penalty: 4905.865234 Iteration 28Q: 3 clusters Score -2255604 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 16543 members Entering Unmasked Estep Score: -2255639.750000 Penalty: 4905.865234 Iteration 29Q: 3 clusters Score -2255640 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 16634 members Entering Unmasked Estep Score: -2255663.250000 Penalty: 4905.865234 Iteration 30Q: 3 clusters Score -2255663 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 16709 members Entering Unmasked Estep Score: -2255678.000000 Penalty: 4905.865234 Iteration 31Q: 3 clusters Score -2255678 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -2255698.250000 Penalty: 4905.865234 Iteration 32Q: 3 clusters Score -2255698 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 16849 members Entering Unmasked Estep Score: -2255723.250000 Penalty: 4905.865234 Iteration 33Q: 3 clusters Score -2255723 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -2255740.500000 Penalty: 4905.865234 Iteration 34Q: 3 clusters Score -2255740 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -2255762.000000 Penalty: 4905.865234 Iteration 35Q: 3 clusters Score -2255762 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 17041 members Entering Unmasked Estep Score: -2255780.750000 Penalty: 4905.865234 Iteration 36Q: 3 clusters Score -2255781 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 17094 members Entering Unmasked Estep Score: -2255791.750000 Penalty: 4905.865234 Iteration 37Q: 3 clusters Score -2255792 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 17137 members Entering Unmasked Estep Score: -2255807.250000 Penalty: 4905.865234 Iteration 38Q: 3 clusters Score -2255807 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 17187 members Entering Unmasked Estep Score: -2255822.750000 Penalty: 4905.865234 Iteration 39Q: 3 clusters Score -2255823 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 17228 members Entering Unmasked Estep Score: -2255828.500000 Penalty: 4905.865234 Iteration 40F: 3 clusters Score -2255828 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -2255831.750000 Penalty: 4905.865234 Iteration 41Q: 3 clusters Score -2255832 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 17297 members Entering Unmasked Estep Score: -2255843.250000 Penalty: 4905.865234 Iteration 42Q: 3 clusters Score -2255843 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 17337 members Entering Unmasked Estep Score: -2255861.000000 Penalty: 4905.865234 Iteration 43Q: 3 clusters Score -2255861 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 17384 members Entering Unmasked Estep Score: -2255869.250000 Penalty: 4905.865234 Iteration 44Q: 3 clusters Score -2255869 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 17427 members Entering Unmasked Estep Score: -2255884.750000 Penalty: 4905.865234 Iteration 45Q: 3 clusters Score -2255885 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 17468 members Entering Unmasked Estep Score: -2255896.000000 Penalty: 4905.865234 Iteration 46Q: 3 clusters Score -2255896 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 17508 members Entering Unmasked Estep Score: -2255902.000000 Penalty: 4905.865234 Iteration 47Q: 3 clusters Score -2255902 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 17541 members Entering Unmasked Estep Score: -2255913.250000 Penalty: 4905.865234 Iteration 48Q: 3 clusters Score -2255913 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -2255921.500000 Penalty: 4905.865234 Iteration 49Q: 3 clusters Score -2255922 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -2255921.500000 Penalty: 4905.865234 Iteration 50Q: 3 clusters Score -2255922 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 17621 members Entering Unmasked Estep Score: -2255934.500000 Penalty: 4905.865234 Iteration 51Q: 3 clusters Score -2255934 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 17647 members Entering Unmasked Estep Score: -2255947.000000 Penalty: 4905.865234 Iteration 52Q: 3 clusters Score -2255947 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -2255946.000000 Penalty: 4905.865234 Iteration 53Q: 3 clusters Score -2255946 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 17687 members Entering Unmasked Estep Score: -2255951.500000 Penalty: 4905.865234 Iteration 54Q: 3 clusters Score -2255952 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 17704 members Entering Unmasked Estep Score: -2255955.750000 Penalty: 4905.865234 Iteration 55Q: 3 clusters Score -2255956 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -2255964.500000 Penalty: 4905.865234 Iteration 56Q: 3 clusters Score -2255964 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 17724 members Entering Unmasked Estep Score: -2255968.500000 Penalty: 4905.865234 Iteration 57Q: 3 clusters Score -2255968 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -2255971.000000 Penalty: 4905.865234 Iteration 58Q: 3 clusters Score -2255971 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 17743 members Entering Unmasked Estep Score: -2255976.250000 Penalty: 4905.865234 Iteration 59Q: 3 clusters Score -2255976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 17753 members Entering Unmasked Estep Score: -2255986.500000 Penalty: 4905.865234 Iteration 60F: 3 clusters Score -2255986 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 17770 members Entering Unmasked Estep Score: -2255992.000000 Penalty: 4905.865234 Iteration 61Q: 3 clusters Score -2255992 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 17780 members Entering Unmasked Estep Score: -2255994.250000 Penalty: 4905.865234 Iteration 62Q: 3 clusters Score -2255994 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 17796 members Entering Unmasked Estep Score: -2255994.500000 Penalty: 4905.865234 Iteration 63Q: 3 clusters Score -2255994 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 17813 members Entering Unmasked Estep Score: -2255998.000000 Penalty: 4905.865234 Iteration 64Q: 3 clusters Score -2255998 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 17823 members Entering Unmasked Estep Score: -2256000.000000 Penalty: 4905.865234 Iteration 65Q: 3 clusters Score -2256000 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 17838 members Entering Unmasked Estep Score: -2256007.750000 Penalty: 4905.865234 Iteration 66Q: 3 clusters Score -2256008 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 17847 members Entering Unmasked Estep Score: -2256009.750000 Penalty: 4905.865234 Iteration 67Q: 3 clusters Score -2256010 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 17864 members Entering Unmasked Estep Score: -2256015.500000 Penalty: 4905.865234 Iteration 68Q: 3 clusters Score -2256016 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 17879 members Entering Unmasked Estep Score: -2256022.000000 Penalty: 4905.865234 Iteration 69Q: 3 clusters Score -2256022 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -2256029.500000 Penalty: 4905.865234 Iteration 70Q: 3 clusters Score -2256030 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -2256032.250000 Penalty: 4905.865234 Iteration 71Q: 3 clusters Score -2256032 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 17914 members Entering Unmasked Estep Score: -2256039.000000 Penalty: 4905.865234 Iteration 72Q: 3 clusters Score -2256039 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 17929 members Entering Unmasked Estep Score: -2256044.750000 Penalty: 4905.865234 Iteration 73Q: 3 clusters Score -2256045 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 17941 members Entering Unmasked Estep Score: -2256054.250000 Penalty: 4905.865234 Iteration 74Q: 3 clusters Score -2256054 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -2256059.750000 Penalty: 4905.865234 Iteration 75Q: 3 clusters Score -2256060 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 17969 members Entering Unmasked Estep Score: -2256070.500000 Penalty: 4905.865234 Iteration 76Q: 3 clusters Score -2256070 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 17984 members Entering Unmasked Estep Score: -2256077.750000 Penalty: 4905.865234 Iteration 77Q: 3 clusters Score -2256078 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -2256078.250000 Penalty: 4905.865234 Iteration 78Q: 3 clusters Score -2256078 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 18000 members Entering Unmasked Estep Score: -2256081.500000 Penalty: 4905.865234 Iteration 79Q: 3 clusters Score -2256082 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 18011 members Entering Unmasked Estep Score: -2256083.250000 Penalty: 4905.865234 Iteration 80F: 3 clusters Score -2256083 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 18024 members Entering Unmasked Estep Score: -2256089.750000 Penalty: 4905.865234 Iteration 81Q: 3 clusters Score -2256090 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 18036 members Entering Unmasked Estep Score: -2256095.750000 Penalty: 4905.865234 Iteration 82Q: 3 clusters Score -2256096 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 18044 members Entering Unmasked Estep Score: -2256093.750000 Penalty: 4905.865234 Iteration 83Q: 3 clusters Score -2256094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -2256102.000000 Penalty: 4905.865234 Iteration 84Q: 3 clusters Score -2256102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -2256098.500000 Penalty: 4905.865234 Iteration 85Q: 3 clusters Score -2256098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 18059 members Entering Unmasked Estep Score: -2256101.250000 Penalty: 4905.865234 Iteration 86Q: 3 clusters Score -2256101 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 18065 members Entering Unmasked Estep Score: -2256101.250000 Penalty: 4905.865234 Iteration 87Q: 3 clusters Score -2256101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 18067 members Entering Unmasked Estep Score: -2256099.000000 Penalty: 4905.865234 Iteration 88Q: 3 clusters Score -2256099 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 18074 members Entering Unmasked Estep Score: -2256095.750000 Penalty: 4905.865234 Iteration 89Q: 3 clusters Score -2256096 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 18080 members Entering Unmasked Estep Score: -2256104.000000 Penalty: 4905.865234 Iteration 90Q: 3 clusters Score -2256104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 18084 members Entering Unmasked Estep Score: -2256106.750000 Penalty: 4905.865234 Iteration 91Q: 3 clusters Score -2256107 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 18094 members Entering Unmasked Estep Score: -2256110.000000 Penalty: 4905.865234 Iteration 92Q: 3 clusters Score -2256110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 18101 members Entering Unmasked Estep Score: -2256110.500000 Penalty: 4905.865234 Iteration 93Q: 3 clusters Score -2256110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 18107 members Entering Unmasked Estep Score: -2256112.500000 Penalty: 4905.865234 Iteration 94Q: 3 clusters Score -2256112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 18108 members Entering Unmasked Estep Score: -2256112.750000 Penalty: 4905.865234 Iteration 95Q: 3 clusters Score -2256113 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 18111 members Entering Unmasked Estep Score: -2256116.000000 Penalty: 4905.865234 Iteration 96Q: 3 clusters Score -2256116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 18113 members Entering Unmasked Estep Score: -2256116.000000 Penalty: 4905.865234 Iteration 97Q: 3 clusters Score -2256116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 18115 members Entering Unmasked Estep Score: -2256112.750000 Penalty: 4905.865234 Iteration 98Q: 3 clusters Score -2256113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -2256113.250000 Penalty: 4905.865234 Iteration 99Q: 3 clusters Score -2256113 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -2256113.250000 Penalty: 4905.865234 Iteration 100F: 3 clusters Score -2256113 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Entering Unmasked Estep Score: -116694.265625 Penalty: 1747.999878 Iteration 0F: 2 clusters Score -116694.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -114785.390625 Penalty: 3495.999756 Iteration 0F: 3 clusters Score -114785.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -115840.664062 Penalty: 3495.999756 Iteration 1F: 3 clusters Score -115840.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -116516.328125 Penalty: 3495.999756 Iteration 2F: 3 clusters Score -116516.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -116866.265625 Penalty: 3495.999756 Iteration 3F: 3 clusters Score -116866.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -117212.007812 Penalty: 3495.999756 Iteration 4Q: 3 clusters Score -117212 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -117401.179688 Penalty: 3495.999756 Iteration 5Q: 3 clusters Score -117401.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -117524.226562 Penalty: 3495.999756 Iteration 6Q: 3 clusters Score -117524.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -117601.289062 Penalty: 3495.999756 Iteration 7Q: 3 clusters Score -117601.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -117633.304688 Penalty: 3495.999756 Iteration 8Q: 3 clusters Score -117633.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -117647.085938 Penalty: 3495.999756 Iteration 9Q: 3 clusters Score -117647.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -117649.382812 Penalty: 3495.999756 Iteration 10Q: 3 clusters Score -117649.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -117650.054688 Penalty: 3495.999756 Iteration 11Q: 3 clusters Score -117650.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -117650.054688 Penalty: 3495.999756 Iteration 12F: 3 clusters Score -117650.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 527 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 624 members Entering Unmasked Estep Score: -52020452.000000 Penalty: 67587.437500 Splitting cluster 2 changes total score from -52020980.000000 to -52020452.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (5934 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Entering Unmasked Estep Score: -727210.187500 Penalty: 2154.736572 Iteration 0F: 2 clusters Score -727210.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -722026.500000 Penalty: 4309.473145 Iteration 0F: 3 clusters Score -722026.5 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -723333.375000 Penalty: 4309.473145 Iteration 1F: 3 clusters Score -723333.4 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -723595.437500 Penalty: 4309.473145 Iteration 2F: 3 clusters Score -723595.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -723825.562500 Penalty: 4309.473145 Iteration 3F: 3 clusters Score -723825.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -724100.562500 Penalty: 4309.473145 Iteration 4F: 3 clusters Score -724100.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -724427.187500 Penalty: 4309.473145 Iteration 5F: 3 clusters Score -724427.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -724860.562500 Penalty: 4309.473145 Iteration 6F: 3 clusters Score -724860.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -725377.187500 Penalty: 4309.473145 Iteration 7F: 3 clusters Score -725377.2 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -725831.312500 Penalty: 4309.473145 Iteration 8F: 3 clusters Score -725831.3 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -726106.187500 Penalty: 4309.473145 Iteration 9F: 3 clusters Score -726106.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -726318.312500 Penalty: 4309.473145 Iteration 10Q: 3 clusters Score -726318.3 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -726509.125000 Penalty: 4309.473145 Iteration 11Q: 3 clusters Score -726509.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -726709.812500 Penalty: 4309.473145 Iteration 12Q: 3 clusters Score -726709.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -726904.625000 Penalty: 4309.473145 Iteration 13Q: 3 clusters Score -726904.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -727099.062500 Penalty: 4309.473145 Iteration 14Q: 3 clusters Score -727099.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -727280.437500 Penalty: 4309.473145 Iteration 15Q: 3 clusters Score -727280.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -727450.687500 Penalty: 4309.473145 Iteration 16Q: 3 clusters Score -727450.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -727556.687500 Penalty: 4309.473145 Iteration 17Q: 3 clusters Score -727556.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -727598.500000 Penalty: 4309.473145 Iteration 18Q: 3 clusters Score -727598.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -727612.000000 Penalty: 4309.473145 Iteration 19Q: 3 clusters Score -727612 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -727615.562500 Penalty: 4309.473145 Iteration 20F: 3 clusters Score -727615.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -727617.500000 Penalty: 4309.473145 Iteration 21Q: 3 clusters Score -727617.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -727619.500000 Penalty: 4309.473145 Iteration 22Q: 3 clusters Score -727619.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -727620.000000 Penalty: 4309.473145 Iteration 23Q: 3 clusters Score -727620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -727621.000000 Penalty: 4309.473145 Iteration 24Q: 3 clusters Score -727621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -727621.000000 Penalty: 4309.473145 Iteration 25F: 3 clusters Score -727621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 4315 members Entering Unmasked Estep Score: -52020392.000000 Penalty: 67587.437500 Splitting cluster 3 changes total score from -52020980.000000 to -52020392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (154062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154062 members Entering Unmasked Estep Score: -19248974.000000 Penalty: 2962.387451 Iteration 0F: 2 clusters Score -1.924897e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76901 members Mstep: Class 2 contains 77161 members Entering Unmasked Estep Score: -19147272.000000 Penalty: 5924.774902 Iteration 0F: 3 clusters Score -1.914727e+07 nChanged 74050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74691 members Mstep: Class 2 contains 79371 members Entering Unmasked Estep Score: -19189820.000000 Penalty: 5924.774902 Iteration 1F: 3 clusters Score -1.918982e+07 nChanged 4917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72814 members Mstep: Class 2 contains 81248 members Entering Unmasked Estep Score: -19191072.000000 Penalty: 5924.774902 Iteration 2Q: 3 clusters Score -1.919107e+07 nChanged 5809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69847 members Mstep: Class 2 contains 84215 members Entering Unmasked Estep Score: -19192862.000000 Penalty: 5924.774902 Iteration 3Q: 3 clusters Score -1.919286e+07 nChanged 7230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65247 members Mstep: Class 2 contains 88815 members Entering Unmasked Estep Score: -19195954.000000 Penalty: 5924.774902 Iteration 4Q: 3 clusters Score -1.919595e+07 nChanged 9052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58697 members Mstep: Class 2 contains 95365 members Entering Unmasked Estep Score: -19200642.000000 Penalty: 5924.774902 Iteration 5F: 3 clusters Score -1.920064e+07 nChanged 10571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50214 members Mstep: Class 2 contains 103848 members Entering Unmasked Estep Score: -19206984.000000 Penalty: 5924.774902 Iteration 6F: 3 clusters Score -1.920698e+07 nChanged 11115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40581 members Mstep: Class 2 contains 113481 members Entering Unmasked Estep Score: -19214274.000000 Penalty: 5924.774902 Iteration 7F: 3 clusters Score -1.921427e+07 nChanged 10527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30762 members Mstep: Class 2 contains 123300 members Entering Unmasked Estep Score: -19221852.000000 Penalty: 5924.774902 Iteration 8F: 3 clusters Score -1.922185e+07 nChanged 9358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21642 members Mstep: Class 2 contains 132420 members Entering Unmasked Estep Score: -19229092.000000 Penalty: 5924.774902 Iteration 9F: 3 clusters Score -1.922909e+07 nChanged 7749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13941 members Mstep: Class 2 contains 140121 members Entering Unmasked Estep Score: -19235248.000000 Penalty: 5924.774902 Iteration 10F: 3 clusters Score -1.923525e+07 nChanged 5916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 146031 members Entering Unmasked Estep Score: -19239990.000000 Penalty: 5924.774902 Iteration 11Q: 3 clusters Score -1.923999e+07 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 149874 members Entering Unmasked Estep Score: -19243294.000000 Penalty: 5924.774902 Iteration 12Q: 3 clusters Score -1.924329e+07 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 152014 members Entering Unmasked Estep Score: -19245014.000000 Penalty: 5924.774902 Iteration 13Q: 3 clusters Score -1.924501e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 152966 members Entering Unmasked Estep Score: -19245716.000000 Penalty: 5924.774902 Iteration 14Q: 3 clusters Score -1.924572e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 153359 members Entering Unmasked Estep Score: -19246102.000000 Penalty: 5924.774902 Iteration 15Q: 3 clusters Score -1.92461e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 153535 members Entering Unmasked Estep Score: -19246290.000000 Penalty: 5924.774902 Iteration 16Q: 3 clusters Score -1.924629e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 153611 members Entering Unmasked Estep Score: -19246364.000000 Penalty: 5924.774902 Iteration 17Q: 3 clusters Score -1.924636e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 153662 members Entering Unmasked Estep Score: -19246410.000000 Penalty: 5924.774902 Iteration 18Q: 3 clusters Score -1.924641e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 153683 members Entering Unmasked Estep Score: -19246436.000000 Penalty: 5924.774902 Iteration 19Q: 3 clusters Score -1.924644e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 153701 members Entering Unmasked Estep Score: -19246436.000000 Penalty: 5924.774902 Iteration 20F: 3 clusters Score -1.924644e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 153717 members Entering Unmasked Estep Score: -19246480.000000 Penalty: 5924.774902 Iteration 21Q: 3 clusters Score -1.924648e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 153726 members Entering Unmasked Estep Score: -19246486.000000 Penalty: 5924.774902 Iteration 22Q: 3 clusters Score -1.924649e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 153731 members Entering Unmasked Estep Score: -19246492.000000 Penalty: 5924.774902 Iteration 23Q: 3 clusters Score -1.924649e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 153735 members Entering Unmasked Estep Score: -19246478.000000 Penalty: 5924.774902 Iteration 24Q: 3 clusters Score -1.924648e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 153736 members Entering Unmasked Estep Score: -19246484.000000 Penalty: 5924.774902 Iteration 25Q: 3 clusters Score -1.924648e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 153738 members Entering Unmasked Estep Score: -19246502.000000 Penalty: 5924.774902 Iteration 26Q: 3 clusters Score -1.92465e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 153736 members Entering Unmasked Estep Score: -19246504.000000 Penalty: 5924.774902 Iteration 27Q: 3 clusters Score -1.92465e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 153735 members Entering Unmasked Estep Score: -19246506.000000 Penalty: 5924.774902 Iteration 28Q: 3 clusters Score -1.924651e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 153735 members Entering Unmasked Estep Score: -19246506.000000 Penalty: 5924.774902 Iteration 29F: 3 clusters Score -1.924651e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (24928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24928 members Entering Unmasked Estep Score: -3020568.750000 Penalty: 2510.689209 Iteration 0F: 2 clusters Score -3020569 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -3003295.250000 Penalty: 5021.378418 Iteration 0F: 3 clusters Score -3003295 nChanged 11101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -3009274.250000 Penalty: 5021.378418 Iteration 1F: 3 clusters Score -3009274 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -3009684.000000 Penalty: 5021.378418 Iteration 2F: 3 clusters Score -3009684 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -3010010.750000 Penalty: 5021.378418 Iteration 3Q: 3 clusters Score -3010011 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11795 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -3010329.250000 Penalty: 5021.378418 Iteration 4Q: 3 clusters Score -3010329 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -3010616.000000 Penalty: 5021.378418 Iteration 5Q: 3 clusters Score -3010616 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 13692 members Entering Unmasked Estep Score: -3010911.500000 Penalty: 5021.378418 Iteration 6Q: 3 clusters Score -3010912 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -3011217.250000 Penalty: 5021.378418 Iteration 7Q: 3 clusters Score -3011217 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 14751 members Entering Unmasked Estep Score: -3011564.250000 Penalty: 5021.378418 Iteration 8Q: 3 clusters Score -3011564 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 15546 members Entering Unmasked Estep Score: -3012016.750000 Penalty: 5021.378418 Iteration 9Q: 3 clusters Score -3012017 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 16579 members Entering Unmasked Estep Score: -3012637.750000 Penalty: 5021.378418 Iteration 10Q: 3 clusters Score -3012638 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 17904 members Entering Unmasked Estep Score: -3013548.250000 Penalty: 5021.378418 Iteration 11F: 3 clusters Score -3013548 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -3014753.250000 Penalty: 5021.378418 Iteration 12F: 3 clusters Score -3014753 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 20912 members Entering Unmasked Estep Score: -3016095.250000 Penalty: 5021.378418 Iteration 13F: 3 clusters Score -3016095 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -3017306.000000 Penalty: 5021.378418 Iteration 14F: 3 clusters Score -3017306 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 22879 members Entering Unmasked Estep Score: -3018167.250000 Penalty: 5021.378418 Iteration 15Q: 3 clusters Score -3018167 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 23306 members Entering Unmasked Estep Score: -3018758.750000 Penalty: 5021.378418 Iteration 16Q: 3 clusters Score -3018759 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 23490 members Entering Unmasked Estep Score: -3019103.500000 Penalty: 5021.378418 Iteration 17Q: 3 clusters Score -3019104 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 23573 members Entering Unmasked Estep Score: -3019293.250000 Penalty: 5021.378418 Iteration 18Q: 3 clusters Score -3019293 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 23602 members Entering Unmasked Estep Score: -3019366.250000 Penalty: 5021.378418 Iteration 19Q: 3 clusters Score -3019366 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -3019414.750000 Penalty: 5021.378418 Iteration 20F: 3 clusters Score -3019415 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 23645 members Entering Unmasked Estep Score: -3019465.750000 Penalty: 5021.378418 Iteration 21Q: 3 clusters Score -3019466 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 23655 members Entering Unmasked Estep Score: -3019476.250000 Penalty: 5021.378418 Iteration 22Q: 3 clusters Score -3019476 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 23678 members Entering Unmasked Estep Score: -3019497.000000 Penalty: 5021.378418 Iteration 23Q: 3 clusters Score -3019497 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 23692 members Entering Unmasked Estep Score: -3019502.250000 Penalty: 5021.378418 Iteration 24Q: 3 clusters Score -3019502 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 23700 members Entering Unmasked Estep Score: -3019509.250000 Penalty: 5021.378418 Iteration 25Q: 3 clusters Score -3019509 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019516.500000 Penalty: 5021.378418 Iteration 26Q: 3 clusters Score -3019516 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -3019522.500000 Penalty: 5021.378418 Iteration 27Q: 3 clusters Score -3019522 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -3019523.500000 Penalty: 5021.378418 Iteration 28Q: 3 clusters Score -3019524 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 23711 members Entering Unmasked Estep Score: -3019532.500000 Penalty: 5021.378418 Iteration 29Q: 3 clusters Score -3019532 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -3019533.750000 Penalty: 5021.378418 Iteration 30Q: 3 clusters Score -3019534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 23710 members Entering Unmasked Estep Score: -3019535.000000 Penalty: 5021.378418 Iteration 31Q: 3 clusters Score -3019535 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -3019540.500000 Penalty: 5021.378418 Iteration 32Q: 3 clusters Score -3019540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -3019540.000000 Penalty: 5021.378418 Iteration 33Q: 3 clusters Score -3019540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019544.750000 Penalty: 5021.378418 Iteration 34Q: 3 clusters Score -3019545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019545.250000 Penalty: 5021.378418 Iteration 35Q: 3 clusters Score -3019545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -3019545.500000 Penalty: 5021.378418 Iteration 36Q: 3 clusters Score -3019546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -3019544.750000 Penalty: 5021.378418 Iteration 37Q: 3 clusters Score -3019545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -3019547.000000 Penalty: 5021.378418 Iteration 38Q: 3 clusters Score -3019547 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -3019549.500000 Penalty: 5021.378418 Iteration 39Q: 3 clusters Score -3019550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019549.750000 Penalty: 5021.378418 Iteration 40F: 3 clusters Score -3019550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -3019549.250000 Penalty: 5021.378418 Iteration 41Q: 3 clusters Score -3019549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -3019554.000000 Penalty: 5021.378418 Iteration 42Q: 3 clusters Score -3019554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019552.500000 Penalty: 5021.378418 Iteration 43Q: 3 clusters Score -3019552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -3019555.750000 Penalty: 5021.378418 Iteration 44Q: 3 clusters Score -3019556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -3019552.250000 Penalty: 5021.378418 Iteration 45Q: 3 clusters Score -3019552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -3019558.000000 Penalty: 5021.378418 Iteration 46Q: 3 clusters Score -3019558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 23710 members Entering Unmasked Estep Score: -3019555.500000 Penalty: 5021.378418 Iteration 47Q: 3 clusters Score -3019556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -3019557.750000 Penalty: 5021.378418 Iteration 48Q: 3 clusters Score -3019558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -3019553.500000 Penalty: 5021.378418 Iteration 49Q: 3 clusters Score -3019554 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -3019556.000000 Penalty: 5021.378418 Iteration 50Q: 3 clusters Score -3019556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -3019553.750000 Penalty: 5021.378418 Iteration 51Q: 3 clusters Score -3019554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019553.250000 Penalty: 5021.378418 Iteration 52Q: 3 clusters Score -3019553 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3019553.250000 Penalty: 5021.378418 Iteration 53F: 3 clusters Score -3019553 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -113755.492188 Penalty: 1738.109375 Iteration 0F: 2 clusters Score -113755.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -111818.679688 Penalty: 3476.218750 Iteration 0F: 3 clusters Score -111818.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -112291.726562 Penalty: 3476.218750 Iteration 1F: 3 clusters Score -112291.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -112612.203125 Penalty: 3476.218750 Iteration 2F: 3 clusters Score -112612.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -113021.968750 Penalty: 3476.218750 Iteration 3F: 3 clusters Score -113022 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -113671.273438 Penalty: 3476.218750 Iteration 4F: 3 clusters Score -113671.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -114315.156250 Penalty: 3476.218750 Iteration 5F: 3 clusters Score -114315.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -114694.757812 Penalty: 3476.218750 Iteration 6Q: 3 clusters Score -114694.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -114815.343750 Penalty: 3476.218750 Iteration 7Q: 3 clusters Score -114815.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -114863.679688 Penalty: 3476.218750 Iteration 8Q: 3 clusters Score -114863.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -114900.765625 Penalty: 3476.218750 Iteration 9Q: 3 clusters Score -114900.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -114972.656250 Penalty: 3476.218750 Iteration 10Q: 3 clusters Score -114972.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -115051.546875 Penalty: 3476.218750 Iteration 11Q: 3 clusters Score -115051.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -115068.531250 Penalty: 3476.218750 Iteration 12Q: 3 clusters Score -115068.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -115068.531250 Penalty: 3476.218750 Iteration 13F: 3 clusters Score -115068.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 270 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 836 members Entering Unmasked Estep Score: -52020864.000000 Penalty: 67587.437500 Splitting cluster 6 changes total score from -52020980.000000 to -52020864.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -135965.625000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -135965.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -133925.593750 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -133925.6 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -134386.171875 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -134386.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -135021.234375 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -135021.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -136109.843750 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -136109.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -136854.671875 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -136854.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -137087.359375 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -137087.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -137170.734375 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -137170.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -137204.890625 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -137204.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -137213.937500 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -137213.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -137218.375000 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -137218.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -137222.156250 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -137222.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -137225.984375 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -137226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -137226.812500 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -137226.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -137226.812500 Penalty: 3527.310059 Iteration 13F: 3 clusters Score -137226.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 772 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 776 members Entering Unmasked Estep Score: -52020768.000000 Penalty: 67587.437500 Splitting cluster 7 changes total score from -52020980.000000 to -52020768.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (17932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17932 members Entering Unmasked Estep Score: -2185920.500000 Penalty: 2428.996826 Iteration 0F: 2 clusters Score -2185920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -2173106.500000 Penalty: 4857.993652 Iteration 0F: 3 clusters Score -2173106 nChanged 7807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -2177254.500000 Penalty: 4857.993652 Iteration 1F: 3 clusters Score -2177254 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -2177614.500000 Penalty: 4857.993652 Iteration 2F: 3 clusters Score -2177614 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 8410 members Entering Unmasked Estep Score: -2177868.000000 Penalty: 4857.993652 Iteration 3Q: 3 clusters Score -2177868 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -2178088.250000 Penalty: 4857.993652 Iteration 4Q: 3 clusters Score -2178088 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -2178298.000000 Penalty: 4857.993652 Iteration 5Q: 3 clusters Score -2178298 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -2178521.750000 Penalty: 4857.993652 Iteration 6Q: 3 clusters Score -2178522 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -2178750.000000 Penalty: 4857.993652 Iteration 7Q: 3 clusters Score -2178750 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -2179017.000000 Penalty: 4857.993652 Iteration 8Q: 3 clusters Score -2179017 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -2179387.000000 Penalty: 4857.993652 Iteration 9Q: 3 clusters Score -2179387 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -2179902.750000 Penalty: 4857.993652 Iteration 10Q: 3 clusters Score -2179903 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -2180521.750000 Penalty: 4857.993652 Iteration 11F: 3 clusters Score -2180522 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -2181118.250000 Penalty: 4857.993652 Iteration 12Q: 3 clusters Score -2181118 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -2181771.250000 Penalty: 4857.993652 Iteration 13Q: 3 clusters Score -2181771 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15903 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -2182358.750000 Penalty: 4857.993652 Iteration 14Q: 3 clusters Score -2182359 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -2182811.250000 Penalty: 4857.993652 Iteration 15Q: 3 clusters Score -2182811 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16773 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -2183124.750000 Penalty: 4857.993652 Iteration 16Q: 3 clusters Score -2183125 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16982 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -2183339.750000 Penalty: 4857.993652 Iteration 17Q: 3 clusters Score -2183340 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -2183469.000000 Penalty: 4857.993652 Iteration 18Q: 3 clusters Score -2183469 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17213 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -2183571.500000 Penalty: 4857.993652 Iteration 19Q: 3 clusters Score -2183572 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17283 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -2183654.250000 Penalty: 4857.993652 Iteration 20F: 3 clusters Score -2183654 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17310 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -2183693.500000 Penalty: 4857.993652 Iteration 21Q: 3 clusters Score -2183694 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17342 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -2183726.500000 Penalty: 4857.993652 Iteration 22Q: 3 clusters Score -2183726 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17367 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -2183752.750000 Penalty: 4857.993652 Iteration 23Q: 3 clusters Score -2183753 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17379 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -2183764.750000 Penalty: 4857.993652 Iteration 24Q: 3 clusters Score -2183765 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17395 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -2183777.000000 Penalty: 4857.993652 Iteration 25Q: 3 clusters Score -2183777 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -2183790.250000 Penalty: 4857.993652 Iteration 26Q: 3 clusters Score -2183790 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17422 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -2183810.000000 Penalty: 4857.993652 Iteration 27Q: 3 clusters Score -2183810 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17440 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -2183830.000000 Penalty: 4857.993652 Iteration 28Q: 3 clusters Score -2183830 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17449 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -2183844.500000 Penalty: 4857.993652 Iteration 29Q: 3 clusters Score -2183844 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17458 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -2183853.500000 Penalty: 4857.993652 Iteration 30Q: 3 clusters Score -2183854 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -2183859.000000 Penalty: 4857.993652 Iteration 31Q: 3 clusters Score -2183859 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -2183858.250000 Penalty: 4857.993652 Iteration 32Q: 3 clusters Score -2183858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -2183860.250000 Penalty: 4857.993652 Iteration 33Q: 3 clusters Score -2183860 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -2183860.250000 Penalty: 4857.993652 Iteration 34F: 3 clusters Score -2183860 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Entering Unmasked Estep Score: -1032192.625000 Penalty: 2241.661621 Iteration 0F: 2 clusters Score -1032193 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1025496.812500 Penalty: 4483.323242 Iteration 0F: 3 clusters Score -1025497 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1027339.250000 Penalty: 4483.323242 Iteration 1F: 3 clusters Score -1027339 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1027609.187500 Penalty: 4483.323242 Iteration 2F: 3 clusters Score -1027609 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1027792.000000 Penalty: 4483.323242 Iteration 3F: 3 clusters Score -1027792 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1027901.625000 Penalty: 4483.323242 Iteration 4Q: 3 clusters Score -1027902 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1027984.312500 Penalty: 4483.323242 Iteration 5Q: 3 clusters Score -1027984 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1028041.500000 Penalty: 4483.323242 Iteration 6Q: 3 clusters Score -1028042 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1028087.687500 Penalty: 4483.323242 Iteration 7Q: 3 clusters Score -1028088 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1028131.875000 Penalty: 4483.323242 Iteration 8Q: 3 clusters Score -1028132 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1028176.125000 Penalty: 4483.323242 Iteration 9Q: 3 clusters Score -1028176 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1028214.250000 Penalty: 4483.323242 Iteration 10Q: 3 clusters Score -1028214 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1028250.375000 Penalty: 4483.323242 Iteration 11Q: 3 clusters Score -1028250 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -1028291.687500 Penalty: 4483.323242 Iteration 12Q: 3 clusters Score -1028292 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1028322.000000 Penalty: 4483.323242 Iteration 13Q: 3 clusters Score -1028322 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1028364.000000 Penalty: 4483.323242 Iteration 14Q: 3 clusters Score -1028364 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1028399.125000 Penalty: 4483.323242 Iteration 15Q: 3 clusters Score -1028399 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1028435.812500 Penalty: 4483.323242 Iteration 16Q: 3 clusters Score -1028436 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1028466.562500 Penalty: 4483.323242 Iteration 17Q: 3 clusters Score -1028467 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1028493.437500 Penalty: 4483.323242 Iteration 18Q: 3 clusters Score -1028493 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1028534.750000 Penalty: 4483.323242 Iteration 19Q: 3 clusters Score -1028535 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1028572.625000 Penalty: 4483.323242 Iteration 20F: 3 clusters Score -1028573 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1028618.187500 Penalty: 4483.323242 Iteration 21Q: 3 clusters Score -1028618 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1028674.812500 Penalty: 4483.323242 Iteration 22Q: 3 clusters Score -1028675 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1028732.062500 Penalty: 4483.323242 Iteration 23Q: 3 clusters Score -1028732 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1028802.000000 Penalty: 4483.323242 Iteration 24Q: 3 clusters Score -1028802 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -1028875.687500 Penalty: 4483.323242 Iteration 25Q: 3 clusters Score -1028876 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1028952.437500 Penalty: 4483.323242 Iteration 26Q: 3 clusters Score -1028952 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1029030.562500 Penalty: 4483.323242 Iteration 27Q: 3 clusters Score -1029031 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1029108.437500 Penalty: 4483.323242 Iteration 28Q: 3 clusters Score -1029108 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1029189.187500 Penalty: 4483.323242 Iteration 29Q: 3 clusters Score -1029189 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -1029251.687500 Penalty: 4483.323242 Iteration 30Q: 3 clusters Score -1029252 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -1029324.187500 Penalty: 4483.323242 Iteration 31Q: 3 clusters Score -1029324 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1029401.250000 Penalty: 4483.323242 Iteration 32Q: 3 clusters Score -1029401 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1029465.250000 Penalty: 4483.323242 Iteration 33Q: 3 clusters Score -1029465 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1029530.875000 Penalty: 4483.323242 Iteration 34Q: 3 clusters Score -1029531 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1029582.875000 Penalty: 4483.323242 Iteration 35Q: 3 clusters Score -1029583 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1029640.187500 Penalty: 4483.323242 Iteration 36Q: 3 clusters Score -1029640 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -1029686.187500 Penalty: 4483.323242 Iteration 37Q: 3 clusters Score -1029686 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1029733.937500 Penalty: 4483.323242 Iteration 38Q: 3 clusters Score -1029734 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1029789.312500 Penalty: 4483.323242 Iteration 39Q: 3 clusters Score -1029789 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -1029844.750000 Penalty: 4483.323242 Iteration 40F: 3 clusters Score -1029845 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -1029898.312500 Penalty: 4483.323242 Iteration 41Q: 3 clusters Score -1029898 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -1029936.875000 Penalty: 4483.323242 Iteration 42Q: 3 clusters Score -1029937 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1029970.250000 Penalty: 4483.323242 Iteration 43Q: 3 clusters Score -1029970 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -1030002.937500 Penalty: 4483.323242 Iteration 44Q: 3 clusters Score -1030003 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1030024.250000 Penalty: 4483.323242 Iteration 45Q: 3 clusters Score -1030024 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -1030046.187500 Penalty: 4483.323242 Iteration 46Q: 3 clusters Score -1030046 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -1030060.375000 Penalty: 4483.323242 Iteration 47Q: 3 clusters Score -1030060 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -1030069.125000 Penalty: 4483.323242 Iteration 48Q: 3 clusters Score -1030069 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -1030076.875000 Penalty: 4483.323242 Iteration 49Q: 3 clusters Score -1030077 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1030087.687500 Penalty: 4483.323242 Iteration 50Q: 3 clusters Score -1030088 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -1030097.625000 Penalty: 4483.323242 Iteration 51Q: 3 clusters Score -1030098 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1030112.062500 Penalty: 4483.323242 Iteration 52Q: 3 clusters Score -1030112 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1030124.250000 Penalty: 4483.323242 Iteration 53Q: 3 clusters Score -1030124 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -1030135.500000 Penalty: 4483.323242 Iteration 54Q: 3 clusters Score -1030136 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1030141.687500 Penalty: 4483.323242 Iteration 55Q: 3 clusters Score -1030142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -1030149.062500 Penalty: 4483.323242 Iteration 56Q: 3 clusters Score -1030149 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1030156.062500 Penalty: 4483.323242 Iteration 57Q: 3 clusters Score -1030156 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -1030161.687500 Penalty: 4483.323242 Iteration 58Q: 3 clusters Score -1030162 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1030170.937500 Penalty: 4483.323242 Iteration 59Q: 3 clusters Score -1030171 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -1030180.250000 Penalty: 4483.323242 Iteration 60F: 3 clusters Score -1030180 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -1030185.562500 Penalty: 4483.323242 Iteration 61Q: 3 clusters Score -1030186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1030189.250000 Penalty: 4483.323242 Iteration 62Q: 3 clusters Score -1030189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1030191.875000 Penalty: 4483.323242 Iteration 63Q: 3 clusters Score -1030192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -1030197.187500 Penalty: 4483.323242 Iteration 64Q: 3 clusters Score -1030197 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -1030201.750000 Penalty: 4483.323242 Iteration 65Q: 3 clusters Score -1030202 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -1030209.687500 Penalty: 4483.323242 Iteration 66Q: 3 clusters Score -1030210 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -1030219.000000 Penalty: 4483.323242 Iteration 67Q: 3 clusters Score -1030219 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1030227.875000 Penalty: 4483.323242 Iteration 68Q: 3 clusters Score -1030228 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -1030236.812500 Penalty: 4483.323242 Iteration 69Q: 3 clusters Score -1030237 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -1030242.875000 Penalty: 4483.323242 Iteration 70Q: 3 clusters Score -1030243 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1030245.125000 Penalty: 4483.323242 Iteration 71Q: 3 clusters Score -1030245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -1030250.562500 Penalty: 4483.323242 Iteration 72Q: 3 clusters Score -1030251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1030256.625000 Penalty: 4483.323242 Iteration 73Q: 3 clusters Score -1030257 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -1030261.875000 Penalty: 4483.323242 Iteration 74Q: 3 clusters Score -1030262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -1030263.687500 Penalty: 4483.323242 Iteration 75Q: 3 clusters Score -1030264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1030268.625000 Penalty: 4483.323242 Iteration 76Q: 3 clusters Score -1030269 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1030269.187500 Penalty: 4483.323242 Iteration 77Q: 3 clusters Score -1030269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1030272.750000 Penalty: 4483.323242 Iteration 78Q: 3 clusters Score -1030273 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1030277.250000 Penalty: 4483.323242 Iteration 79Q: 3 clusters Score -1030277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -1030281.687500 Penalty: 4483.323242 Iteration 80F: 3 clusters Score -1030282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -1030284.500000 Penalty: 4483.323242 Iteration 81Q: 3 clusters Score -1030284 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -1030289.250000 Penalty: 4483.323242 Iteration 82Q: 3 clusters Score -1030289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -1030290.375000 Penalty: 4483.323242 Iteration 83Q: 3 clusters Score -1030290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -1030290.562500 Penalty: 4483.323242 Iteration 84Q: 3 clusters Score -1030291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1030294.500000 Penalty: 4483.323242 Iteration 85Q: 3 clusters Score -1030294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -1030298.812500 Penalty: 4483.323242 Iteration 86Q: 3 clusters Score -1030299 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1030300.562500 Penalty: 4483.323242 Iteration 87Q: 3 clusters Score -1030301 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -1030303.625000 Penalty: 4483.323242 Iteration 88Q: 3 clusters Score -1030304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -1030305.062500 Penalty: 4483.323242 Iteration 89Q: 3 clusters Score -1030305 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -1030307.437500 Penalty: 4483.323242 Iteration 90Q: 3 clusters Score -1030307 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1030305.625000 Penalty: 4483.323242 Iteration 91Q: 3 clusters Score -1030306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1030306.250000 Penalty: 4483.323242 Iteration 92Q: 3 clusters Score -1030306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1030306.250000 Penalty: 4483.323242 Iteration 93F: 3 clusters Score -1030306 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (71547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71547 members Entering Unmasked Estep Score: -8765556.000000 Penalty: 2772.171387 Iteration 0F: 2 clusters Score -8765556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35566 members Mstep: Class 2 contains 35981 members Entering Unmasked Estep Score: -8717583.000000 Penalty: 5544.342773 Iteration 0F: 3 clusters Score -8717583 nChanged 33364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33964 members Mstep: Class 2 contains 37583 members Entering Unmasked Estep Score: -8736579.000000 Penalty: 5544.342773 Iteration 1F: 3 clusters Score -8736579 nChanged 3148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32878 members Mstep: Class 2 contains 38669 members Entering Unmasked Estep Score: -8737789.000000 Penalty: 5544.342773 Iteration 2Q: 3 clusters Score -8737789 nChanged 3464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31272 members Mstep: Class 2 contains 40275 members Entering Unmasked Estep Score: -8739471.000000 Penalty: 5544.342773 Iteration 3Q: 3 clusters Score -8739471 nChanged 4133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28917 members Mstep: Class 2 contains 42630 members Entering Unmasked Estep Score: -8741990.000000 Penalty: 5544.342773 Iteration 4F: 3 clusters Score -8741990 nChanged 5092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 45958 members Entering Unmasked Estep Score: -8745709.000000 Penalty: 5544.342773 Iteration 5F: 3 clusters Score -8745709 nChanged 5947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21466 members Mstep: Class 2 contains 50081 members Entering Unmasked Estep Score: -8750768.000000 Penalty: 5544.342773 Iteration 6F: 3 clusters Score -8750768 nChanged 5792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 54223 members Entering Unmasked Estep Score: -8755797.000000 Penalty: 5544.342773 Iteration 7F: 3 clusters Score -8755797 nChanged 4342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14260 members Mstep: Class 2 contains 57287 members Entering Unmasked Estep Score: -8759155.000000 Penalty: 5544.342773 Iteration 8F: 3 clusters Score -8759155 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 59210 members Entering Unmasked Estep Score: -8760985.000000 Penalty: 5544.342773 Iteration 9Q: 3 clusters Score -8760985 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 60446 members Entering Unmasked Estep Score: -8762138.000000 Penalty: 5544.342773 Iteration 10Q: 3 clusters Score -8762138 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 61226 members Entering Unmasked Estep Score: -8762732.000000 Penalty: 5544.342773 Iteration 11Q: 3 clusters Score -8762732 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9673 members Mstep: Class 2 contains 61874 members Entering Unmasked Estep Score: -8763127.000000 Penalty: 5544.342773 Iteration 12Q: 3 clusters Score -8763127 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 62409 members Entering Unmasked Estep Score: -8763394.000000 Penalty: 5544.342773 Iteration 13Q: 3 clusters Score -8763394 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 62871 members Entering Unmasked Estep Score: -8763622.000000 Penalty: 5544.342773 Iteration 14Q: 3 clusters Score -8763622 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 63249 members Entering Unmasked Estep Score: -8763772.000000 Penalty: 5544.342773 Iteration 15Q: 3 clusters Score -8763772 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 63589 members Entering Unmasked Estep Score: -8763911.000000 Penalty: 5544.342773 Iteration 16Q: 3 clusters Score -8763911 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 63879 members Entering Unmasked Estep Score: -8764003.000000 Penalty: 5544.342773 Iteration 17Q: 3 clusters Score -8764003 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 64104 members Entering Unmasked Estep Score: -8764062.000000 Penalty: 5544.342773 Iteration 18Q: 3 clusters Score -8764062 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 64299 members Entering Unmasked Estep Score: -8764092.000000 Penalty: 5544.342773 Iteration 19Q: 3 clusters Score -8764092 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 64475 members Entering Unmasked Estep Score: -8764141.000000 Penalty: 5544.342773 Iteration 20F: 3 clusters Score -8764141 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 64627 members Entering Unmasked Estep Score: -8764171.000000 Penalty: 5544.342773 Iteration 21Q: 3 clusters Score -8764171 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 64764 members Entering Unmasked Estep Score: -8764219.000000 Penalty: 5544.342773 Iteration 22Q: 3 clusters Score -8764219 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 64887 members Entering Unmasked Estep Score: -8764224.000000 Penalty: 5544.342773 Iteration 23Q: 3 clusters Score -8764224 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 64985 members Entering Unmasked Estep Score: -8764266.000000 Penalty: 5544.342773 Iteration 24Q: 3 clusters Score -8764266 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 65083 members Entering Unmasked Estep Score: -8764281.000000 Penalty: 5544.342773 Iteration 25Q: 3 clusters Score -8764281 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 65166 members Entering Unmasked Estep Score: -8764302.000000 Penalty: 5544.342773 Iteration 26Q: 3 clusters Score -8764302 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 65230 members Entering Unmasked Estep Score: -8764342.000000 Penalty: 5544.342773 Iteration 27Q: 3 clusters Score -8764342 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 65282 members Entering Unmasked Estep Score: -8764326.000000 Penalty: 5544.342773 Iteration 28Q: 3 clusters Score -8764326 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 65330 members Entering Unmasked Estep Score: -8764331.000000 Penalty: 5544.342773 Iteration 29Q: 3 clusters Score -8764331 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 65381 members Entering Unmasked Estep Score: -8764358.000000 Penalty: 5544.342773 Iteration 30Q: 3 clusters Score -8764358 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 65442 members Entering Unmasked Estep Score: -8764383.000000 Penalty: 5544.342773 Iteration 31Q: 3 clusters Score -8764383 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 65497 members Entering Unmasked Estep Score: -8764387.000000 Penalty: 5544.342773 Iteration 32Q: 3 clusters Score -8764387 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 65546 members Entering Unmasked Estep Score: -8764372.000000 Penalty: 5544.342773 Iteration 33Q: 3 clusters Score -8764372 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 65601 members Entering Unmasked Estep Score: -8764364.000000 Penalty: 5544.342773 Iteration 34Q: 3 clusters Score -8764364 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 65651 members Entering Unmasked Estep Score: -8764391.000000 Penalty: 5544.342773 Iteration 35Q: 3 clusters Score -8764391 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 65709 members Entering Unmasked Estep Score: -8764391.000000 Penalty: 5544.342773 Iteration 36Q: 3 clusters Score -8764391 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 65755 members Entering Unmasked Estep Score: -8764387.000000 Penalty: 5544.342773 Iteration 37Q: 3 clusters Score -8764387 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 65798 members Entering Unmasked Estep Score: -8764387.000000 Penalty: 5544.342773 Iteration 38Q: 3 clusters Score -8764387 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 65834 members Entering Unmasked Estep Score: -8764402.000000 Penalty: 5544.342773 Iteration 39Q: 3 clusters Score -8764402 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 65875 members Entering Unmasked Estep Score: -8764425.000000 Penalty: 5544.342773 Iteration 40F: 3 clusters Score -8764425 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 65912 members Entering Unmasked Estep Score: -8764429.000000 Penalty: 5544.342773 Iteration 41Q: 3 clusters Score -8764429 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 65951 members Entering Unmasked Estep Score: -8764443.000000 Penalty: 5544.342773 Iteration 42Q: 3 clusters Score -8764443 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 65978 members Entering Unmasked Estep Score: -8764444.000000 Penalty: 5544.342773 Iteration 43Q: 3 clusters Score -8764444 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 66002 members Entering Unmasked Estep Score: -8764451.000000 Penalty: 5544.342773 Iteration 44Q: 3 clusters Score -8764451 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 66028 members Entering Unmasked Estep Score: -8764456.000000 Penalty: 5544.342773 Iteration 45Q: 3 clusters Score -8764456 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 66056 members Entering Unmasked Estep Score: -8764462.000000 Penalty: 5544.342773 Iteration 46Q: 3 clusters Score -8764462 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 66095 members Entering Unmasked Estep Score: -8764462.000000 Penalty: 5544.342773 Iteration 47Q: 3 clusters Score -8764462 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 66134 members Entering Unmasked Estep Score: -8764473.000000 Penalty: 5544.342773 Iteration 48Q: 3 clusters Score -8764473 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 66170 members Entering Unmasked Estep Score: -8764472.000000 Penalty: 5544.342773 Iteration 49Q: 3 clusters Score -8764472 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 66213 members Entering Unmasked Estep Score: -8764475.000000 Penalty: 5544.342773 Iteration 50Q: 3 clusters Score -8764475 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 66254 members Entering Unmasked Estep Score: -8764472.000000 Penalty: 5544.342773 Iteration 51Q: 3 clusters Score -8764472 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 66306 members Entering Unmasked Estep Score: -8764490.000000 Penalty: 5544.342773 Iteration 52Q: 3 clusters Score -8764490 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 66364 members Entering Unmasked Estep Score: -8764506.000000 Penalty: 5544.342773 Iteration 53Q: 3 clusters Score -8764506 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 66419 members Entering Unmasked Estep Score: -8764521.000000 Penalty: 5544.342773 Iteration 54Q: 3 clusters Score -8764521 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 66472 members Entering Unmasked Estep Score: -8764524.000000 Penalty: 5544.342773 Iteration 55Q: 3 clusters Score -8764524 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 66522 members Entering Unmasked Estep Score: -8764557.000000 Penalty: 5544.342773 Iteration 56Q: 3 clusters Score -8764557 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 66572 members Entering Unmasked Estep Score: -8764560.000000 Penalty: 5544.342773 Iteration 57Q: 3 clusters Score -8764560 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 66614 members Entering Unmasked Estep Score: -8764556.000000 Penalty: 5544.342773 Iteration 58Q: 3 clusters Score -8764556 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 66652 members Entering Unmasked Estep Score: -8764548.000000 Penalty: 5544.342773 Iteration 59Q: 3 clusters Score -8764548 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 66697 members Entering Unmasked Estep Score: -8764526.000000 Penalty: 5544.342773 Iteration 60F: 3 clusters Score -8764526 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 66726 members Entering Unmasked Estep Score: -8764548.000000 Penalty: 5544.342773 Iteration 61Q: 3 clusters Score -8764548 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 66757 members Entering Unmasked Estep Score: 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contains 4122 members Mstep: Class 2 contains 67425 members Entering Unmasked Estep Score: -8764740.000000 Penalty: 5544.342773 Iteration 82Q: 3 clusters Score -8764740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 67433 members Entering Unmasked Estep Score: -8764745.000000 Penalty: 5544.342773 Iteration 83Q: 3 clusters Score -8764745 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 67436 members Entering Unmasked Estep Score: -8764749.000000 Penalty: 5544.342773 Iteration 84Q: 3 clusters Score -8764749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 67439 members Entering Unmasked Estep Score: -8764751.000000 Penalty: 5544.342773 Iteration 85Q: 3 clusters Score -8764751 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 67443 members Entering Unmasked Estep Score: -8764756.000000 Penalty: 5544.342773 Iteration 86Q: 3 clusters Score -8764756 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 67448 members Entering Unmasked Estep Score: -8764764.000000 Penalty: 5544.342773 Iteration 87Q: 3 clusters Score -8764764 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 67455 members Entering Unmasked Estep Score: -8764752.000000 Penalty: 5544.342773 Iteration 88Q: 3 clusters Score -8764752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 67455 members Entering Unmasked Estep Score: -8764749.000000 Penalty: 5544.342773 Iteration 89Q: 3 clusters Score -8764749 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 67459 members Entering Unmasked Estep Score: -8764753.000000 Penalty: 5544.342773 Iteration 90Q: 3 clusters Score -8764753 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 67463 members Entering Unmasked Estep Score: -8764749.000000 Penalty: 5544.342773 Iteration 91Q: 3 clusters Score -8764749 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 67465 members Entering Unmasked Estep Score: -8764755.000000 Penalty: 5544.342773 Iteration 92Q: 3 clusters Score -8764755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 67466 members Entering Unmasked Estep Score: -8764748.000000 Penalty: 5544.342773 Iteration 93Q: 3 clusters Score -8764748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 67467 members Entering Unmasked Estep Score: -8764747.000000 Penalty: 5544.342773 Iteration 94Q: 3 clusters Score -8764747 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 67466 members Entering Unmasked Estep Score: -8764735.000000 Penalty: 5544.342773 Iteration 95Q: 3 clusters Score -8764735 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 67471 members Entering Unmasked Estep Score: -8764735.000000 Penalty: 5544.342773 Iteration 96Q: 3 clusters Score -8764735 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 67479 members Entering Unmasked Estep Score: -8764749.000000 Penalty: 5544.342773 Iteration 97Q: 3 clusters Score -8764749 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 67487 members Entering Unmasked Estep Score: -8764758.000000 Penalty: 5544.342773 Iteration 98Q: 3 clusters Score -8764758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 67495 members Entering Unmasked Estep Score: -8764763.000000 Penalty: 5544.342773 Iteration 99Q: 3 clusters Score -8764763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 67503 members Entering Unmasked Estep Score: -8764769.000000 Penalty: 5544.342773 Iteration 100F: 3 clusters Score -8764769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 67515 members Entering Unmasked Estep Score: -8764761.000000 Penalty: 5544.342773 Iteration 101Q: 3 clusters Score -8764761 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 67519 members Entering Unmasked Estep Score: -8764760.000000 Penalty: 5544.342773 Iteration 102Q: 3 clusters Score -8764760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 67520 members Entering Unmasked Estep Score: -8764753.000000 Penalty: 5544.342773 Iteration 103Q: 3 clusters Score -8764753 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 67521 members Entering Unmasked Estep Score: -8764761.000000 Penalty: 5544.342773 Iteration 104Q: 3 clusters Score -8764761 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 67523 members Entering Unmasked Estep Score: -8764763.000000 Penalty: 5544.342773 Iteration 105Q: 3 clusters Score -8764763 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 67525 members Entering Unmasked Estep Score: -8764772.000000 Penalty: 5544.342773 Iteration 106Q: 3 clusters Score -8764772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 67533 members Entering Unmasked Estep Score: -8764777.000000 Penalty: 5544.342773 Iteration 107Q: 3 clusters Score -8764777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 67539 members Entering Unmasked Estep Score: -8764783.000000 Penalty: 5544.342773 Iteration 108Q: 3 clusters Score -8764783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 67547 members Entering Unmasked Estep Score: -8764775.000000 Penalty: 5544.342773 Iteration 109Q: 3 clusters Score -8764775 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 67553 members Entering Unmasked Estep Score: -8764783.000000 Penalty: 5544.342773 Iteration 110Q: 3 clusters Score -8764783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 67557 members Entering Unmasked Estep Score: -8764774.000000 Penalty: 5544.342773 Iteration 111Q: 3 clusters Score -8764774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 67562 members Entering Unmasked Estep Score: -8764790.000000 Penalty: 5544.342773 Iteration 112Q: 3 clusters Score -8764790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 67562 members Entering Unmasked Estep Score: -8764795.000000 Penalty: 5544.342773 Iteration 113Q: 3 clusters Score -8764795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 67560 members Entering Unmasked Estep Score: -8764790.000000 Penalty: 5544.342773 Iteration 114Q: 3 clusters Score -8764790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 67561 members Entering Unmasked Estep Score: -8764791.000000 Penalty: 5544.342773 Iteration 115Q: 3 clusters Score -8764791 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 67561 members Entering Unmasked Estep Score: -8764791.000000 Penalty: 5544.342773 Iteration 116F: 3 clusters Score -8764791 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Entering Unmasked Estep Score: -1511731.000000 Penalty: 2347.354004 Iteration 0F: 2 clusters Score -1511731 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1502158.250000 Penalty: 4694.708008 Iteration 0F: 3 clusters Score -1502158 nChanged 5522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1505178.500000 Penalty: 4694.708008 Iteration 1F: 3 clusters Score -1505178 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -1505608.875000 Penalty: 4694.708008 Iteration 2F: 3 clusters Score -1505609 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -1505993.625000 Penalty: 4694.708008 Iteration 3F: 3 clusters Score -1505994 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1506370.375000 Penalty: 4694.708008 Iteration 4F: 3 clusters Score -1506370 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1506719.250000 Penalty: 4694.708008 Iteration 5Q: 3 clusters Score -1506719 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1507038.875000 Penalty: 4694.708008 Iteration 6Q: 3 clusters Score -1507039 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1507329.250000 Penalty: 4694.708008 Iteration 7Q: 3 clusters Score -1507329 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -1507635.000000 Penalty: 4694.708008 Iteration 8Q: 3 clusters Score -1507635 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1507987.250000 Penalty: 4694.708008 Iteration 9Q: 3 clusters Score -1507987 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1508279.625000 Penalty: 4694.708008 Iteration 10Q: 3 clusters Score -1508280 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1508537.625000 Penalty: 4694.708008 Iteration 11Q: 3 clusters Score -1508538 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1508751.000000 Penalty: 4694.708008 Iteration 12Q: 3 clusters Score -1508751 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1508931.750000 Penalty: 4694.708008 Iteration 13Q: 3 clusters Score -1508932 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1509068.000000 Penalty: 4694.708008 Iteration 14Q: 3 clusters Score -1509068 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1509181.500000 Penalty: 4694.708008 Iteration 15Q: 3 clusters Score -1509182 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1509266.000000 Penalty: 4694.708008 Iteration 16Q: 3 clusters Score -1509266 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1509337.500000 Penalty: 4694.708008 Iteration 17Q: 3 clusters Score -1509338 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -1509406.500000 Penalty: 4694.708008 Iteration 18Q: 3 clusters Score -1509406 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1509473.250000 Penalty: 4694.708008 Iteration 19Q: 3 clusters Score -1509473 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1509537.125000 Penalty: 4694.708008 Iteration 20F: 3 clusters Score -1509537 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1509580.625000 Penalty: 4694.708008 Iteration 21Q: 3 clusters Score -1509581 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10379 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1509618.250000 Penalty: 4694.708008 Iteration 22Q: 3 clusters Score -1509618 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1509650.125000 Penalty: 4694.708008 Iteration 23Q: 3 clusters Score -1509650 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1509669.375000 Penalty: 4694.708008 Iteration 24Q: 3 clusters Score -1509669 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1509704.875000 Penalty: 4694.708008 Iteration 25Q: 3 clusters Score -1509705 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -1509728.875000 Penalty: 4694.708008 Iteration 26Q: 3 clusters Score -1509729 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -1509758.125000 Penalty: 4694.708008 Iteration 27Q: 3 clusters Score -1509758 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10669 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1509780.625000 Penalty: 4694.708008 Iteration 28Q: 3 clusters Score -1509781 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1509799.250000 Penalty: 4694.708008 Iteration 29Q: 3 clusters Score -1509799 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1509815.625000 Penalty: 4694.708008 Iteration 30Q: 3 clusters Score -1509816 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1509838.500000 Penalty: 4694.708008 Iteration 31Q: 3 clusters Score -1509838 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1509848.375000 Penalty: 4694.708008 Iteration 32Q: 3 clusters Score -1509848 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1509861.875000 Penalty: 4694.708008 Iteration 33Q: 3 clusters Score -1509862 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1509876.375000 Penalty: 4694.708008 Iteration 34Q: 3 clusters Score -1509876 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -1509887.625000 Penalty: 4694.708008 Iteration 35Q: 3 clusters Score -1509888 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1509902.375000 Penalty: 4694.708008 Iteration 36Q: 3 clusters Score -1509902 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1509918.250000 Penalty: 4694.708008 Iteration 37Q: 3 clusters Score -1509918 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1509934.500000 Penalty: 4694.708008 Iteration 38Q: 3 clusters Score -1509934 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1509951.125000 Penalty: 4694.708008 Iteration 39Q: 3 clusters Score -1509951 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1509971.000000 Penalty: 4694.708008 Iteration 40F: 3 clusters Score -1509971 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11027 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1509986.875000 Penalty: 4694.708008 Iteration 41Q: 3 clusters Score -1509987 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11050 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1510005.375000 Penalty: 4694.708008 Iteration 42Q: 3 clusters Score -1510005 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1510023.625000 Penalty: 4694.708008 Iteration 43Q: 3 clusters Score -1510024 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1510045.000000 Penalty: 4694.708008 Iteration 44Q: 3 clusters Score -1510045 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11109 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -1510078.500000 Penalty: 4694.708008 Iteration 45Q: 3 clusters Score -1510078 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -1510121.750000 Penalty: 4694.708008 Iteration 46Q: 3 clusters Score -1510122 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1510177.750000 Penalty: 4694.708008 Iteration 47Q: 3 clusters Score -1510178 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1510288.500000 Penalty: 4694.708008 Iteration 48Q: 3 clusters Score -1510288 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1510370.000000 Penalty: 4694.708008 Iteration 49Q: 3 clusters Score -1510370 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1510462.875000 Penalty: 4694.708008 Iteration 50Q: 3 clusters Score -1510463 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1510502.250000 Penalty: 4694.708008 Iteration 51Q: 3 clusters Score -1510502 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1510526.875000 Penalty: 4694.708008 Iteration 52Q: 3 clusters Score -1510527 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1510536.375000 Penalty: 4694.708008 Iteration 53Q: 3 clusters Score -1510536 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1510540.500000 Penalty: 4694.708008 Iteration 54Q: 3 clusters Score -1510540 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -1510542.000000 Penalty: 4694.708008 Iteration 55Q: 3 clusters Score -1510542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1510544.250000 Penalty: 4694.708008 Iteration 56Q: 3 clusters Score -1510544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1510545.000000 Penalty: 4694.708008 Iteration 57Q: 3 clusters Score -1510545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1510546.250000 Penalty: 4694.708008 Iteration 58Q: 3 clusters Score -1510546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -1510544.625000 Penalty: 4694.708008 Iteration 59Q: 3 clusters Score -1510545 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -1510544.625000 Penalty: 4694.708008 Iteration 60F: 3 clusters Score -1510545 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Entering Unmasked Estep Score: -1072316.625000 Penalty: 2260.666260 Iteration 0F: 2 clusters Score -1072317 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -1065233.500000 Penalty: 4521.332520 Iteration 0F: 3 clusters Score -1065234 nChanged 3690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -1067250.625000 Penalty: 4521.332520 Iteration 1F: 3 clusters Score -1067251 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1067611.125000 Penalty: 4521.332520 Iteration 2F: 3 clusters Score -1067611 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1067938.375000 Penalty: 4521.332520 Iteration 3F: 3 clusters Score -1067938 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -1068282.000000 Penalty: 4521.332520 Iteration 4F: 3 clusters Score -1068282 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1068620.625000 Penalty: 4521.332520 Iteration 5F: 3 clusters Score -1068621 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1068922.875000 Penalty: 4521.332520 Iteration 6F: 3 clusters Score -1068923 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -1069170.000000 Penalty: 4521.332520 Iteration 7Q: 3 clusters Score -1069170 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1069382.750000 Penalty: 4521.332520 Iteration 8Q: 3 clusters Score -1069383 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1069601.750000 Penalty: 4521.332520 Iteration 9Q: 3 clusters Score -1069602 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1069775.000000 Penalty: 4521.332520 Iteration 10Q: 3 clusters Score -1069775 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1069913.125000 Penalty: 4521.332520 Iteration 11Q: 3 clusters Score -1069913 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -1070033.125000 Penalty: 4521.332520 Iteration 12Q: 3 clusters Score -1070033 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1070128.000000 Penalty: 4521.332520 Iteration 13Q: 3 clusters Score -1070128 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -1070191.625000 Penalty: 4521.332520 Iteration 14Q: 3 clusters Score -1070192 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -1070233.750000 Penalty: 4521.332520 Iteration 15Q: 3 clusters Score -1070234 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -1070263.250000 Penalty: 4521.332520 Iteration 16Q: 3 clusters Score -1070263 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1070288.125000 Penalty: 4521.332520 Iteration 17Q: 3 clusters Score -1070288 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -1070315.500000 Penalty: 4521.332520 Iteration 18Q: 3 clusters Score -1070316 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -1070341.750000 Penalty: 4521.332520 Iteration 19Q: 3 clusters Score -1070342 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1070369.750000 Penalty: 4521.332520 Iteration 20F: 3 clusters Score -1070370 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -1070384.000000 Penalty: 4521.332520 Iteration 21Q: 3 clusters Score -1070384 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1070405.375000 Penalty: 4521.332520 Iteration 22Q: 3 clusters Score -1070405 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1070433.750000 Penalty: 4521.332520 Iteration 23Q: 3 clusters Score -1070434 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1070454.125000 Penalty: 4521.332520 Iteration 24Q: 3 clusters Score -1070454 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -1070474.375000 Penalty: 4521.332520 Iteration 25Q: 3 clusters Score -1070474 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -1070499.250000 Penalty: 4521.332520 Iteration 26Q: 3 clusters Score -1070499 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1070521.125000 Penalty: 4521.332520 Iteration 27Q: 3 clusters Score -1070521 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1070539.125000 Penalty: 4521.332520 Iteration 28Q: 3 clusters Score -1070539 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1070572.625000 Penalty: 4521.332520 Iteration 29Q: 3 clusters Score -1070573 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1070606.500000 Penalty: 4521.332520 Iteration 30Q: 3 clusters Score -1070606 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -1070627.875000 Penalty: 4521.332520 Iteration 31Q: 3 clusters Score -1070628 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -1070641.500000 Penalty: 4521.332520 Iteration 32Q: 3 clusters Score -1070642 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -1070657.000000 Penalty: 4521.332520 Iteration 33Q: 3 clusters Score -1070657 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -1070670.750000 Penalty: 4521.332520 Iteration 34Q: 3 clusters Score -1070671 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -1070682.250000 Penalty: 4521.332520 Iteration 35Q: 3 clusters Score -1070682 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1070693.500000 Penalty: 4521.332520 Iteration 36Q: 3 clusters Score -1070694 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1070704.750000 Penalty: 4521.332520 Iteration 37Q: 3 clusters Score -1070705 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1070715.125000 Penalty: 4521.332520 Iteration 38Q: 3 clusters Score -1070715 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1070729.125000 Penalty: 4521.332520 Iteration 39Q: 3 clusters Score -1070729 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -1070735.750000 Penalty: 4521.332520 Iteration 40F: 3 clusters Score -1070736 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1070741.375000 Penalty: 4521.332520 Iteration 41Q: 3 clusters Score -1070741 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -1070749.750000 Penalty: 4521.332520 Iteration 42Q: 3 clusters Score -1070750 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 7501 members Entering Unmasked Estep Score: -1070753.125000 Penalty: 4521.332520 Iteration 43Q: 3 clusters Score -1070753 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -1070761.250000 Penalty: 4521.332520 Iteration 44Q: 3 clusters Score -1070761 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -1070765.375000 Penalty: 4521.332520 Iteration 45Q: 3 clusters Score -1070765 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -1070767.125000 Penalty: 4521.332520 Iteration 46Q: 3 clusters Score -1070767 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -1070768.750000 Penalty: 4521.332520 Iteration 47Q: 3 clusters Score -1070769 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -1070768.125000 Penalty: 4521.332520 Iteration 48Q: 3 clusters Score -1070768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -1070770.750000 Penalty: 4521.332520 Iteration 49Q: 3 clusters Score -1070771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -1070771.125000 Penalty: 4521.332520 Iteration 50Q: 3 clusters Score -1070771 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -1070771.250000 Penalty: 4521.332520 Iteration 51Q: 3 clusters Score -1070771 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -1070771.250000 Penalty: 4521.332520 Iteration 52F: 3 clusters Score -1070771 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (43489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43489 members Entering Unmasked Estep Score: -5378790.500000 Penalty: 2648.705322 Iteration 0F: 2 clusters Score -5378790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21735 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -5349450.500000 Penalty: 5297.410645 Iteration 0F: 3 clusters Score -5349450 nChanged 19815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 22415 members Entering Unmasked Estep Score: -5360602.000000 Penalty: 5297.410645 Iteration 1F: 3 clusters Score -5360602 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20706 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -5361398.500000 Penalty: 5297.410645 Iteration 2Q: 3 clusters Score -5361398 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20151 members Mstep: Class 2 contains 23338 members Entering Unmasked Estep Score: -5362316.500000 Penalty: 5297.410645 Iteration 3Q: 3 clusters Score -5362316 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19436 members Mstep: Class 2 contains 24053 members Entering Unmasked Estep Score: -5363410.000000 Penalty: 5297.410645 Iteration 4F: 3 clusters Score -5363410 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 25020 members Entering Unmasked Estep Score: -5364671.500000 Penalty: 5297.410645 Iteration 5F: 3 clusters Score -5364672 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 26274 members Entering Unmasked Estep Score: -5366059.500000 Penalty: 5297.410645 Iteration 6F: 3 clusters Score -5366060 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15588 members Mstep: Class 2 contains 27901 members Entering Unmasked Estep Score: -5367595.000000 Penalty: 5297.410645 Iteration 7F: 3 clusters Score -5367595 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13692 members Mstep: Class 2 contains 29797 members Entering Unmasked Estep Score: -5369113.500000 Penalty: 5297.410645 Iteration 8F: 3 clusters Score -5369114 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11716 members Mstep: Class 2 contains 31773 members Entering Unmasked Estep Score: -5370707.500000 Penalty: 5297.410645 Iteration 9F: 3 clusters Score -5370708 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 33668 members Entering Unmasked Estep Score: -5372299.000000 Penalty: 5297.410645 Iteration 10Q: 3 clusters Score -5372299 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 35288 members Entering Unmasked Estep Score: -5373708.500000 Penalty: 5297.410645 Iteration 11Q: 3 clusters Score -5373708 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 36538 members Entering Unmasked Estep Score: -5374801.000000 Penalty: 5297.410645 Iteration 12Q: 3 clusters Score -5374801 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 37448 members Entering Unmasked Estep Score: -5375545.000000 Penalty: 5297.410645 Iteration 13Q: 3 clusters Score -5375545 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 38120 members Entering Unmasked Estep Score: -5376022.000000 Penalty: 5297.410645 Iteration 14Q: 3 clusters Score -5376022 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 38657 members Entering Unmasked Estep Score: -5376393.000000 Penalty: 5297.410645 Iteration 15Q: 3 clusters Score -5376393 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 39097 members Entering Unmasked Estep Score: -5376731.500000 Penalty: 5297.410645 Iteration 16Q: 3 clusters Score -5376732 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 39455 members Entering Unmasked Estep Score: -5377062.500000 Penalty: 5297.410645 Iteration 17Q: 3 clusters Score -5377062 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 39726 members Entering Unmasked Estep Score: -5377336.500000 Penalty: 5297.410645 Iteration 18Q: 3 clusters Score -5377336 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 39930 members Entering Unmasked Estep Score: -5377498.000000 Penalty: 5297.410645 Iteration 19Q: 3 clusters Score -5377498 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 40068 members Entering Unmasked Estep Score: -5377604.500000 Penalty: 5297.410645 Iteration 20F: 3 clusters Score -5377604 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 40161 members Entering Unmasked Estep Score: -5377660.500000 Penalty: 5297.410645 Iteration 21Q: 3 clusters Score -5377660 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 40241 members Entering Unmasked Estep Score: -5377677.000000 Penalty: 5297.410645 Iteration 22Q: 3 clusters Score -5377677 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 40290 members Entering Unmasked Estep Score: -5377706.000000 Penalty: 5297.410645 Iteration 23Q: 3 clusters Score -5377706 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 40320 members Entering Unmasked Estep Score: -5377702.000000 Penalty: 5297.410645 Iteration 24Q: 3 clusters Score -5377702 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 40341 members Entering Unmasked Estep Score: -5377705.000000 Penalty: 5297.410645 Iteration 25Q: 3 clusters Score -5377705 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 40358 members Entering Unmasked Estep Score: -5377722.500000 Penalty: 5297.410645 Iteration 26Q: 3 clusters Score -5377722 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 40376 members Entering Unmasked Estep Score: -5377725.000000 Penalty: 5297.410645 Iteration 27Q: 3 clusters Score -5377725 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 40393 members Entering Unmasked Estep Score: -5377739.500000 Penalty: 5297.410645 Iteration 28Q: 3 clusters Score -5377740 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 40402 members Entering Unmasked Estep Score: -5377740.000000 Penalty: 5297.410645 Iteration 29Q: 3 clusters Score -5377740 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 40409 members Entering Unmasked Estep Score: -5377737.500000 Penalty: 5297.410645 Iteration 30Q: 3 clusters Score -5377738 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 40422 members Entering Unmasked Estep Score: -5377737.500000 Penalty: 5297.410645 Iteration 31Q: 3 clusters Score -5377738 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 40432 members Entering Unmasked Estep Score: -5377727.500000 Penalty: 5297.410645 Iteration 32Q: 3 clusters Score -5377728 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 40444 members Entering Unmasked Estep Score: -5377736.500000 Penalty: 5297.410645 Iteration 33Q: 3 clusters Score -5377736 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 40454 members Entering Unmasked Estep Score: -5377738.000000 Penalty: 5297.410645 Iteration 34Q: 3 clusters Score -5377738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 40462 members Entering Unmasked Estep Score: -5377741.500000 Penalty: 5297.410645 Iteration 35Q: 3 clusters Score -5377742 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 40468 members Entering Unmasked Estep Score: -5377745.500000 Penalty: 5297.410645 Iteration 36Q: 3 clusters Score -5377746 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 40475 members Entering Unmasked Estep Score: -5377751.500000 Penalty: 5297.410645 Iteration 37Q: 3 clusters Score -5377752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 40476 members Entering Unmasked Estep Score: -5377749.500000 Penalty: 5297.410645 Iteration 38Q: 3 clusters Score -5377750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 40478 members Entering Unmasked Estep Score: -5377750.000000 Penalty: 5297.410645 Iteration 39Q: 3 clusters Score -5377750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 40479 members Entering Unmasked Estep Score: -5377751.500000 Penalty: 5297.410645 Iteration 40F: 3 clusters Score -5377752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 40482 members Entering Unmasked Estep Score: -5377756.500000 Penalty: 5297.410645 Iteration 41Q: 3 clusters Score -5377756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 40484 members Entering Unmasked Estep Score: -5377754.500000 Penalty: 5297.410645 Iteration 42Q: 3 clusters Score -5377754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 40486 members Entering Unmasked Estep Score: -5377751.000000 Penalty: 5297.410645 Iteration 43Q: 3 clusters Score -5377751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 40488 members Entering Unmasked Estep Score: -5377757.500000 Penalty: 5297.410645 Iteration 44Q: 3 clusters Score -5377758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 40489 members Entering Unmasked Estep Score: -5377761.500000 Penalty: 5297.410645 Iteration 45Q: 3 clusters Score -5377762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 40489 members Entering Unmasked Estep Score: -5377761.500000 Penalty: 5297.410645 Iteration 46F: 3 clusters Score -5377762 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (39936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39936 members Entering Unmasked Estep Score: -4934789.000000 Penalty: 2627.568359 Iteration 0F: 2 clusters Score -4934789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20063 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -4907625.000000 Penalty: 5255.136719 Iteration 0F: 3 clusters Score -4907625 nChanged 18422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20365 members Mstep: Class 2 contains 19571 members Entering Unmasked Estep Score: -4917711.500000 Penalty: 5255.136719 Iteration 1F: 3 clusters Score -4917712 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20523 members Mstep: Class 2 contains 19413 members Entering Unmasked Estep Score: -4918209.500000 Penalty: 5255.136719 Iteration 2Q: 3 clusters Score -4918210 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20783 members Mstep: Class 2 contains 19153 members Entering Unmasked Estep Score: -4918869.000000 Penalty: 5255.136719 Iteration 3Q: 3 clusters Score -4918869 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21172 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -4919744.500000 Penalty: 5255.136719 Iteration 4Q: 3 clusters Score -4919744 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21670 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -4920951.500000 Penalty: 5255.136719 Iteration 5F: 3 clusters Score -4920952 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 17738 members Entering Unmasked Estep Score: -4922426.500000 Penalty: 5255.136719 Iteration 6F: 3 clusters Score -4922426 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -4924277.000000 Penalty: 5255.136719 Iteration 7F: 3 clusters Score -4924277 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23387 members Mstep: Class 2 contains 16549 members Entering Unmasked Estep Score: -4926131.000000 Penalty: 5255.136719 Iteration 8F: 3 clusters Score -4926131 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23938 members Mstep: Class 2 contains 15998 members Entering Unmasked Estep Score: -4927601.000000 Penalty: 5255.136719 Iteration 9F: 3 clusters Score -4927601 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24370 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -4928589.000000 Penalty: 5255.136719 Iteration 10Q: 3 clusters Score -4928589 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24747 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -4929146.000000 Penalty: 5255.136719 Iteration 11Q: 3 clusters Score -4929146 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25078 members Mstep: Class 2 contains 14858 members Entering Unmasked Estep Score: -4929427.500000 Penalty: 5255.136719 Iteration 12Q: 3 clusters Score -4929428 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25375 members Mstep: Class 2 contains 14561 members Entering Unmasked Estep Score: -4929621.500000 Penalty: 5255.136719 Iteration 13Q: 3 clusters Score -4929622 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25675 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -4929761.000000 Penalty: 5255.136719 Iteration 14Q: 3 clusters Score -4929761 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25971 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -4929848.000000 Penalty: 5255.136719 Iteration 15Q: 3 clusters Score -4929848 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26266 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -4929956.500000 Penalty: 5255.136719 Iteration 16Q: 3 clusters Score -4929956 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26589 members Mstep: Class 2 contains 13347 members Entering Unmasked Estep Score: -4930046.500000 Penalty: 5255.136719 Iteration 17Q: 3 clusters Score -4930046 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26900 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -4930108.000000 Penalty: 5255.136719 Iteration 18Q: 3 clusters Score -4930108 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27195 members Mstep: Class 2 contains 12741 members Entering Unmasked Estep Score: -4930153.000000 Penalty: 5255.136719 Iteration 19Q: 3 clusters Score -4930153 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27490 members Mstep: Class 2 contains 12446 members Entering Unmasked Estep Score: -4930259.500000 Penalty: 5255.136719 Iteration 20F: 3 clusters Score -4930260 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27783 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -4930347.000000 Penalty: 5255.136719 Iteration 21Q: 3 clusters Score -4930347 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28099 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -4930431.500000 Penalty: 5255.136719 Iteration 22Q: 3 clusters Score -4930432 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28450 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -4930543.500000 Penalty: 5255.136719 Iteration 23Q: 3 clusters Score -4930544 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28842 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -4930645.500000 Penalty: 5255.136719 Iteration 24Q: 3 clusters Score -4930646 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29278 members Mstep: Class 2 contains 10658 members Entering Unmasked Estep Score: -4930792.000000 Penalty: 5255.136719 Iteration 25Q: 3 clusters Score -4930792 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29732 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -4930956.000000 Penalty: 5255.136719 Iteration 26Q: 3 clusters Score -4930956 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30215 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -4931241.500000 Penalty: 5255.136719 Iteration 27Q: 3 clusters Score -4931242 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30753 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -4931561.000000 Penalty: 5255.136719 Iteration 28Q: 3 clusters Score -4931561 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31253 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -4931845.500000 Penalty: 5255.136719 Iteration 29Q: 3 clusters Score -4931846 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31732 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -4932098.500000 Penalty: 5255.136719 Iteration 30Q: 3 clusters Score -4932098 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32164 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -4932334.000000 Penalty: 5255.136719 Iteration 31Q: 3 clusters Score -4932334 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32560 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -4932497.500000 Penalty: 5255.136719 Iteration 32Q: 3 clusters Score -4932498 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32895 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -4932609.000000 Penalty: 5255.136719 Iteration 33Q: 3 clusters Score -4932609 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33174 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -4932721.500000 Penalty: 5255.136719 Iteration 34Q: 3 clusters Score -4932722 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33398 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -4932771.000000 Penalty: 5255.136719 Iteration 35Q: 3 clusters Score -4932771 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33572 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -4932807.500000 Penalty: 5255.136719 Iteration 36Q: 3 clusters Score -4932808 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33727 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -4932857.000000 Penalty: 5255.136719 Iteration 37Q: 3 clusters Score -4932857 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33863 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -4932860.000000 Penalty: 5255.136719 Iteration 38Q: 3 clusters Score -4932860 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33973 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -4932884.000000 Penalty: 5255.136719 Iteration 39Q: 3 clusters Score -4932884 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34056 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -4932894.000000 Penalty: 5255.136719 Iteration 40F: 3 clusters Score -4932894 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34136 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -4932916.000000 Penalty: 5255.136719 Iteration 41Q: 3 clusters Score -4932916 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34203 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -4932935.500000 Penalty: 5255.136719 Iteration 42Q: 3 clusters Score -4932936 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34258 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -4932936.000000 Penalty: 5255.136719 Iteration 43Q: 3 clusters Score -4932936 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34318 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -4932930.000000 Penalty: 5255.136719 Iteration 44Q: 3 clusters Score -4932930 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34374 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -4932939.500000 Penalty: 5255.136719 Iteration 45Q: 3 clusters Score -4932940 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34432 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -4932953.500000 Penalty: 5255.136719 Iteration 46Q: 3 clusters Score -4932954 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34491 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -4932962.500000 Penalty: 5255.136719 Iteration 47Q: 3 clusters Score -4932962 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34554 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -4932962.000000 Penalty: 5255.136719 Iteration 48Q: 3 clusters Score -4932962 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34611 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -4932971.500000 Penalty: 5255.136719 Iteration 49Q: 3 clusters Score -4932972 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34663 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -4932984.000000 Penalty: 5255.136719 Iteration 50Q: 3 clusters Score -4932984 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34713 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -4932997.500000 Penalty: 5255.136719 Iteration 51Q: 3 clusters Score -4932998 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34752 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -4932999.000000 Penalty: 5255.136719 Iteration 52Q: 3 clusters Score -4932999 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34804 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -4933012.000000 Penalty: 5255.136719 Iteration 53Q: 3 clusters Score -4933012 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34851 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -4933009.500000 Penalty: 5255.136719 Iteration 54Q: 3 clusters Score -4933010 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34894 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -4933013.500000 Penalty: 5255.136719 Iteration 55Q: 3 clusters Score -4933014 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34929 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -4933014.000000 Penalty: 5255.136719 Iteration 56Q: 3 clusters Score -4933014 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34964 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -4933017.500000 Penalty: 5255.136719 Iteration 57Q: 3 clusters Score -4933018 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34999 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4933037.500000 Penalty: 5255.136719 Iteration 62Q: 3 clusters Score -4933038 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35142 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -4933038.000000 Penalty: 5255.136719 Iteration 63Q: 3 clusters Score -4933038 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35170 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -4933047.000000 Penalty: 5255.136719 Iteration 64Q: 3 clusters Score -4933047 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35187 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -4933049.000000 Penalty: 5255.136719 Iteration 65Q: 3 clusters Score -4933049 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35204 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -4933051.500000 Penalty: 5255.136719 Iteration 66Q: 3 clusters Score -4933052 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35217 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -4933054.000000 Penalty: 5255.136719 Iteration 67Q: 3 clusters Score -4933054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35226 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -4933060.500000 Penalty: 5255.136719 Iteration 68Q: 3 clusters Score -4933060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35238 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -4933055.000000 Penalty: 5255.136719 Iteration 69Q: 3 clusters Score -4933055 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35253 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -4933056.500000 Penalty: 5255.136719 Iteration 70Q: 3 clusters Score -4933056 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35267 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -4933058.500000 Penalty: 5255.136719 Iteration 71Q: 3 clusters Score -4933058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35280 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -4933060.000000 Penalty: 5255.136719 Iteration 72Q: 3 clusters Score -4933060 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35295 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -4933054.500000 Penalty: 5255.136719 Iteration 73Q: 3 clusters Score -4933054 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35311 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -4933046.500000 Penalty: 5255.136719 Iteration 74Q: 3 clusters Score -4933046 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35323 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -4933054.000000 Penalty: 5255.136719 Iteration 75Q: 3 clusters Score -4933054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35330 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -4933052.500000 Penalty: 5255.136719 Iteration 76Q: 3 clusters Score -4933052 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35335 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -4933055.000000 Penalty: 5255.136719 Iteration 77Q: 3 clusters Score -4933055 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35341 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -4933054.000000 Penalty: 5255.136719 Iteration 78Q: 3 clusters Score -4933054 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35346 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -4933053.500000 Penalty: 5255.136719 Iteration 79Q: 3 clusters Score -4933054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35350 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -4933049.000000 Penalty: 5255.136719 Iteration 80F: 3 clusters Score -4933049 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35353 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -4933045.000000 Penalty: 5255.136719 Iteration 81Q: 3 clusters Score -4933045 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35355 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -4933054.500000 Penalty: 5255.136719 Iteration 82Q: 3 clusters Score -4933054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35359 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -4933053.000000 Penalty: 5255.136719 Iteration 83Q: 3 clusters Score -4933053 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35361 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -4933052.000000 Penalty: 5255.136719 Iteration 84Q: 3 clusters Score -4933052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35363 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -4933053.000000 Penalty: 5255.136719 Iteration 85Q: 3 clusters Score -4933053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35364 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -4933052.000000 Penalty: 5255.136719 Iteration 86Q: 3 clusters Score -4933052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35367 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -4933050.000000 Penalty: 5255.136719 Iteration 87Q: 3 clusters Score -4933050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35369 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -4933046.500000 Penalty: 5255.136719 Iteration 88Q: 3 clusters Score -4933046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35369 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -4933046.500000 Penalty: 5255.136719 Iteration 89F: 3 clusters Score -4933046 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Entering Unmasked Estep Score: -771472.875000 Penalty: 2177.139404 Iteration 0F: 2 clusters Score -771472.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -766041.437500 Penalty: 4354.278809 Iteration 0F: 3 clusters Score -766041.4 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -767445.875000 Penalty: 4354.278809 Iteration 1F: 3 clusters Score -767445.9 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -767674.625000 Penalty: 4354.278809 Iteration 2F: 3 clusters Score -767674.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -767818.437500 Penalty: 4354.278809 Iteration 3Q: 3 clusters Score -767818.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -767920.687500 Penalty: 4354.278809 Iteration 4Q: 3 clusters Score -767920.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -768001.750000 Penalty: 4354.278809 Iteration 5Q: 3 clusters Score -768001.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -768053.937500 Penalty: 4354.278809 Iteration 6Q: 3 clusters Score -768053.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -768088.625000 Penalty: 4354.278809 Iteration 7Q: 3 clusters Score -768088.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -768119.000000 Penalty: 4354.278809 Iteration 8Q: 3 clusters Score -768119 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -768145.375000 Penalty: 4354.278809 Iteration 9Q: 3 clusters Score -768145.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -768162.875000 Penalty: 4354.278809 Iteration 10Q: 3 clusters Score -768162.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -768184.000000 Penalty: 4354.278809 Iteration 11Q: 3 clusters Score -768184 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -768197.312500 Penalty: 4354.278809 Iteration 12Q: 3 clusters Score -768197.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -768203.437500 Penalty: 4354.278809 Iteration 13Q: 3 clusters Score -768203.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -768211.000000 Penalty: 4354.278809 Iteration 14Q: 3 clusters Score -768211 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -768223.000000 Penalty: 4354.278809 Iteration 15Q: 3 clusters Score -768223 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -768231.000000 Penalty: 4354.278809 Iteration 16Q: 3 clusters Score -768231 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -768237.937500 Penalty: 4354.278809 Iteration 17Q: 3 clusters Score -768237.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -768242.250000 Penalty: 4354.278809 Iteration 18Q: 3 clusters Score -768242.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -768247.812500 Penalty: 4354.278809 Iteration 19Q: 3 clusters Score -768247.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -768252.687500 Penalty: 4354.278809 Iteration 20F: 3 clusters Score -768252.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -768254.687500 Penalty: 4354.278809 Iteration 21Q: 3 clusters Score -768254.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -768259.750000 Penalty: 4354.278809 Iteration 22Q: 3 clusters Score -768259.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -768263.812500 Penalty: 4354.278809 Iteration 23Q: 3 clusters Score -768263.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -768268.250000 Penalty: 4354.278809 Iteration 24Q: 3 clusters Score -768268.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -768269.312500 Penalty: 4354.278809 Iteration 25Q: 3 clusters Score -768269.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -768269.375000 Penalty: 4354.278809 Iteration 26Q: 3 clusters Score -768269.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -768274.375000 Penalty: 4354.278809 Iteration 27Q: 3 clusters Score -768274.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -768274.000000 Penalty: 4354.278809 Iteration 28Q: 3 clusters Score -768274 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -768275.937500 Penalty: 4354.278809 Iteration 29Q: 3 clusters Score -768275.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -768279.875000 Penalty: 4354.278809 Iteration 30Q: 3 clusters Score -768279.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -768282.187500 Penalty: 4354.278809 Iteration 31Q: 3 clusters Score -768282.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -768287.250000 Penalty: 4354.278809 Iteration 32Q: 3 clusters Score -768287.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -768289.437500 Penalty: 4354.278809 Iteration 33Q: 3 clusters Score -768289.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -768291.062500 Penalty: 4354.278809 Iteration 34Q: 3 clusters Score -768291.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -768291.625000 Penalty: 4354.278809 Iteration 35Q: 3 clusters Score -768291.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -768292.875000 Penalty: 4354.278809 Iteration 36Q: 3 clusters Score -768292.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -768295.812500 Penalty: 4354.278809 Iteration 37Q: 3 clusters Score -768295.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -768298.250000 Penalty: 4354.278809 Iteration 38Q: 3 clusters Score -768298.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -768297.937500 Penalty: 4354.278809 Iteration 39Q: 3 clusters Score -768297.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -768300.937500 Penalty: 4354.278809 Iteration 40F: 3 clusters Score -768300.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -768301.937500 Penalty: 4354.278809 Iteration 41Q: 3 clusters Score -768301.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -768303.375000 Penalty: 4354.278809 Iteration 42Q: 3 clusters Score -768303.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -768303.875000 Penalty: 4354.278809 Iteration 43Q: 3 clusters Score -768303.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -768304.000000 Penalty: 4354.278809 Iteration 44Q: 3 clusters Score -768304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -768304.000000 Penalty: 4354.278809 Iteration 45F: 3 clusters Score -768304 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -87196.890625 Penalty: 1648.948120 Iteration 0F: 2 clusters Score -87196.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -85480.054688 Penalty: 3297.896240 Iteration 0F: 3 clusters Score -85480.05 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -85981.203125 Penalty: 3297.896240 Iteration 1F: 3 clusters Score -85981.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -86244.132812 Penalty: 3297.896240 Iteration 2F: 3 clusters Score -86244.13 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -86421.398438 Penalty: 3297.896240 Iteration 3F: 3 clusters Score -86421.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -86528.656250 Penalty: 3297.896240 Iteration 4F: 3 clusters Score -86528.66 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -86763.281250 Penalty: 3297.896240 Iteration 5Q: 3 clusters Score -86763.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -86955.640625 Penalty: 3297.896240 Iteration 6Q: 3 clusters Score -86955.64 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -87092.835938 Penalty: 3297.896240 Iteration 7Q: 3 clusters Score -87092.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -87212.617188 Penalty: 3297.896240 Iteration 8Q: 3 clusters Score -87212.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -87307.843750 Penalty: 3297.896240 Iteration 9Q: 3 clusters Score -87307.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -87327.289062 Penalty: 3297.896240 Iteration 10Q: 3 clusters Score -87327.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -87337.125000 Penalty: 3297.896240 Iteration 11Q: 3 clusters Score -87337.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -87361.789062 Penalty: 3297.896240 Iteration 12Q: 3 clusters Score -87361.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -87384.218750 Penalty: 3297.896240 Iteration 13Q: 3 clusters Score -87384.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -87428.304688 Penalty: 3297.896240 Iteration 14Q: 3 clusters Score -87428.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -87450.601562 Penalty: 3297.896240 Iteration 15Q: 3 clusters Score -87450.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -87461.554688 Penalty: 3297.896240 Iteration 16Q: 3 clusters Score -87461.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -87461.554688 Penalty: 3297.896240 Iteration 17F: 3 clusters Score -87461.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 5934 members Mstep: Class 4 contains 154062 members Mstep: Class 5 contains 24928 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 17932 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 71547 members Mstep: Class 11 contains 12902 members Mstep: Class 12 contains 9096 members Mstep: Class 13 contains 43489 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 6495 members Mstep: Class 16 contains 565 members Mstep: Class 17 contains 7285 members Mstep: Class 18 contains 1652 members Mstep: Class 19 contains 4657 members Mstep: Class 20 contains 252 members Mstep: Class 21 contains 207 members Entering Unmasked Estep Score: -52019696.000000 Penalty: 67587.437500 Splitting cluster 16 changes total score from -52020980.000000 to -52019696.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (7285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Entering Unmasked Estep Score: -850466.875000 Penalty: 2205.605957 Iteration 0F: 2 clusters Score -850466.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -844548.375000 Penalty: 4411.211914 Iteration 0F: 3 clusters Score -844548.4 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -846182.125000 Penalty: 4411.211914 Iteration 1F: 3 clusters Score -846182.1 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -846564.250000 Penalty: 4411.211914 Iteration 2F: 3 clusters Score -846564.2 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -846880.125000 Penalty: 4411.211914 Iteration 3F: 3 clusters Score -846880.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -847135.500000 Penalty: 4411.211914 Iteration 4F: 3 clusters Score -847135.5 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -847394.812500 Penalty: 4411.211914 Iteration 5Q: 3 clusters Score -847394.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -847638.625000 Penalty: 4411.211914 Iteration 6Q: 3 clusters Score -847638.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -847877.625000 Penalty: 4411.211914 Iteration 7Q: 3 clusters Score -847877.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -848136.562500 Penalty: 4411.211914 Iteration 8Q: 3 clusters Score -848136.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -848371.875000 Penalty: 4411.211914 Iteration 9Q: 3 clusters Score -848371.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -848554.000000 Penalty: 4411.211914 Iteration 10Q: 3 clusters Score -848554 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -848670.812500 Penalty: 4411.211914 Iteration 11Q: 3 clusters Score -848670.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -848758.687500 Penalty: 4411.211914 Iteration 12Q: 3 clusters Score -848758.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -848810.187500 Penalty: 4411.211914 Iteration 13Q: 3 clusters Score -848810.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -848836.875000 Penalty: 4411.211914 Iteration 14Q: 3 clusters Score -848836.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -848855.687500 Penalty: 4411.211914 Iteration 15Q: 3 clusters Score -848855.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -848871.250000 Penalty: 4411.211914 Iteration 16Q: 3 clusters Score -848871.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -848880.625000 Penalty: 4411.211914 Iteration 17Q: 3 clusters Score -848880.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -848893.125000 Penalty: 4411.211914 Iteration 18Q: 3 clusters Score -848893.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -848900.375000 Penalty: 4411.211914 Iteration 19Q: 3 clusters Score -848900.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -848911.687500 Penalty: 4411.211914 Iteration 20F: 3 clusters Score -848911.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -848925.062500 Penalty: 4411.211914 Iteration 21Q: 3 clusters Score -848925.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -848935.937500 Penalty: 4411.211914 Iteration 22Q: 3 clusters Score -848935.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -848949.000000 Penalty: 4411.211914 Iteration 23Q: 3 clusters Score -848949 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -848962.625000 Penalty: 4411.211914 Iteration 24Q: 3 clusters Score -848962.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -848978.250000 Penalty: 4411.211914 Iteration 25Q: 3 clusters Score -848978.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -848991.625000 Penalty: 4411.211914 Iteration 26Q: 3 clusters Score -848991.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -849004.125000 Penalty: 4411.211914 Iteration 27Q: 3 clusters Score -849004.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -849010.812500 Penalty: 4411.211914 Iteration 28Q: 3 clusters Score -849010.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -849018.750000 Penalty: 4411.211914 Iteration 29Q: 3 clusters Score -849018.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -849022.687500 Penalty: 4411.211914 Iteration 30Q: 3 clusters Score -849022.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -849030.875000 Penalty: 4411.211914 Iteration 31Q: 3 clusters Score -849030.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -849034.937500 Penalty: 4411.211914 Iteration 32Q: 3 clusters Score -849034.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -849039.562500 Penalty: 4411.211914 Iteration 33Q: 3 clusters Score -849039.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -849039.625000 Penalty: 4411.211914 Iteration 34Q: 3 clusters Score -849039.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -849044.062500 Penalty: 4411.211914 Iteration 35Q: 3 clusters Score -849044.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -849048.125000 Penalty: 4411.211914 Iteration 36Q: 3 clusters Score -849048.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -849049.375000 Penalty: 4411.211914 Iteration 37Q: 3 clusters Score -849049.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -849048.500000 Penalty: 4411.211914 Iteration 38Q: 3 clusters Score -849048.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -849049.937500 Penalty: 4411.211914 Iteration 39Q: 3 clusters Score -849049.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -849051.625000 Penalty: 4411.211914 Iteration 40F: 3 clusters Score -849051.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -849053.000000 Penalty: 4411.211914 Iteration 41Q: 3 clusters Score -849053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -849053.250000 Penalty: 4411.211914 Iteration 42Q: 3 clusters Score -849053.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -849054.125000 Penalty: 4411.211914 Iteration 43Q: 3 clusters Score -849054.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -849053.000000 Penalty: 4411.211914 Iteration 44Q: 3 clusters Score -849053 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -849053.500000 Penalty: 4411.211914 Iteration 45Q: 3 clusters Score -849053.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -849052.500000 Penalty: 4411.211914 Iteration 46Q: 3 clusters Score -849052.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -849054.250000 Penalty: 4411.211914 Iteration 47Q: 3 clusters Score -849054.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -849055.875000 Penalty: 4411.211914 Iteration 48Q: 3 clusters Score -849055.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -849055.500000 Penalty: 4411.211914 Iteration 49Q: 3 clusters Score -849055.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -849056.937500 Penalty: 4411.211914 Iteration 50Q: 3 clusters Score -849056.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -849057.187500 Penalty: 4411.211914 Iteration 51Q: 3 clusters Score -849057.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -849057.187500 Penalty: 4411.211914 Iteration 52F: 3 clusters Score -849057.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Entering Unmasked Estep Score: -182134.109375 Penalty: 1837.615967 Iteration 0F: 2 clusters Score -182134.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -179743.843750 Penalty: 3675.231934 Iteration 0F: 3 clusters Score -179743.8 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -180207.875000 Penalty: 3675.231934 Iteration 1F: 3 clusters Score -180207.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -180363.890625 Penalty: 3675.231934 Iteration 2F: 3 clusters Score -180363.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -180459.859375 Penalty: 3675.231934 Iteration 3Q: 3 clusters Score -180459.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -180546.093750 Penalty: 3675.231934 Iteration 4Q: 3 clusters Score -180546.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -180662.171875 Penalty: 3675.231934 Iteration 5Q: 3 clusters Score -180662.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -180759.390625 Penalty: 3675.231934 Iteration 6Q: 3 clusters Score -180759.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -180880.250000 Penalty: 3675.231934 Iteration 7Q: 3 clusters Score -180880.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -181051.046875 Penalty: 3675.231934 Iteration 8Q: 3 clusters Score -181051 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -181184.390625 Penalty: 3675.231934 Iteration 9Q: 3 clusters Score -181184.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -181296.015625 Penalty: 3675.231934 Iteration 10Q: 3 clusters Score -181296 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -181341.515625 Penalty: 3675.231934 Iteration 11Q: 3 clusters Score -181341.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -181372.250000 Penalty: 3675.231934 Iteration 12Q: 3 clusters Score -181372.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -181385.125000 Penalty: 3675.231934 Iteration 13Q: 3 clusters Score -181385.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -181395.312500 Penalty: 3675.231934 Iteration 14Q: 3 clusters Score -181395.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -181400.234375 Penalty: 3675.231934 Iteration 15Q: 3 clusters Score -181400.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -181405.656250 Penalty: 3675.231934 Iteration 16Q: 3 clusters Score -181405.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -181408.078125 Penalty: 3675.231934 Iteration 17Q: 3 clusters Score -181408.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -181412.062500 Penalty: 3675.231934 Iteration 18Q: 3 clusters Score -181412.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -181415.562500 Penalty: 3675.231934 Iteration 19Q: 3 clusters Score -181415.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -181419.750000 Penalty: 3675.231934 Iteration 20F: 3 clusters Score -181419.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -181422.062500 Penalty: 3675.231934 Iteration 21Q: 3 clusters Score -181422.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -181426.156250 Penalty: 3675.231934 Iteration 22Q: 3 clusters Score -181426.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -181429.328125 Penalty: 3675.231934 Iteration 23Q: 3 clusters Score -181429.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -181430.468750 Penalty: 3675.231934 Iteration 24Q: 3 clusters Score -181430.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -181430.468750 Penalty: 3675.231934 Iteration 25F: 3 clusters Score -181430.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Entering Unmasked Estep Score: -545277.812500 Penalty: 2094.639404 Iteration 0F: 2 clusters Score -545277.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -541004.937500 Penalty: 4189.278809 Iteration 0F: 3 clusters Score -541004.9 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -541998.937500 Penalty: 4189.278809 Iteration 1F: 3 clusters Score -541998.9 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -542299.437500 Penalty: 4189.278809 Iteration 2F: 3 clusters Score -542299.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -542527.625000 Penalty: 4189.278809 Iteration 3F: 3 clusters Score -542527.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -542719.187500 Penalty: 4189.278809 Iteration 4F: 3 clusters Score -542719.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -542878.250000 Penalty: 4189.278809 Iteration 5Q: 3 clusters Score -542878.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -543031.000000 Penalty: 4189.278809 Iteration 6Q: 3 clusters Score -543031 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -543152.437500 Penalty: 4189.278809 Iteration 7Q: 3 clusters Score -543152.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -543250.375000 Penalty: 4189.278809 Iteration 8Q: 3 clusters Score -543250.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -543321.312500 Penalty: 4189.278809 Iteration 9Q: 3 clusters Score -543321.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -543367.375000 Penalty: 4189.278809 Iteration 10Q: 3 clusters Score -543367.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -543402.437500 Penalty: 4189.278809 Iteration 11Q: 3 clusters Score -543402.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -543420.375000 Penalty: 4189.278809 Iteration 12Q: 3 clusters Score -543420.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -543429.812500 Penalty: 4189.278809 Iteration 13Q: 3 clusters Score -543429.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -543440.625000 Penalty: 4189.278809 Iteration 14Q: 3 clusters Score -543440.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -543444.687500 Penalty: 4189.278809 Iteration 15Q: 3 clusters Score -543444.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -543447.687500 Penalty: 4189.278809 Iteration 16Q: 3 clusters Score -543447.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -543450.125000 Penalty: 4189.278809 Iteration 17Q: 3 clusters Score -543450.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -543455.750000 Penalty: 4189.278809 Iteration 18Q: 3 clusters Score -543455.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -543459.250000 Penalty: 4189.278809 Iteration 19Q: 3 clusters Score -543459.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -543462.625000 Penalty: 4189.278809 Iteration 20F: 3 clusters Score -543462.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -543461.937500 Penalty: 4189.278809 Iteration 21Q: 3 clusters Score -543461.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -543464.250000 Penalty: 4189.278809 Iteration 22Q: 3 clusters Score -543464.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -543465.750000 Penalty: 4189.278809 Iteration 23Q: 3 clusters Score -543465.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -543467.687500 Penalty: 4189.278809 Iteration 24Q: 3 clusters Score -543467.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -543466.937500 Penalty: 4189.278809 Iteration 25Q: 3 clusters Score -543466.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -543468.500000 Penalty: 4189.278809 Iteration 26Q: 3 clusters Score -543468.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -543469.437500 Penalty: 4189.278809 Iteration 27Q: 3 clusters Score -543469.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -543469.062500 Penalty: 4189.278809 Iteration 28Q: 3 clusters Score -543469.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -543468.937500 Penalty: 4189.278809 Iteration 29Q: 3 clusters Score -543468.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -543470.187500 Penalty: 4189.278809 Iteration 30Q: 3 clusters Score -543470.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -543472.562500 Penalty: 4189.278809 Iteration 31Q: 3 clusters Score -543472.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -543474.187500 Penalty: 4189.278809 Iteration 32Q: 3 clusters Score -543474.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -543475.500000 Penalty: 4189.278809 Iteration 33Q: 3 clusters Score -543475.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -543476.062500 Penalty: 4189.278809 Iteration 34Q: 3 clusters Score -543476.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -543479.312500 Penalty: 4189.278809 Iteration 35Q: 3 clusters Score -543479.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -543479.437500 Penalty: 4189.278809 Iteration 36Q: 3 clusters Score -543479.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -543481.437500 Penalty: 4189.278809 Iteration 37Q: 3 clusters Score -543481.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -543484.437500 Penalty: 4189.278809 Iteration 38Q: 3 clusters Score -543484.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -543484.500000 Penalty: 4189.278809 Iteration 39Q: 3 clusters Score -543484.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -543484.437500 Penalty: 4189.278809 Iteration 40F: 3 clusters Score -543484.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -543485.187500 Penalty: 4189.278809 Iteration 41Q: 3 clusters Score -543485.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -543486.562500 Penalty: 4189.278809 Iteration 42Q: 3 clusters Score -543486.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -543486.000000 Penalty: 4189.278809 Iteration 43Q: 3 clusters Score -543486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -543488.375000 Penalty: 4189.278809 Iteration 44Q: 3 clusters Score -543488.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -543488.687500 Penalty: 4189.278809 Iteration 45Q: 3 clusters Score -543488.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -543488.687500 Penalty: 4189.278809 Iteration 46F: 3 clusters Score -543488.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -28928.675781 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -28928.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27673.113281 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -27673.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27751.195312 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -27751.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -27782.791016 Penalty: 2742.596680 Iteration 2Q: 3 clusters Score -27782.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27792.675781 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -27792.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -27794.720703 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -27794.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -27794.720703 Penalty: 2742.596680 Iteration 5F: 3 clusters Score -27794.72 nChanged 0 --- Evaluating fit on full set of 1297867 points --- Entering Unmasked Estep Score: -156231424.000000 Penalty: 69818.117188 21->21 Clusters: Score -156231424.000000, best is -156250624.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 432622 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20630 members Mstep: Class 2 contains 20592 members Mstep: Class 3 contains 20470 members Mstep: Class 4 contains 20677 members Mstep: Class 5 contains 20819 members Mstep: Class 6 contains 20460 members Mstep: Class 7 contains 20735 members Mstep: Class 8 contains 20605 members Mstep: Class 9 contains 20577 members Mstep: Class 10 contains 20460 members Mstep: Class 11 contains 20621 members Mstep: Class 12 contains 20726 members Mstep: Class 13 contains 20554 members Mstep: Class 14 contains 20342 members Mstep: Class 15 contains 20717 members Mstep: Class 16 contains 20592 members Mstep: Class 17 contains 20401 members Mstep: Class 18 contains 20673 members Mstep: Class 19 contains 20666 members Mstep: Class 20 contains 20601 members Mstep: Class 21 contains 20704 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 236.380432 but Gain 3218.445312 Score: -48794540.000000 Penalty: 64368.992188 Iteration 0F: 21 clusters Score -4.879454e+07 nChanged 409468 Entering Unmasked Mstep Mstep: Class 0 contains 2098 members Mstep: Class 1 contains 22306 members Mstep: Class 2 contains 15477 members Mstep: Class 3 contains 1361 members Mstep: Class 4 contains 30075 members Mstep: Class 5 contains 22014 members Mstep: Class 6 contains 23374 members Mstep: Class 7 contains 7532 members Mstep: Class 8 contains 17252 members Mstep: Class 9 contains 14546 members Mstep: Class 10 contains 14308 members Mstep: Class 11 contains 54186 members Mstep: Class 13 contains 16329 members Mstep: Class 14 contains 5677 members Mstep: Class 15 contains 42695 members Mstep: Class 16 contains 31560 members Mstep: Class 17 contains 14180 members Mstep: Class 18 contains 58065 members Mstep: Class 19 contains 4923 members Mstep: Class 20 contains 14374 members Mstep: Class 21 contains 20290 members Entering Unmasked Estep ConsiderDeletion Score: -50690976.000000 Penalty: 64368.992188 Iteration 1F: 21 clusters Score -5.069098e+07 nChanged 169188 Entering Unmasked Mstep Mstep: Class 0 contains 1811 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 11956 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 36701 members Mstep: Class 5 contains 23834 members Mstep: Class 6 contains 22207 members Mstep: Class 7 contains 7692 members Mstep: Class 8 contains 10299 members Mstep: Class 9 contains 7162 members Mstep: Class 10 contains 9185 members Mstep: Class 11 contains 59844 members Mstep: Class 13 contains 9354 members Mstep: Class 14 contains 2979 members Mstep: Class 15 contains 54465 members Mstep: Class 16 contains 24021 members Mstep: Class 17 contains 15651 members Mstep: Class 18 contains 82114 members Mstep: Class 19 contains 2327 members Mstep: Class 20 contains 7889 members Mstep: Class 21 contains 21078 members Entering Unmasked Estep ConsiderDeletion Score: -51119752.000000 Penalty: 64368.992188 Iteration 2F: 21 clusters Score -5.111975e+07 nChanged 119341 Entering Unmasked Mstep Mstep: Class 0 contains 670 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 10307 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 36953 members Mstep: Class 5 contains 25867 members Mstep: Class 6 contains 26430 members Mstep: Class 7 contains 9254 members Mstep: Class 8 contains 5037 members Mstep: Class 9 contains 4987 members Mstep: Class 10 contains 6108 members Mstep: Class 11 contains 54985 members Mstep: Class 13 contains 4676 members Mstep: Class 14 contains 2305 members Mstep: Class 15 contains 53188 members Mstep: Class 16 contains 16948 members Mstep: Class 17 contains 24480 members Mstep: Class 18 contains 100296 members Mstep: Class 19 contains 944 members Mstep: Class 20 contains 6711 members Mstep: Class 21 contains 21972 members Entering Unmasked Estep ConsiderDeletion Score: -51423464.000000 Penalty: 64368.992188 Iteration 3F: 21 clusters Score -5.142346e+07 nChanged 94220 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 8790 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 41790 members Mstep: Class 5 contains 26866 members Mstep: Class 6 contains 30158 members Mstep: Class 7 contains 11484 members Mstep: Class 8 contains 2845 members Mstep: Class 9 contains 4822 members Mstep: Class 10 contains 5333 members Mstep: Class 11 contains 45958 members Mstep: Class 13 contains 2904 members Mstep: Class 14 contains 1610 members Mstep: Class 15 contains 50538 members Mstep: Class 16 contains 11714 members Mstep: Class 17 contains 26849 members Mstep: Class 18 contains 111270 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 7273 members Mstep: Class 21 contains 23653 members Entering Unmasked Estep ConsiderDeletion Score: -51598136.000000 Penalty: 64368.992188 Iteration 4F: 21 clusters Score -5.159814e+07 nChanged 75089 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 6955 members Mstep: Class 3 contains 595 members Mstep: Class 4 contains 42960 members Mstep: Class 5 contains 27821 members Mstep: Class 6 contains 31019 members Mstep: Class 7 contains 13422 members Mstep: Class 8 contains 1700 members Mstep: Class 9 contains 4999 members Mstep: Class 10 contains 4943 members Mstep: Class 11 contains 40961 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 1521 members Mstep: Class 15 contains 47929 members Mstep: Class 16 contains 8392 members Mstep: Class 17 contains 26390 members Mstep: Class 18 contains 123567 members Mstep: Class 19 contains 829 members Mstep: Class 20 contains 7752 members Mstep: Class 21 contains 23346 members Entering Unmasked Estep ConsiderDeletion Score: -51751360.000000 Penalty: 64368.992188 Iteration 5F: 21 clusters Score -5.175136e+07 nChanged 54681 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 12943 members Mstep: Class 2 contains 5074 members Mstep: Class 3 contains 556 members Mstep: Class 4 contains 41429 members Mstep: Class 5 contains 29116 members Mstep: Class 6 contains 28511 members Mstep: Class 7 contains 14950 members Mstep: Class 8 contains 1133 members Mstep: Class 9 contains 5313 members Mstep: Class 10 contains 4718 members Mstep: Class 11 contains 38796 members Mstep: Class 13 contains 3155 members Mstep: Class 14 contains 1506 members Mstep: Class 15 contains 45506 members Mstep: Class 16 contains 6343 members Mstep: Class 17 contains 25797 members Mstep: Class 18 contains 138321 members Mstep: Class 19 contains 824 members Mstep: Class 20 contains 7999 members Mstep: Class 21 contains 20609 members Entering Unmasked Estep ConsiderDeletion Score: -51815304.000000 Penalty: 64368.992188 Iteration 6F: 21 clusters Score -5.18153e+07 nChanged 38514 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 3994 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 42625 members Mstep: Class 5 contains 30063 members Mstep: Class 6 contains 25327 members Mstep: Class 7 contains 16349 members Mstep: Class 8 contains 931 members Mstep: Class 9 contains 5793 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 39712 members Mstep: Class 13 contains 3683 members Mstep: Class 14 contains 1477 members Mstep: Class 15 contains 42258 members Mstep: Class 16 contains 5263 members Mstep: Class 17 contains 25404 members Mstep: Class 18 contains 146721 members Mstep: Class 19 contains 818 members Mstep: Class 20 contains 8092 members Mstep: Class 21 contains 17141 members Entering Unmasked Estep ConsiderDeletion Score: -51858672.000000 Penalty: 64368.992188 Iteration 7F: 21 clusters Score -5.185867e+07 nChanged 32093 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 3270 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 44591 members Mstep: Class 5 contains 30644 members Mstep: Class 6 contains 21465 members Mstep: Class 7 contains 17721 members Mstep: Class 8 contains 875 members Mstep: Class 9 contains 6333 members Mstep: Class 10 contains 4777 members Mstep: Class 11 contains 43249 members Mstep: Class 13 contains 4202 members Mstep: Class 14 contains 1457 members Mstep: Class 15 contains 37323 members Mstep: Class 16 contains 4675 members Mstep: Class 17 contains 25204 members Mstep: Class 18 contains 152756 members Mstep: Class 19 contains 810 members Mstep: Class 20 contains 8177 members Mstep: Class 21 contains 13830 members Entering Unmasked Estep ConsiderDeletion Score: -51898300.000000 Penalty: 64368.992188 Iteration 8F: 21 clusters Score -5.18983e+07 nChanged 27956 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 47079 members Mstep: Class 5 contains 30695 members Mstep: Class 6 contains 17298 members Mstep: Class 7 contains 18777 members Mstep: Class 8 contains 871 members Mstep: Class 9 contains 6882 members Mstep: Class 10 contains 4916 members Mstep: Class 11 contains 48042 members Mstep: Class 13 contains 4647 members Mstep: Class 14 contains 1437 members Mstep: Class 15 contains 31852 members Mstep: Class 16 contains 4020 members Mstep: Class 17 contains 25273 members Mstep: Class 18 contains 157283 members Mstep: Class 19 contains 810 members Mstep: Class 20 contains 8447 members Mstep: Class 21 contains 10964 members Entering Unmasked Estep ConsiderDeletion Score: -51933896.000000 Penalty: 64368.992188 Iteration 9F: 21 clusters Score -5.19339e+07 nChanged 22275 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 2263 members Mstep: Class 3 contains 561 members Mstep: Class 4 contains 50454 members Mstep: Class 5 contains 30353 members Mstep: Class 6 contains 13229 members Mstep: Class 7 contains 19219 members Mstep: Class 8 contains 865 members Mstep: Class 9 contains 7340 members Mstep: Class 10 contains 5182 members Mstep: Class 11 contains 51190 members Mstep: Class 13 contains 4948 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 28593 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 25361 members Mstep: Class 18 contains 160459 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 8857 members Mstep: Class 21 contains 8617 members Entering Unmasked Estep ConsiderDeletion Score: -51964904.000000 Penalty: 64368.992188 Iteration 10F: 21 clusters Score -5.19649e+07 nChanged 16160 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 53560 members Mstep: Class 5 contains 29673 members Mstep: Class 6 contains 9917 members Mstep: Class 7 contains 18857 members Mstep: Class 8 contains 875 members Mstep: Class 9 contains 7769 members Mstep: Class 10 contains 5558 members Mstep: Class 11 contains 51250 members Mstep: Class 13 contains 5126 members Mstep: Class 14 contains 1420 members Mstep: Class 15 contains 30265 members Mstep: Class 16 contains 2609 members Mstep: Class 17 contains 25460 members Mstep: Class 18 contains 161965 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 9283 members Mstep: Class 21 contains 6413 members Entering Unmasked Estep ConsiderDeletion Score: -51982260.000000 Penalty: 64368.992188 Iteration 11Q: 21 clusters Score -5.198226e+07 nChanged 12208 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 1898 members Mstep: Class 3 contains 564 members Mstep: Class 4 contains 55905 members Mstep: Class 5 contains 29013 members Mstep: Class 6 contains 7554 members Mstep: Class 7 contains 18407 members Mstep: Class 8 contains 882 members Mstep: Class 9 contains 8214 members Mstep: Class 10 contains 5876 members Mstep: Class 11 contains 50614 members Mstep: Class 13 contains 5242 members Mstep: Class 14 contains 1414 members Mstep: Class 15 contains 32663 members Mstep: Class 16 contains 2195 members Mstep: Class 17 contains 25484 members Mstep: Class 18 contains 162633 members Mstep: Class 19 contains 812 members Mstep: Class 20 contains 9564 members Mstep: Class 21 contains 4823 members Entering Unmasked Estep ConsiderDeletion Score: -51989512.000000 Penalty: 64368.992188 Iteration 12Q: 21 clusters Score -5.198951e+07 nChanged 9013 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 1985 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 57702 members Mstep: Class 5 contains 28348 members Mstep: Class 6 contains 5938 members Mstep: Class 7 contains 18098 members Mstep: Class 8 contains 905 members Mstep: Class 9 contains 8648 members Mstep: Class 10 contains 6185 members Mstep: Class 11 contains 50023 members Mstep: Class 13 contains 5370 members Mstep: Class 14 contains 1408 members Mstep: Class 15 contains 34327 members Mstep: Class 16 contains 1927 members Mstep: Class 17 contains 25460 members Mstep: Class 18 contains 162802 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9739 members Mstep: Class 21 contains 3899 members Entering Unmasked Estep ConsiderDeletion Score: -51994724.000000 Penalty: 64368.992188 Iteration 13Q: 21 clusters Score -5.199472e+07 nChanged 6982 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 2175 members Mstep: Class 3 contains 574 members Mstep: Class 4 contains 58926 members Mstep: Class 5 contains 27707 members Mstep: Class 6 contains 4907 members Mstep: Class 7 contains 17798 members Mstep: Class 8 contains 952 members Mstep: Class 9 contains 9030 members Mstep: Class 10 contains 6561 members Mstep: Class 11 contains 49427 members Mstep: Class 13 contains 5526 members Mstep: Class 14 contains 1408 members Mstep: Class 15 contains 35530 members Mstep: Class 16 contains 1796 members Mstep: Class 17 contains 25413 members Mstep: Class 18 contains 162667 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9831 members Mstep: Class 21 contains 3434 members Entering Unmasked Estep ConsiderDeletion Score: -51999296.000000 Penalty: 64368.992188 Iteration 14Q: 21 clusters Score -5.19993e+07 nChanged 5727 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 2351 members Mstep: Class 3 contains 575 members Mstep: Class 4 contains 59769 members Mstep: Class 5 contains 27196 members Mstep: Class 6 contains 4243 members Mstep: Class 7 contains 17524 members Mstep: Class 8 contains 1008 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 7032 members Mstep: Class 11 contains 48809 members Mstep: Class 13 contains 5680 members Mstep: Class 14 contains 1406 members Mstep: Class 15 contains 36409 members Mstep: Class 16 contains 1714 members Mstep: Class 17 contains 25373 members Mstep: Class 18 contains 162476 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9846 members Mstep: Class 21 contains 3189 members Entering Unmasked Estep ConsiderDeletion Score: -52002580.000000 Penalty: 64368.992188 Iteration 15Q: 21 clusters Score -5.200258e+07 nChanged 4797 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 2490 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 60302 members Mstep: Class 5 contains 26747 members Mstep: Class 6 contains 3855 members Mstep: Class 7 contains 17270 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 9672 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 48186 members Mstep: Class 13 contains 5815 members Mstep: Class 14 contains 1401 members Mstep: Class 15 contains 37078 members Mstep: Class 16 contains 1676 members Mstep: Class 17 contains 25357 members Mstep: Class 18 contains 162255 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9773 members Mstep: Class 21 contains 3098 members Entering Unmasked Estep ConsiderDeletion Score: -52005368.000000 Penalty: 64368.992188 Iteration 16Q: 21 clusters Score -5.200537e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 2543 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 60604 members Mstep: Class 5 contains 26418 members Mstep: Class 6 contains 3643 members Mstep: Class 7 contains 17043 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 9973 members Mstep: Class 10 contains 8147 members Mstep: Class 11 contains 47601 members Mstep: Class 13 contains 5958 members Mstep: Class 14 contains 1397 members Mstep: Class 15 contains 37559 members Mstep: Class 16 contains 1675 members Mstep: Class 17 contains 25330 members Mstep: Class 18 contains 162010 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9717 members Mstep: Class 21 contains 3125 members Entering Unmasked Estep ConsiderDeletion Score: -52007680.000000 Penalty: 64368.992188 Iteration 17Q: 21 clusters Score -5.200768e+07 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 2602 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 60777 members Mstep: Class 5 contains 26114 members Mstep: Class 6 contains 3523 members Mstep: Class 7 contains 16788 members Mstep: Class 8 contains 1133 members Mstep: Class 9 contains 10288 members Mstep: Class 10 contains 8669 members Mstep: Class 11 contains 47056 members Mstep: Class 13 contains 6077 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 37920 members Mstep: Class 16 contains 1690 members Mstep: Class 17 contains 25308 members Mstep: Class 18 contains 161807 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9663 members Mstep: Class 21 contains 3231 members Entering Unmasked Estep ConsiderDeletion Score: -52008504.000000 Penalty: 64368.992188 Iteration 18Q: 21 clusters Score -5.20085e+07 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 574 members Mstep: Class 4 contains 60875 members Mstep: Class 5 contains 25792 members Mstep: Class 6 contains 3483 members Mstep: Class 7 contains 16557 members Mstep: Class 8 contains 1147 members Mstep: Class 9 contains 10643 members Mstep: Class 10 contains 9183 members Mstep: Class 11 contains 46540 members Mstep: Class 13 contains 6172 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38172 members Mstep: Class 16 contains 1719 members Mstep: Class 17 contains 25279 members Mstep: Class 18 contains 161616 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9614 members Mstep: Class 21 contains 3363 members Entering Unmasked Estep ConsiderDeletion Score: -52009892.000000 Penalty: 64368.992188 Iteration 19Q: 21 clusters Score -5.200989e+07 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 2669 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 60886 members Mstep: Class 5 contains 25490 members Mstep: Class 6 contains 3505 members Mstep: Class 7 contains 16335 members Mstep: Class 8 contains 1158 members Mstep: Class 9 contains 11015 members Mstep: Class 10 contains 9660 members Mstep: Class 11 contains 46092 members Mstep: Class 13 contains 6268 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38360 members Mstep: Class 16 contains 1771 members Mstep: Class 17 contains 25234 members Mstep: Class 18 contains 161437 members Mstep: Class 19 contains 814 members Mstep: Class 20 contains 9570 members Mstep: Class 21 contains 3473 members Entering Unmasked Estep ConsiderDeletion Score: -52010748.000000 Penalty: 64368.992188 Iteration 20F: 21 clusters Score -5.201075e+07 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 2724 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 60873 members Mstep: Class 5 contains 25171 members Mstep: Class 6 contains 3556 members Mstep: Class 7 contains 16111 members Mstep: Class 8 contains 1163 members Mstep: Class 9 contains 11416 members Mstep: Class 10 contains 10136 members Mstep: Class 11 contains 45647 members Mstep: Class 13 contains 6340 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38502 members Mstep: Class 16 contains 1860 members Mstep: Class 17 contains 25188 members Mstep: Class 18 contains 161269 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 9537 members Mstep: Class 21 contains 3560 members Entering Unmasked Estep ConsiderDeletion Score: -52011824.000000 Penalty: 64368.992188 Iteration 21Q: 21 clusters Score -5.201182e+07 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 2754 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 60804 members Mstep: Class 5 contains 24838 members Mstep: Class 6 contains 3646 members Mstep: Class 7 contains 15889 members Mstep: Class 8 contains 1169 members Mstep: Class 9 contains 11843 members Mstep: Class 10 contains 10491 members Mstep: Class 11 contains 45322 members Mstep: Class 13 contains 6416 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38640 members Mstep: Class 16 contains 1986 members Mstep: Class 17 contains 25142 members Mstep: Class 18 contains 161125 members Mstep: Class 19 contains 810 members Mstep: Class 20 contains 9507 members Mstep: Class 21 contains 3621 members Entering Unmasked Estep ConsiderDeletion Score: -52012436.000000 Penalty: 64368.992188 Iteration 22Q: 21 clusters Score -5.201244e+07 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 2769 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 60735 members Mstep: Class 5 contains 24499 members Mstep: Class 6 contains 3773 members Mstep: Class 7 contains 15618 members Mstep: Class 8 contains 1172 members Mstep: Class 9 contains 12295 members Mstep: Class 10 contains 10784 members Mstep: Class 11 contains 45066 members Mstep: Class 13 contains 6483 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38758 members Mstep: Class 16 contains 2150 members Mstep: Class 17 contains 25127 members Mstep: Class 18 contains 160993 members Mstep: Class 19 contains 808 members Mstep: Class 20 contains 9480 members Mstep: Class 21 contains 3655 members Entering Unmasked Estep ConsiderDeletion Score: -52012956.000000 Penalty: 64368.992188 Iteration 23Q: 21 clusters Score -5.201296e+07 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 2783 members Mstep: Class 3 contains 560 members Mstep: Class 4 contains 60687 members Mstep: Class 5 contains 24181 members Mstep: Class 6 contains 3905 members Mstep: Class 7 contains 15353 members Mstep: Class 8 contains 1177 members Mstep: Class 9 contains 12719 members Mstep: Class 10 contains 11019 members Mstep: Class 11 contains 44859 members Mstep: Class 13 contains 6529 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38850 members Mstep: Class 16 contains 2330 members Mstep: Class 17 contains 25109 members Mstep: Class 18 contains 160884 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 9444 members Mstep: Class 21 contains 3685 members Entering Unmasked Estep ConsiderDeletion Score: -52013552.000000 Penalty: 64368.992188 Iteration 24Q: 21 clusters Score -5.201355e+07 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 556 members Mstep: Class 4 contains 60668 members Mstep: Class 5 contains 23875 members Mstep: Class 6 contains 4013 members Mstep: Class 7 contains 15077 members Mstep: Class 8 contains 1177 members Mstep: Class 9 contains 13173 members Mstep: Class 10 contains 11221 members Mstep: Class 11 contains 44702 members Mstep: Class 13 contains 6578 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38919 members Mstep: Class 16 contains 2502 members Mstep: Class 17 contains 25096 members Mstep: Class 18 contains 160767 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 9404 members Mstep: Class 21 contains 3697 members Entering Unmasked Estep ConsiderDeletion Score: -52014048.000000 Penalty: 64368.992188 Iteration 25Q: 21 clusters Score -5.201405e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 2812 members Mstep: Class 3 contains 551 members Mstep: Class 4 contains 60622 members Mstep: Class 5 contains 23611 members Mstep: Class 6 contains 4118 members Mstep: Class 7 contains 14772 members Mstep: Class 8 contains 1178 members Mstep: Class 9 contains 13639 members Mstep: Class 10 contains 11382 members Mstep: Class 11 contains 44573 members Mstep: Class 13 contains 6615 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 38973 members Mstep: Class 16 contains 2667 members Mstep: Class 17 contains 25092 members Mstep: Class 18 contains 160660 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 9366 members Mstep: Class 21 contains 3699 members Entering Unmasked Estep ConsiderDeletion Score: -52014656.000000 Penalty: 64368.992188 Iteration 26Q: 21 clusters Score -5.201466e+07 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 2824 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 60574 members Mstep: Class 5 contains 23377 members Mstep: Class 6 contains 4202 members Mstep: Class 7 contains 14473 members Mstep: Class 8 contains 1179 members Mstep: Class 9 contains 14131 members Mstep: Class 10 contains 11514 members Mstep: Class 11 contains 44469 members Mstep: Class 13 contains 6641 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39008 members Mstep: Class 16 contains 2775 members Mstep: Class 17 contains 25092 members Mstep: Class 18 contains 160556 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 9337 members Mstep: Class 21 contains 3689 members Entering Unmasked Estep ConsiderDeletion Score: -52015092.000000 Penalty: 64368.992188 Iteration 27Q: 21 clusters Score -5.201509e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 2835 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 60531 members Mstep: Class 5 contains 23168 members Mstep: Class 6 contains 4298 members Mstep: Class 7 contains 14149 members Mstep: Class 8 contains 1179 members Mstep: Class 9 contains 14627 members Mstep: Class 10 contains 11633 members Mstep: Class 11 contains 44369 members Mstep: Class 13 contains 6671 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39052 members Mstep: Class 16 contains 2846 members Mstep: Class 17 contains 25088 members Mstep: Class 18 contains 160447 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9321 members Mstep: Class 21 contains 3673 members Entering Unmasked Estep ConsiderDeletion Score: -52015616.000000 Penalty: 64368.992188 Iteration 28Q: 21 clusters Score -5.201562e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 2844 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60488 members Mstep: Class 5 contains 22939 members Mstep: Class 6 contains 4378 members Mstep: Class 7 contains 13838 members Mstep: Class 8 contains 1181 members Mstep: Class 9 contains 15138 members Mstep: Class 10 contains 11734 members Mstep: Class 11 contains 44289 members Mstep: Class 13 contains 6691 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39098 members Mstep: Class 16 contains 2910 members Mstep: Class 17 contains 25090 members Mstep: Class 18 contains 160338 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9301 members Mstep: Class 21 contains 3659 members Entering Unmasked Estep ConsiderDeletion Score: -52015976.000000 Penalty: 64368.992188 Iteration 29Q: 21 clusters Score -5.201598e+07 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 2849 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60438 members Mstep: Class 5 contains 22668 members Mstep: Class 6 contains 4459 members Mstep: Class 7 contains 13540 members Mstep: Class 8 contains 1181 members Mstep: Class 9 contains 15680 members Mstep: Class 10 contains 11823 members Mstep: Class 11 contains 44222 members Mstep: Class 13 contains 6707 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39129 members Mstep: Class 16 contains 2979 members Mstep: Class 17 contains 25098 members Mstep: Class 18 contains 160243 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9276 members Mstep: Class 21 contains 3649 members Entering Unmasked Estep ConsiderDeletion Score: -52016664.000000 Penalty: 64368.992188 Iteration 30Q: 21 clusters Score -5.201666e+07 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 2857 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60424 members Mstep: Class 5 contains 22381 members Mstep: Class 6 contains 4510 members Mstep: Class 7 contains 13271 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 16181 members Mstep: Class 10 contains 11899 members Mstep: Class 11 contains 44174 members Mstep: Class 13 contains 6725 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39161 members Mstep: Class 16 contains 3024 members Mstep: Class 17 contains 25102 members Mstep: Class 18 contains 160165 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9260 members Mstep: Class 21 contains 3637 members Entering Unmasked Estep ConsiderDeletion Score: -52016876.000000 Penalty: 64368.992188 Iteration 31Q: 21 clusters Score -5.201688e+07 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 2871 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60405 members Mstep: Class 5 contains 22135 members Mstep: Class 6 contains 4560 members Mstep: Class 7 contains 13011 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 16675 members Mstep: Class 10 contains 11956 members Mstep: Class 11 contains 44137 members Mstep: Class 13 contains 6751 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39198 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 25103 members Mstep: Class 18 contains 160029 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9249 members Mstep: Class 21 contains 3654 members Entering Unmasked Estep ConsiderDeletion Score: -52017220.000000 Penalty: 64368.992188 Iteration 32Q: 21 clusters Score -5.201722e+07 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 2878 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60371 members Mstep: Class 5 contains 21904 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 12786 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 17136 members Mstep: Class 10 contains 12011 members Mstep: Class 11 contains 44098 members Mstep: Class 13 contains 6785 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39239 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 25103 members Mstep: Class 18 contains 159889 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9238 members Mstep: Class 21 contains 3673 members Entering Unmasked Estep ConsiderDeletion Score: -52017540.000000 Penalty: 64368.992188 Iteration 33Q: 21 clusters Score -5.201754e+07 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 2894 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60336 members Mstep: Class 5 contains 21654 members Mstep: Class 6 contains 4663 members Mstep: Class 7 contains 12597 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 17550 members Mstep: Class 10 contains 12067 members Mstep: Class 11 contains 44064 members Mstep: Class 13 contains 6804 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39284 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 25104 members Mstep: Class 18 contains 159759 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9224 members Mstep: Class 21 contains 3699 members Entering Unmasked Estep ConsiderDeletion Score: -52017800.000000 Penalty: 64368.992188 Iteration 34Q: 21 clusters Score -5.20178e+07 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 2921 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60312 members Mstep: Class 5 contains 21422 members Mstep: Class 6 contains 4715 members Mstep: Class 7 contains 12447 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 17931 members Mstep: Class 10 contains 12110 members Mstep: Class 11 contains 44029 members Mstep: Class 13 contains 6827 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39336 members Mstep: Class 16 contains 3085 members Mstep: Class 17 contains 25106 members Mstep: Class 18 contains 159604 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9209 members Mstep: Class 21 contains 3722 members Entering Unmasked Estep ConsiderDeletion Score: -52017900.000000 Penalty: 64368.992188 Iteration 35Q: 21 clusters Score -5.20179e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 2941 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60308 members Mstep: Class 5 contains 21204 members Mstep: Class 6 contains 4748 members Mstep: Class 7 contains 12283 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 18255 members Mstep: Class 10 contains 12156 members Mstep: Class 11 contains 43997 members Mstep: Class 13 contains 6855 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39390 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 25105 members Mstep: Class 18 contains 159493 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9199 members Mstep: Class 21 contains 3750 members Entering Unmasked Estep ConsiderDeletion Score: -52018192.000000 Penalty: 64368.992188 Iteration 36Q: 21 clusters Score -5.201819e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60299 members Mstep: Class 5 contains 21018 members Mstep: Class 6 contains 4783 members Mstep: Class 7 contains 12136 members Mstep: Class 8 contains 1182 members Mstep: Class 9 contains 18530 members Mstep: Class 10 contains 12201 members Mstep: Class 11 contains 43962 members Mstep: Class 13 contains 6875 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39437 members Mstep: Class 16 contains 3106 members Mstep: Class 17 contains 25104 members Mstep: Class 18 contains 159391 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9200 members Mstep: Class 21 contains 3775 members Entering Unmasked Estep ConsiderDeletion Score: -52018308.000000 Penalty: 64368.992188 Iteration 37Q: 21 clusters Score -5.201831e+07 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 3009 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60283 members Mstep: Class 5 contains 20843 members Mstep: Class 6 contains 4818 members Mstep: Class 7 contains 11999 members Mstep: Class 8 contains 1183 members Mstep: Class 9 contains 18799 members Mstep: Class 10 contains 12235 members Mstep: Class 11 contains 43934 members Mstep: Class 13 contains 6887 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39512 members Mstep: Class 16 contains 3118 members Mstep: Class 17 contains 25099 members Mstep: Class 18 contains 159258 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9196 members Mstep: Class 21 contains 3792 members Entering Unmasked Estep ConsiderDeletion Score: -52018592.000000 Penalty: 64368.992188 Iteration 38Q: 21 clusters Score -5.201859e+07 nChanged 886 Entering ConstructFrom: Score: -52018592.000000 Penalty: 64368.992188 Entering ConstructFrom: Trying to split cluster 1 (5892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Entering Unmasked Estep Score: -712613.437500 Penalty: 2152.975098 Iteration 0F: 2 clusters Score -712613.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -707546.875000 Penalty: 4305.950195 Iteration 0F: 3 clusters Score -707546.9 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -709234.937500 Penalty: 4305.950195 Iteration 1F: 3 clusters Score -709234.9 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -710450.812500 Penalty: 4305.950195 Iteration 2F: 3 clusters Score -710450.8 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -712389.625000 Penalty: 4305.950195 Iteration 3F: 3 clusters Score -712389.6 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -713505.000000 Penalty: 4305.950195 Iteration 4F: 3 clusters Score -713505 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -713853.000000 Penalty: 4305.950195 Iteration 5F: 3 clusters Score -713853 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -713935.937500 Penalty: 4305.950195 Iteration 6Q: 3 clusters Score -713935.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -713960.125000 Penalty: 4305.950195 Iteration 7Q: 3 clusters Score -713960.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -713973.937500 Penalty: 4305.950195 Iteration 8Q: 3 clusters Score -713973.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -713982.812500 Penalty: 4305.950195 Iteration 9Q: 3 clusters Score -713982.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -713987.375000 Penalty: 4305.950195 Iteration 10Q: 3 clusters Score -713987.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -713992.812500 Penalty: 4305.950195 Iteration 11Q: 3 clusters Score -713992.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -713993.125000 Penalty: 4305.950195 Iteration 12Q: 3 clusters Score -713993.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -713993.437500 Penalty: 4305.950195 Iteration 13Q: 3 clusters Score -713993.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -713993.937500 Penalty: 4305.950195 Iteration 14Q: 3 clusters Score -713993.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -713994.812500 Penalty: 4305.950195 Iteration 15Q: 3 clusters Score -713994.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -713994.812500 Penalty: 4305.950195 Iteration 16F: 3 clusters Score -713994.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3061 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60264 members Mstep: Class 5 contains 20636 members Mstep: Class 6 contains 4849 members Mstep: Class 7 contains 11882 members Mstep: Class 8 contains 1185 members Mstep: Class 9 contains 19071 members Mstep: Class 10 contains 12265 members Mstep: Class 11 contains 43910 members Mstep: Class 12 contains 1598 members Mstep: Class 13 contains 6899 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39583 members Mstep: Class 16 contains 3132 members Mstep: Class 17 contains 25081 members Mstep: Class 18 contains 159138 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9195 members Mstep: Class 21 contains 3814 members Entering Unmasked Estep Score: -52018968.000000 Penalty: 67587.437500 Splitting cluster 1 changes total score from -52018592.000000 to -52018968.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 2 (3061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Entering Unmasked Estep Score: -377634.281250 Penalty: 1990.571289 Iteration 0F: 2 clusters Score -377634.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -374286.906250 Penalty: 3981.142578 Iteration 0F: 3 clusters Score -374286.9 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -375061.437500 Penalty: 3981.142578 Iteration 1F: 3 clusters Score -375061.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -375260.875000 Penalty: 3981.142578 Iteration 2F: 3 clusters Score -375260.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -375387.750000 Penalty: 3981.142578 Iteration 3F: 3 clusters Score -375387.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -375469.593750 Penalty: 3981.142578 Iteration 4Q: 3 clusters Score -375469.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -375523.156250 Penalty: 3981.142578 Iteration 5Q: 3 clusters Score -375523.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -375557.781250 Penalty: 3981.142578 Iteration 6Q: 3 clusters Score -375557.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -375596.875000 Penalty: 3981.142578 Iteration 7Q: 3 clusters Score -375596.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -375629.375000 Penalty: 3981.142578 Iteration 8Q: 3 clusters Score -375629.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -375656.031250 Penalty: 3981.142578 Iteration 9Q: 3 clusters Score -375656 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -375682.343750 Penalty: 3981.142578 Iteration 10Q: 3 clusters Score -375682.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -375702.375000 Penalty: 3981.142578 Iteration 11Q: 3 clusters Score -375702.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -375719.031250 Penalty: 3981.142578 Iteration 12Q: 3 clusters Score -375719 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -375730.250000 Penalty: 3981.142578 Iteration 13Q: 3 clusters Score -375730.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -375747.468750 Penalty: 3981.142578 Iteration 14Q: 3 clusters Score -375747.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -375759.750000 Penalty: 3981.142578 Iteration 15Q: 3 clusters Score -375759.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -375773.218750 Penalty: 3981.142578 Iteration 16Q: 3 clusters Score -375773.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -375789.562500 Penalty: 3981.142578 Iteration 17Q: 3 clusters Score -375789.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -375801.218750 Penalty: 3981.142578 Iteration 18Q: 3 clusters Score -375801.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -375812.968750 Penalty: 3981.142578 Iteration 19Q: 3 clusters Score -375813 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -375825.531250 Penalty: 3981.142578 Iteration 20F: 3 clusters Score -375825.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -375839.437500 Penalty: 3981.142578 Iteration 21Q: 3 clusters Score -375839.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -375851.406250 Penalty: 3981.142578 Iteration 22Q: 3 clusters Score -375851.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -375861.437500 Penalty: 3981.142578 Iteration 23Q: 3 clusters Score -375861.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -375867.750000 Penalty: 3981.142578 Iteration 24Q: 3 clusters Score -375867.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -375877.500000 Penalty: 3981.142578 Iteration 25Q: 3 clusters Score -375877.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -375887.281250 Penalty: 3981.142578 Iteration 26Q: 3 clusters Score -375887.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -375896.218750 Penalty: 3981.142578 Iteration 27Q: 3 clusters Score -375896.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -375899.500000 Penalty: 3981.142578 Iteration 28Q: 3 clusters Score -375899.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -375902.406250 Penalty: 3981.142578 Iteration 29Q: 3 clusters Score -375902.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -375907.343750 Penalty: 3981.142578 Iteration 30Q: 3 clusters Score -375907.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -375908.343750 Penalty: 3981.142578 Iteration 31Q: 3 clusters Score -375908.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -375909.687500 Penalty: 3981.142578 Iteration 32Q: 3 clusters Score -375909.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -375909.687500 Penalty: 3981.142578 Iteration 33F: 3 clusters Score -375909.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Entering Unmasked Estep Score: -57298.292969 Penalty: 1563.503296 Iteration 0F: 2 clusters Score -57298.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -55790.300781 Penalty: 3127.006592 Iteration 0F: 3 clusters Score -55790.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -56053.066406 Penalty: 3127.006592 Iteration 1F: 3 clusters Score -56053.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -56128.988281 Penalty: 3127.006592 Iteration 2F: 3 clusters Score -56128.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -56181.972656 Penalty: 3127.006592 Iteration 3Q: 3 clusters Score -56181.97 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -56245.910156 Penalty: 3127.006592 Iteration 4Q: 3 clusters Score -56245.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -56312.664062 Penalty: 3127.006592 Iteration 5Q: 3 clusters Score -56312.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -56403.164062 Penalty: 3127.006592 Iteration 6Q: 3 clusters Score -56403.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -56481.714844 Penalty: 3127.006592 Iteration 7Q: 3 clusters Score -56481.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -56533.398438 Penalty: 3127.006592 Iteration 8Q: 3 clusters Score -56533.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -56582.292969 Penalty: 3127.006592 Iteration 9Q: 3 clusters Score -56582.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -56606.304688 Penalty: 3127.006592 Iteration 10Q: 3 clusters Score -56606.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -56627.695312 Penalty: 3127.006592 Iteration 11Q: 3 clusters Score -56627.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -56648.878906 Penalty: 3127.006592 Iteration 12Q: 3 clusters Score -56648.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -56668.601562 Penalty: 3127.006592 Iteration 13Q: 3 clusters Score -56668.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -56685.878906 Penalty: 3127.006592 Iteration 14Q: 3 clusters Score -56685.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -56713.031250 Penalty: 3127.006592 Iteration 15Q: 3 clusters Score -56713.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -56720.007812 Penalty: 3127.006592 Iteration 16Q: 3 clusters Score -56720.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -56722.664062 Penalty: 3127.006592 Iteration 17Q: 3 clusters Score -56722.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -56722.664062 Penalty: 3127.006592 Iteration 18F: 3 clusters Score -56722.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (60264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60264 members Entering Unmasked Estep Score: -7435290.500000 Penalty: 2729.609375 Iteration 0F: 2 clusters Score -7435290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30066 members Mstep: Class 2 contains 30198 members Entering Unmasked Estep Score: -7394653.500000 Penalty: 5459.218750 Iteration 0F: 3 clusters Score -7394654 nChanged 28126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29122 members Mstep: Class 2 contains 31142 members Entering Unmasked Estep Score: -7410520.000000 Penalty: 5459.218750 Iteration 1F: 3 clusters Score -7410520 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28218 members Mstep: Class 2 contains 32046 members Entering Unmasked Estep Score: -7411291.500000 Penalty: 5459.218750 Iteration 2Q: 3 clusters Score -7411292 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26792 members Mstep: Class 2 contains 33472 members Entering Unmasked Estep Score: -7412343.500000 Penalty: 5459.218750 Iteration 3Q: 3 clusters Score -7412344 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24753 members Mstep: Class 2 contains 35511 members Entering Unmasked Estep Score: -7413769.000000 Penalty: 5459.218750 Iteration 4F: 3 clusters Score -7413769 nChanged 3645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 38164 members Entering Unmasked Estep Score: -7415741.500000 Penalty: 5459.218750 Iteration 5F: 3 clusters Score -7415742 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18797 members Mstep: Class 2 contains 41467 members Entering Unmasked Estep Score: -7418274.500000 Penalty: 5459.218750 Iteration 6F: 3 clusters Score -7418274 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 45053 members Entering Unmasked Estep Score: -7421103.500000 Penalty: 5459.218750 Iteration 7F: 3 clusters Score -7421104 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 48693 members Entering Unmasked Estep Score: -7423989.000000 Penalty: 5459.218750 Iteration 8F: 3 clusters Score -7423989 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 51985 members Entering Unmasked Estep Score: -7426523.000000 Penalty: 5459.218750 Iteration 9F: 3 clusters Score -7426523 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 54733 members Entering Unmasked Estep Score: -7428822.000000 Penalty: 5459.218750 Iteration 10Q: 3 clusters Score -7428822 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 56754 members Entering Unmasked Estep Score: -7430482.500000 Penalty: 5459.218750 Iteration 11Q: 3 clusters Score -7430482 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 58038 members Entering Unmasked Estep Score: -7431526.500000 Penalty: 5459.218750 Iteration 12Q: 3 clusters Score -7431526 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 58793 members Entering Unmasked Estep Score: -7432168.500000 Penalty: 5459.218750 Iteration 13Q: 3 clusters Score -7432168 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 59202 members Entering Unmasked Estep Score: -7432510.500000 Penalty: 5459.218750 Iteration 14Q: 3 clusters Score -7432510 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 59397 members Entering Unmasked Estep Score: -7432704.500000 Penalty: 5459.218750 Iteration 15Q: 3 clusters Score -7432704 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 59484 members Entering Unmasked Estep Score: -7432775.000000 Penalty: 5459.218750 Iteration 16Q: 3 clusters Score -7432775 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 59531 members Entering Unmasked Estep Score: -7432827.000000 Penalty: 5459.218750 Iteration 17Q: 3 clusters Score -7432827 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 59569 members Entering Unmasked Estep Score: -7432870.000000 Penalty: 5459.218750 Iteration 18Q: 3 clusters Score -7432870 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 59595 members Entering Unmasked Estep Score: -7432895.500000 Penalty: 5459.218750 Iteration 19Q: 3 clusters Score -7432896 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 59616 members Entering Unmasked Estep Score: -7432911.000000 Penalty: 5459.218750 Iteration 20F: 3 clusters Score -7432911 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 59634 members Entering Unmasked Estep Score: -7432932.500000 Penalty: 5459.218750 Iteration 21Q: 3 clusters Score -7432932 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 59653 members Entering Unmasked Estep Score: -7432941.000000 Penalty: 5459.218750 Iteration 22Q: 3 clusters Score -7432941 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 59667 members Entering Unmasked Estep Score: -7432967.500000 Penalty: 5459.218750 Iteration 23Q: 3 clusters Score -7432968 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 59681 members Entering Unmasked Estep Score: -7432973.000000 Penalty: 5459.218750 Iteration 24Q: 3 clusters Score -7432973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 59686 members Entering Unmasked Estep Score: -7432972.500000 Penalty: 5459.218750 Iteration 25Q: 3 clusters Score -7432972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 59694 members Entering Unmasked Estep Score: -7432976.000000 Penalty: 5459.218750 Iteration 26Q: 3 clusters Score -7432976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 59698 members Entering Unmasked Estep Score: -7432980.000000 Penalty: 5459.218750 Iteration 27Q: 3 clusters Score -7432980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 59702 members Entering Unmasked Estep Score: -7432982.000000 Penalty: 5459.218750 Iteration 28Q: 3 clusters Score -7432982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 59706 members Entering Unmasked Estep Score: -7432988.000000 Penalty: 5459.218750 Iteration 29Q: 3 clusters Score -7432988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 59707 members Entering Unmasked Estep Score: -7432987.500000 Penalty: 5459.218750 Iteration 30Q: 3 clusters Score -7432988 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 59713 members Entering Unmasked Estep Score: -7432990.000000 Penalty: 5459.218750 Iteration 31Q: 3 clusters Score -7432990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 59718 members Entering Unmasked Estep Score: -7433003.000000 Penalty: 5459.218750 Iteration 32Q: 3 clusters Score -7433003 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 59722 members Entering Unmasked Estep Score: -7432993.000000 Penalty: 5459.218750 Iteration 33Q: 3 clusters Score -7432993 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 59728 members Entering Unmasked Estep Score: -7432994.000000 Penalty: 5459.218750 Iteration 34Q: 3 clusters Score -7432994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 59730 members Entering Unmasked Estep Score: -7432995.500000 Penalty: 5459.218750 Iteration 35Q: 3 clusters Score -7432996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 59732 members Entering Unmasked Estep Score: -7433002.500000 Penalty: 5459.218750 Iteration 36Q: 3 clusters Score -7433002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 59735 members Entering Unmasked Estep Score: -7433008.500000 Penalty: 5459.218750 Iteration 37Q: 3 clusters Score -7433008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 59736 members Entering Unmasked Estep Score: -7433006.000000 Penalty: 5459.218750 Iteration 38Q: 3 clusters Score -7433006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 59736 members Entering Unmasked Estep Score: -7433012.000000 Penalty: 5459.218750 Iteration 39Q: 3 clusters Score -7433012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 59738 members Entering Unmasked Estep Score: -7433026.000000 Penalty: 5459.218750 Iteration 40F: 3 clusters Score -7433026 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (20636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20636 members Entering Unmasked Estep Score: -2345534.750000 Penalty: 2463.828613 Iteration 0F: 2 clusters Score -2345535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -2331112.750000 Penalty: 4927.657227 Iteration 0F: 3 clusters Score -2331113 nChanged 9136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -2336735.500000 Penalty: 4927.657227 Iteration 1F: 3 clusters Score -2336736 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -2337582.500000 Penalty: 4927.657227 Iteration 2F: 3 clusters Score -2337582 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -2338346.750000 Penalty: 4927.657227 Iteration 3F: 3 clusters Score -2338347 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -2338999.000000 Penalty: 4927.657227 Iteration 4F: 3 clusters Score -2338999 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -2339612.250000 Penalty: 4927.657227 Iteration 5F: 3 clusters Score -2339612 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -2340157.000000 Penalty: 4927.657227 Iteration 6Q: 3 clusters Score -2340157 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -2340622.250000 Penalty: 4927.657227 Iteration 7Q: 3 clusters Score -2340622 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 12574 members Entering Unmasked Estep Score: -2341027.500000 Penalty: 4927.657227 Iteration 8Q: 3 clusters Score -2341028 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -2341328.500000 Penalty: 4927.657227 Iteration 9Q: 3 clusters Score -2341328 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -2341578.750000 Penalty: 4927.657227 Iteration 10Q: 3 clusters Score -2341579 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 13630 members Entering Unmasked Estep Score: -2341833.500000 Penalty: 4927.657227 Iteration 11Q: 3 clusters Score -2341834 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 13923 members Entering Unmasked Estep Score: -2342055.250000 Penalty: 4927.657227 Iteration 12Q: 3 clusters Score -2342055 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -2342257.250000 Penalty: 4927.657227 Iteration 13Q: 3 clusters Score -2342257 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 14419 members Entering Unmasked Estep Score: -2342436.000000 Penalty: 4927.657227 Iteration 14Q: 3 clusters Score -2342436 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -2342623.000000 Penalty: 4927.657227 Iteration 15Q: 3 clusters Score -2342623 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 14837 members Entering Unmasked Estep Score: -2342793.500000 Penalty: 4927.657227 Iteration 16Q: 3 clusters Score -2342794 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -2342933.750000 Penalty: 4927.657227 Iteration 17Q: 3 clusters Score -2342934 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 15247 members Entering Unmasked Estep Score: -2343073.500000 Penalty: 4927.657227 Iteration 18Q: 3 clusters Score -2343074 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -2343197.750000 Penalty: 4927.657227 Iteration 19Q: 3 clusters Score -2343198 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -2343281.250000 Penalty: 4927.657227 Iteration 20F: 3 clusters Score -2343281 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -2343355.250000 Penalty: 4927.657227 Iteration 21Q: 3 clusters Score -2343355 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 15883 members Entering Unmasked Estep Score: -2343408.000000 Penalty: 4927.657227 Iteration 22Q: 3 clusters Score -2343408 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 16005 members Entering Unmasked Estep Score: -2343440.250000 Penalty: 4927.657227 Iteration 23Q: 3 clusters Score -2343440 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -2343472.500000 Penalty: 4927.657227 Iteration 24Q: 3 clusters Score -2343472 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 16214 members Entering Unmasked Estep Score: -2343508.500000 Penalty: 4927.657227 Iteration 25Q: 3 clusters Score -2343508 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 16310 members Entering Unmasked Estep Score: -2343540.250000 Penalty: 4927.657227 Iteration 26Q: 3 clusters Score -2343540 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 16393 members Entering Unmasked Estep Score: -2343560.250000 Penalty: 4927.657227 Iteration 27Q: 3 clusters Score -2343560 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 16460 members Entering Unmasked Estep Score: -2343588.750000 Penalty: 4927.657227 Iteration 28Q: 3 clusters Score -2343589 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -2343604.250000 Penalty: 4927.657227 Iteration 29Q: 3 clusters Score -2343604 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 16593 members Entering Unmasked Estep Score: -2343624.250000 Penalty: 4927.657227 Iteration 30Q: 3 clusters Score -2343624 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -2343632.250000 Penalty: 4927.657227 Iteration 31Q: 3 clusters Score -2343632 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 16735 members Entering Unmasked Estep Score: -2343648.250000 Penalty: 4927.657227 Iteration 32Q: 3 clusters Score -2343648 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 16796 members Entering Unmasked Estep Score: -2343655.750000 Penalty: 4927.657227 Iteration 33Q: 3 clusters Score -2343656 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 16860 members Entering Unmasked Estep Score: -2343660.750000 Penalty: 4927.657227 Iteration 34Q: 3 clusters Score -2343661 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -2343664.000000 Penalty: 4927.657227 Iteration 35Q: 3 clusters Score -2343664 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 16984 members Entering Unmasked Estep Score: -2343685.000000 Penalty: 4927.657227 Iteration 36Q: 3 clusters Score -2343685 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -2343693.000000 Penalty: 4927.657227 Iteration 37Q: 3 clusters Score -2343693 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 17096 members Entering Unmasked Estep Score: -2343707.000000 Penalty: 4927.657227 Iteration 38Q: 3 clusters Score -2343707 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -2343723.750000 Penalty: 4927.657227 Iteration 39Q: 3 clusters Score -2343724 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 17207 members Entering Unmasked Estep Score: -2343739.750000 Penalty: 4927.657227 Iteration 40F: 3 clusters Score -2343740 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 17262 members Entering Unmasked Estep Score: -2343749.250000 Penalty: 4927.657227 Iteration 41Q: 3 clusters Score -2343749 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 17322 members Entering Unmasked Estep Score: -2343761.250000 Penalty: 4927.657227 Iteration 42Q: 3 clusters Score -2343761 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 17373 members Entering Unmasked Estep Score: -2343769.750000 Penalty: 4927.657227 Iteration 43Q: 3 clusters Score -2343770 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 17426 members Entering Unmasked Estep Score: -2343783.250000 Penalty: 4927.657227 Iteration 44Q: 3 clusters Score -2343783 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -2343794.750000 Penalty: 4927.657227 Iteration 45Q: 3 clusters Score -2343795 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 17536 members Entering Unmasked Estep Score: -2343804.750000 Penalty: 4927.657227 Iteration 46Q: 3 clusters Score -2343805 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -2343821.750000 Penalty: 4927.657227 Iteration 47Q: 3 clusters Score -2343822 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 17652 members Entering Unmasked Estep Score: -2343844.000000 Penalty: 4927.657227 Iteration 48Q: 3 clusters Score -2343844 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 17707 members Entering Unmasked Estep Score: -2343849.000000 Penalty: 4927.657227 Iteration 49Q: 3 clusters Score -2343849 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -2343867.500000 Penalty: 4927.657227 Iteration 50Q: 3 clusters Score -2343868 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 17840 members Entering Unmasked Estep Score: -2343880.750000 Penalty: 4927.657227 Iteration 51Q: 3 clusters Score -2343881 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -2343902.250000 Penalty: 4927.657227 Iteration 52Q: 3 clusters Score -2343902 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 17987 members Entering Unmasked Estep Score: -2343928.500000 Penalty: 4927.657227 Iteration 53Q: 3 clusters Score -2343928 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 18076 members Entering Unmasked Estep Score: -2343950.500000 Penalty: 4927.657227 Iteration 54Q: 3 clusters Score -2343950 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 18159 members Entering Unmasked Estep Score: -2343970.750000 Penalty: 4927.657227 Iteration 55Q: 3 clusters Score -2343971 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 18233 members Entering Unmasked Estep Score: -2344000.000000 Penalty: 4927.657227 Iteration 56Q: 3 clusters Score -2344000 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -2344025.250000 Penalty: 4927.657227 Iteration 57Q: 3 clusters Score -2344025 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 18376 members Entering Unmasked Estep Score: -2344044.250000 Penalty: 4927.657227 Iteration 58Q: 3 clusters Score -2344044 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 18444 members Entering Unmasked Estep Score: -2344075.750000 Penalty: 4927.657227 Iteration 59Q: 3 clusters Score -2344076 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 18522 members Entering Unmasked Estep Score: -2344098.000000 Penalty: 4927.657227 Iteration 60F: 3 clusters Score -2344098 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 18590 members Entering Unmasked Estep Score: -2344107.500000 Penalty: 4927.657227 Iteration 61Q: 3 clusters Score -2344108 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 18657 members Entering Unmasked Estep Score: -2344135.250000 Penalty: 4927.657227 Iteration 62Q: 3 clusters Score -2344135 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 18728 members Entering Unmasked Estep Score: -2344153.250000 Penalty: 4927.657227 Iteration 63Q: 3 clusters Score -2344153 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 18803 members Entering Unmasked Estep Score: -2344185.500000 Penalty: 4927.657227 Iteration 64Q: 3 clusters Score -2344186 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -2344231.250000 Penalty: 4927.657227 Iteration 65Q: 3 clusters Score -2344231 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 18981 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2344374.750000 Penalty: 4927.657227 Iteration 70Q: 3 clusters Score -2344375 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 19367 members Entering Unmasked Estep Score: -2344406.250000 Penalty: 4927.657227 Iteration 71Q: 3 clusters Score -2344406 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -2344448.000000 Penalty: 4927.657227 Iteration 72Q: 3 clusters Score -2344448 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 19513 members Entering Unmasked Estep Score: -2344484.250000 Penalty: 4927.657227 Iteration 73Q: 3 clusters Score -2344484 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -2344511.250000 Penalty: 4927.657227 Iteration 74Q: 3 clusters Score -2344511 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 19598 members Entering Unmasked Estep Score: -2344531.000000 Penalty: 4927.657227 Iteration 75Q: 3 clusters Score -2344531 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 19633 members Entering Unmasked Estep Score: -2344545.500000 Penalty: 4927.657227 Iteration 76Q: 3 clusters Score -2344546 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 19661 members Entering Unmasked Estep Score: -2344550.750000 Penalty: 4927.657227 Iteration 77Q: 3 clusters Score -2344551 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -2344560.250000 Penalty: 4927.657227 Iteration 78Q: 3 clusters Score -2344560 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 19697 members Entering Unmasked Estep Score: -2344565.000000 Penalty: 4927.657227 Iteration 79Q: 3 clusters Score -2344565 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 19708 members Entering Unmasked Estep Score: -2344568.750000 Penalty: 4927.657227 Iteration 80F: 3 clusters Score -2344569 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 19716 members Entering Unmasked Estep Score: -2344572.250000 Penalty: 4927.657227 Iteration 81Q: 3 clusters Score -2344572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 19720 members Entering Unmasked Estep Score: -2344575.500000 Penalty: 4927.657227 Iteration 82Q: 3 clusters Score -2344576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 19724 members Entering Unmasked Estep Score: -2344575.000000 Penalty: 4927.657227 Iteration 83Q: 3 clusters Score -2344575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 19726 members Entering Unmasked Estep Score: -2344577.250000 Penalty: 4927.657227 Iteration 84Q: 3 clusters Score -2344577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 19726 members Entering Unmasked Estep Score: -2344577.250000 Penalty: 4927.657227 Iteration 85F: 3 clusters Score -2344577 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Entering Unmasked Estep Score: -587455.125000 Penalty: 2104.658691 Iteration 0F: 2 clusters Score -587455.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -583018.937500 Penalty: 4209.317383 Iteration 0F: 3 clusters Score -583018.9 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -584044.812500 Penalty: 4209.317383 Iteration 1F: 3 clusters Score -584044.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -584215.312500 Penalty: 4209.317383 Iteration 2F: 3 clusters Score -584215.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -584308.000000 Penalty: 4209.317383 Iteration 3Q: 3 clusters Score -584308 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -584368.500000 Penalty: 4209.317383 Iteration 4Q: 3 clusters Score -584368.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -584414.125000 Penalty: 4209.317383 Iteration 5Q: 3 clusters Score -584414.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -584437.812500 Penalty: 4209.317383 Iteration 6Q: 3 clusters Score -584437.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -584452.812500 Penalty: 4209.317383 Iteration 7Q: 3 clusters Score -584452.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -584471.250000 Penalty: 4209.317383 Iteration 8Q: 3 clusters Score -584471.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -584488.937500 Penalty: 4209.317383 Iteration 9Q: 3 clusters Score -584488.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -584504.875000 Penalty: 4209.317383 Iteration 10Q: 3 clusters Score -584504.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -584520.625000 Penalty: 4209.317383 Iteration 11Q: 3 clusters Score -584520.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -584525.312500 Penalty: 4209.317383 Iteration 12Q: 3 clusters Score -584525.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -584532.625000 Penalty: 4209.317383 Iteration 13Q: 3 clusters Score -584532.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -584537.187500 Penalty: 4209.317383 Iteration 14Q: 3 clusters Score -584537.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -584542.562500 Penalty: 4209.317383 Iteration 15Q: 3 clusters Score -584542.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -584547.062500 Penalty: 4209.317383 Iteration 16Q: 3 clusters Score -584547.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -584554.750000 Penalty: 4209.317383 Iteration 17Q: 3 clusters Score -584554.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -584563.687500 Penalty: 4209.317383 Iteration 18Q: 3 clusters Score -584563.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -584571.625000 Penalty: 4209.317383 Iteration 19Q: 3 clusters Score -584571.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -584577.125000 Penalty: 4209.317383 Iteration 20F: 3 clusters Score -584577.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -584580.625000 Penalty: 4209.317383 Iteration 21Q: 3 clusters Score -584580.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -584584.000000 Penalty: 4209.317383 Iteration 22Q: 3 clusters Score -584584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -584589.625000 Penalty: 4209.317383 Iteration 23Q: 3 clusters Score -584589.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -584594.937500 Penalty: 4209.317383 Iteration 24Q: 3 clusters Score -584594.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -584599.625000 Penalty: 4209.317383 Iteration 25Q: 3 clusters Score -584599.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -584605.437500 Penalty: 4209.317383 Iteration 26Q: 3 clusters Score -584605.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -584609.750000 Penalty: 4209.317383 Iteration 27Q: 3 clusters Score -584609.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -584616.000000 Penalty: 4209.317383 Iteration 28Q: 3 clusters Score -584616 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -584626.687500 Penalty: 4209.317383 Iteration 29Q: 3 clusters Score -584626.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -584633.625000 Penalty: 4209.317383 Iteration 30Q: 3 clusters Score -584633.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -584639.312500 Penalty: 4209.317383 Iteration 31Q: 3 clusters Score -584639.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -584644.562500 Penalty: 4209.317383 Iteration 32Q: 3 clusters Score -584644.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -584650.875000 Penalty: 4209.317383 Iteration 33Q: 3 clusters Score -584650.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -584657.875000 Penalty: 4209.317383 Iteration 34Q: 3 clusters Score -584657.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -584666.312500 Penalty: 4209.317383 Iteration 35Q: 3 clusters Score -584666.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -584673.687500 Penalty: 4209.317383 Iteration 36Q: 3 clusters Score -584673.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -584684.312500 Penalty: 4209.317383 Iteration 37Q: 3 clusters Score -584684.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -584694.937500 Penalty: 4209.317383 Iteration 38Q: 3 clusters Score -584694.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -584707.562500 Penalty: 4209.317383 Iteration 39Q: 3 clusters Score -584707.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -584719.937500 Penalty: 4209.317383 Iteration 40F: 3 clusters Score -584719.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -584733.437500 Penalty: 4209.317383 Iteration 41Q: 3 clusters Score -584733.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -584743.750000 Penalty: 4209.317383 Iteration 42Q: 3 clusters Score -584743.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -584748.625000 Penalty: 4209.317383 Iteration 43Q: 3 clusters Score -584748.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -584753.937500 Penalty: 4209.317383 Iteration 44Q: 3 clusters Score -584753.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -584766.937500 Penalty: 4209.317383 Iteration 45Q: 3 clusters Score -584766.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -584777.562500 Penalty: 4209.317383 Iteration 46Q: 3 clusters Score -584777.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -584790.000000 Penalty: 4209.317383 Iteration 47Q: 3 clusters Score -584790 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -584801.812500 Penalty: 4209.317383 Iteration 48Q: 3 clusters Score -584801.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -584822.625000 Penalty: 4209.317383 Iteration 49Q: 3 clusters Score -584822.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -584843.625000 Penalty: 4209.317383 Iteration 50Q: 3 clusters Score -584843.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -584864.187500 Penalty: 4209.317383 Iteration 51Q: 3 clusters Score -584864.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -584885.062500 Penalty: 4209.317383 Iteration 52Q: 3 clusters Score -584885.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -584907.062500 Penalty: 4209.317383 Iteration 53Q: 3 clusters Score -584907.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -584942.000000 Penalty: 4209.317383 Iteration 54Q: 3 clusters Score -584942 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -584972.500000 Penalty: 4209.317383 Iteration 55Q: 3 clusters Score -584972.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -585002.625000 Penalty: 4209.317383 Iteration 56Q: 3 clusters Score -585002.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -585032.000000 Penalty: 4209.317383 Iteration 57Q: 3 clusters Score -585032 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -585067.562500 Penalty: 4209.317383 Iteration 58Q: 3 clusters Score -585067.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -585102.750000 Penalty: 4209.317383 Iteration 59Q: 3 clusters Score -585102.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -585140.312500 Penalty: 4209.317383 Iteration 60F: 3 clusters Score -585140.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -585187.000000 Penalty: 4209.317383 Iteration 61Q: 3 clusters Score -585187 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -585229.812500 Penalty: 4209.317383 Iteration 62Q: 3 clusters Score -585229.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -585257.125000 Penalty: 4209.317383 Iteration 63Q: 3 clusters Score -585257.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -585284.500000 Penalty: 4209.317383 Iteration 64Q: 3 clusters Score -585284.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -585318.625000 Penalty: 4209.317383 Iteration 65Q: 3 clusters Score -585318.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -585343.812500 Penalty: 4209.317383 Iteration 66Q: 3 clusters Score -585343.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -585359.125000 Penalty: 4209.317383 Iteration 67Q: 3 clusters Score -585359.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -585374.937500 Penalty: 4209.317383 Iteration 68Q: 3 clusters Score -585374.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -585394.125000 Penalty: 4209.317383 Iteration 69Q: 3 clusters Score -585394.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -585409.500000 Penalty: 4209.317383 Iteration 70Q: 3 clusters Score -585409.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -585429.750000 Penalty: 4209.317383 Iteration 71Q: 3 clusters Score -585429.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -585443.750000 Penalty: 4209.317383 Iteration 72Q: 3 clusters Score -585443.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -585454.375000 Penalty: 4209.317383 Iteration 73Q: 3 clusters Score -585454.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -585468.062500 Penalty: 4209.317383 Iteration 74Q: 3 clusters Score -585468.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -585476.875000 Penalty: 4209.317383 Iteration 75Q: 3 clusters Score -585476.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -585482.062500 Penalty: 4209.317383 Iteration 76Q: 3 clusters Score -585482.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -585487.500000 Penalty: 4209.317383 Iteration 77Q: 3 clusters Score -585487.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -585492.062500 Penalty: 4209.317383 Iteration 78Q: 3 clusters Score -585492.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -585494.312500 Penalty: 4209.317383 Iteration 79Q: 3 clusters Score -585494.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -585496.437500 Penalty: 4209.317383 Iteration 80F: 3 clusters Score -585496.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -585497.187500 Penalty: 4209.317383 Iteration 81Q: 3 clusters Score -585497.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -585497.500000 Penalty: 4209.317383 Iteration 82Q: 3 clusters Score -585497.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -585498.937500 Penalty: 4209.317383 Iteration 83Q: 3 clusters Score -585498.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -585498.937500 Penalty: 4209.317383 Iteration 84F: 3 clusters Score -585498.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Entering Unmasked Estep Score: -1443342.500000 Penalty: 2326.929443 Iteration 0F: 2 clusters Score -1443342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -1434529.250000 Penalty: 4653.858887 Iteration 0F: 3 clusters Score -1434529 nChanged 5071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1437160.250000 Penalty: 4653.858887 Iteration 1F: 3 clusters Score -1437160 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1437435.125000 Penalty: 4653.858887 Iteration 2F: 3 clusters Score -1437435 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1437650.750000 Penalty: 4653.858887 Iteration 3Q: 3 clusters Score -1437651 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1437861.125000 Penalty: 4653.858887 Iteration 4Q: 3 clusters Score -1437861 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1438041.250000 Penalty: 4653.858887 Iteration 5Q: 3 clusters Score -1438041 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1438214.500000 Penalty: 4653.858887 Iteration 6Q: 3 clusters Score -1438214 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -1438385.125000 Penalty: 4653.858887 Iteration 7Q: 3 clusters Score -1438385 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -1438554.250000 Penalty: 4653.858887 Iteration 8Q: 3 clusters Score -1438554 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1438724.750000 Penalty: 4653.858887 Iteration 9Q: 3 clusters Score -1438725 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1438891.500000 Penalty: 4653.858887 Iteration 10Q: 3 clusters Score -1438892 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1439036.500000 Penalty: 4653.858887 Iteration 11Q: 3 clusters Score -1439036 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1439179.875000 Penalty: 4653.858887 Iteration 12Q: 3 clusters Score -1439180 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1439316.875000 Penalty: 4653.858887 Iteration 13Q: 3 clusters Score -1439317 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1439430.750000 Penalty: 4653.858887 Iteration 14Q: 3 clusters Score -1439431 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1439527.875000 Penalty: 4653.858887 Iteration 15Q: 3 clusters Score -1439528 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1439647.875000 Penalty: 4653.858887 Iteration 16Q: 3 clusters Score -1439648 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1439763.750000 Penalty: 4653.858887 Iteration 17Q: 3 clusters Score -1439764 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1439853.625000 Penalty: 4653.858887 Iteration 18Q: 3 clusters Score -1439854 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1439927.375000 Penalty: 4653.858887 Iteration 19Q: 3 clusters Score -1439927 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1440023.750000 Penalty: 4653.858887 Iteration 20F: 3 clusters Score -1440024 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8887 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1440111.875000 Penalty: 4653.858887 Iteration 21Q: 3 clusters Score -1440112 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -1440188.875000 Penalty: 4653.858887 Iteration 22Q: 3 clusters Score -1440189 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1440256.375000 Penalty: 4653.858887 Iteration 23Q: 3 clusters Score -1440256 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1440328.875000 Penalty: 4653.858887 Iteration 24Q: 3 clusters Score -1440329 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1440399.000000 Penalty: 4653.858887 Iteration 25Q: 3 clusters Score -1440399 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1440466.000000 Penalty: 4653.858887 Iteration 26Q: 3 clusters Score -1440466 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1440528.375000 Penalty: 4653.858887 Iteration 27Q: 3 clusters Score -1440528 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1440599.250000 Penalty: 4653.858887 Iteration 28Q: 3 clusters Score -1440599 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1440671.750000 Penalty: 4653.858887 Iteration 29Q: 3 clusters Score -1440672 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1440745.875000 Penalty: 4653.858887 Iteration 30Q: 3 clusters Score -1440746 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1440809.625000 Penalty: 4653.858887 Iteration 31Q: 3 clusters Score -1440810 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10121 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1440857.125000 Penalty: 4653.858887 Iteration 32Q: 3 clusters Score -1440857 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1440899.625000 Penalty: 4653.858887 Iteration 33Q: 3 clusters Score -1440900 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1440928.875000 Penalty: 4653.858887 Iteration 34Q: 3 clusters Score -1440929 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1440955.375000 Penalty: 4653.858887 Iteration 35Q: 3 clusters Score -1440955 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1440980.250000 Penalty: 4653.858887 Iteration 36Q: 3 clusters Score -1440980 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1440991.250000 Penalty: 4653.858887 Iteration 37Q: 3 clusters Score -1440991 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1441010.750000 Penalty: 4653.858887 Iteration 38Q: 3 clusters Score -1441011 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1441016.250000 Penalty: 4653.858887 Iteration 39Q: 3 clusters Score -1441016 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1441033.250000 Penalty: 4653.858887 Iteration 40F: 3 clusters Score -1441033 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1441057.750000 Penalty: 4653.858887 Iteration 41Q: 3 clusters Score -1441058 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1441072.750000 Penalty: 4653.858887 Iteration 42Q: 3 clusters Score -1441073 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1441084.125000 Penalty: 4653.858887 Iteration 43Q: 3 clusters Score -1441084 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1441094.875000 Penalty: 4653.858887 Iteration 44Q: 3 clusters Score -1441095 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1441104.000000 Penalty: 4653.858887 Iteration 45Q: 3 clusters Score -1441104 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1441113.375000 Penalty: 4653.858887 Iteration 46Q: 3 clusters Score -1441113 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1441122.000000 Penalty: 4653.858887 Iteration 47Q: 3 clusters Score -1441122 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1441125.750000 Penalty: 4653.858887 Iteration 48Q: 3 clusters Score -1441126 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1441140.625000 Penalty: 4653.858887 Iteration 49Q: 3 clusters Score -1441141 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1441145.500000 Penalty: 4653.858887 Iteration 50Q: 3 clusters Score -1441146 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1441155.250000 Penalty: 4653.858887 Iteration 51Q: 3 clusters Score -1441155 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1441160.125000 Penalty: 4653.858887 Iteration 52Q: 3 clusters Score -1441160 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1441172.250000 Penalty: 4653.858887 Iteration 53Q: 3 clusters Score -1441172 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1441175.500000 Penalty: 4653.858887 Iteration 54Q: 3 clusters Score -1441176 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1441180.250000 Penalty: 4653.858887 Iteration 55Q: 3 clusters Score -1441180 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1441186.375000 Penalty: 4653.858887 Iteration 56Q: 3 clusters Score -1441186 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1441192.500000 Penalty: 4653.858887 Iteration 57Q: 3 clusters Score -1441192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1441196.500000 Penalty: 4653.858887 Iteration 58Q: 3 clusters Score -1441196 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10798 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1441197.250000 Penalty: 4653.858887 Iteration 59Q: 3 clusters Score -1441197 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1441202.125000 Penalty: 4653.858887 Iteration 60F: 3 clusters Score -1441202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1441205.125000 Penalty: 4653.858887 Iteration 61Q: 3 clusters Score -1441205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1441205.875000 Penalty: 4653.858887 Iteration 62Q: 3 clusters Score -1441206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1441211.000000 Penalty: 4653.858887 Iteration 63Q: 3 clusters Score -1441211 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10822 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1441212.625000 Penalty: 4653.858887 Iteration 64Q: 3 clusters Score -1441213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1441216.375000 Penalty: 4653.858887 Iteration 65Q: 3 clusters Score -1441216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1441223.875000 Penalty: 4653.858887 Iteration 66Q: 3 clusters Score -1441224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1441221.250000 Penalty: 4653.858887 Iteration 67Q: 3 clusters Score -1441221 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1441224.375000 Penalty: 4653.858887 Iteration 68Q: 3 clusters Score -1441224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1441232.750000 Penalty: 4653.858887 Iteration 69Q: 3 clusters Score -1441233 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1441240.000000 Penalty: 4653.858887 Iteration 70Q: 3 clusters Score -1441240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1441241.000000 Penalty: 4653.858887 Iteration 71Q: 3 clusters Score -1441241 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1441254.375000 Penalty: 4653.858887 Iteration 72Q: 3 clusters Score -1441254 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1441264.875000 Penalty: 4653.858887 Iteration 73Q: 3 clusters Score -1441265 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: 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Estep Score: -1441288.375000 Penalty: 4653.858887 Iteration 78Q: 3 clusters Score -1441288 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1441294.000000 Penalty: 4653.858887 Iteration 79Q: 3 clusters Score -1441294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1441299.875000 Penalty: 4653.858887 Iteration 80F: 3 clusters Score -1441300 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1441306.875000 Penalty: 4653.858887 Iteration 81Q: 3 clusters Score -1441307 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1441316.375000 Penalty: 4653.858887 Iteration 82Q: 3 clusters Score -1441316 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1441331.500000 Penalty: 4653.858887 Iteration 83Q: 3 clusters Score -1441332 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1441346.875000 Penalty: 4653.858887 Iteration 84Q: 3 clusters Score -1441347 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1441360.000000 Penalty: 4653.858887 Iteration 85Q: 3 clusters Score -1441360 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11079 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1441373.625000 Penalty: 4653.858887 Iteration 86Q: 3 clusters Score -1441374 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1441381.375000 Penalty: 4653.858887 Iteration 87Q: 3 clusters Score -1441381 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1441387.875000 Penalty: 4653.858887 Iteration 88Q: 3 clusters Score -1441388 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1441389.125000 Penalty: 4653.858887 Iteration 89Q: 3 clusters Score -1441389 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1441392.750000 Penalty: 4653.858887 Iteration 90Q: 3 clusters Score -1441393 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1441392.750000 Penalty: 4653.858887 Iteration 91F: 3 clusters Score -1441393 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Entering Unmasked Estep Score: -130493.617188 Penalty: 1755.219482 Iteration 0F: 2 clusters Score -130493.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -128562.132812 Penalty: 3510.438965 Iteration 0F: 3 clusters Score -128562.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -129237.500000 Penalty: 3510.438965 Iteration 1F: 3 clusters Score -129237.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -129982.976562 Penalty: 3510.438965 Iteration 2F: 3 clusters Score -129983 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -130732.984375 Penalty: 3510.438965 Iteration 3F: 3 clusters Score -130733 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -131253.765625 Penalty: 3510.438965 Iteration 4F: 3 clusters Score -131253.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -131503.109375 Penalty: 3510.438965 Iteration 5Q: 3 clusters Score -131503.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -131637.062500 Penalty: 3510.438965 Iteration 6Q: 3 clusters Score -131637.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -131709.171875 Penalty: 3510.438965 Iteration 7Q: 3 clusters Score -131709.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -131738.687500 Penalty: 3510.438965 Iteration 8Q: 3 clusters Score -131738.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -131759.250000 Penalty: 3510.438965 Iteration 9Q: 3 clusters Score -131759.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -131767.906250 Penalty: 3510.438965 Iteration 10Q: 3 clusters Score -131767.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -131768.546875 Penalty: 3510.438965 Iteration 11Q: 3 clusters Score -131768.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -131773.171875 Penalty: 3510.438965 Iteration 12Q: 3 clusters Score -131773.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -131776.000000 Penalty: 3510.438965 Iteration 13Q: 3 clusters Score -131776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -131781.250000 Penalty: 3510.438965 Iteration 14Q: 3 clusters Score -131781.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -131784.078125 Penalty: 3510.438965 Iteration 15Q: 3 clusters Score -131784.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -131784.625000 Penalty: 3510.438965 Iteration 16Q: 3 clusters Score -131784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -131784.625000 Penalty: 3510.438965 Iteration 17F: 3 clusters Score -131784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3061 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60264 members Mstep: Class 5 contains 20636 members Mstep: Class 6 contains 4849 members Mstep: Class 7 contains 11882 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 19071 members Mstep: Class 10 contains 12265 members Mstep: Class 11 contains 43910 members Mstep: Class 12 contains 1598 members Mstep: Class 13 contains 6899 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39583 members Mstep: Class 16 contains 3132 members Mstep: Class 17 contains 25081 members Mstep: Class 18 contains 159138 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9195 members Mstep: Class 21 contains 3814 members Mstep: Class 22 contains 722 members Entering Unmasked Estep Score: -52018824.000000 Penalty: 70805.890625 Splitting cluster 8 changes total score from -52018592.000000 to -52018824.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 9 (19071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19071 members Entering Unmasked Estep Score: -2307754.500000 Penalty: 2444.269287 Iteration 0F: 2 clusters Score -2307754 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9566 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -2294325.500000 Penalty: 4888.538574 Iteration 0F: 3 clusters Score -2294326 nChanged 8316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -2298815.750000 Penalty: 4888.538574 Iteration 1F: 3 clusters Score -2298816 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -2299222.000000 Penalty: 4888.538574 Iteration 2F: 3 clusters Score -2299222 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -2299594.500000 Penalty: 4888.538574 Iteration 3Q: 3 clusters Score -2299594 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -2299979.000000 Penalty: 4888.538574 Iteration 4Q: 3 clusters Score -2299979 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -2300370.500000 Penalty: 4888.538574 Iteration 5Q: 3 clusters Score -2300370 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -2300867.250000 Penalty: 4888.538574 Iteration 6Q: 3 clusters Score -2300867 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -2301428.250000 Penalty: 4888.538574 Iteration 7F: 3 clusters Score -2301428 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2302124.250000 Penalty: 4888.538574 Iteration 8F: 3 clusters Score -2302124 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -2302860.500000 Penalty: 4888.538574 Iteration 9F: 3 clusters Score -2302860 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13492 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -2303646.250000 Penalty: 4888.538574 Iteration 10F: 3 clusters Score -2303646 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14068 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -2304324.000000 Penalty: 4888.538574 Iteration 11Q: 3 clusters Score -2304324 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -2304833.750000 Penalty: 4888.538574 Iteration 12Q: 3 clusters Score -2304834 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14845 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -2305196.250000 Penalty: 4888.538574 Iteration 13Q: 3 clusters Score -2305196 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -2305410.750000 Penalty: 4888.538574 Iteration 14Q: 3 clusters Score -2305411 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15246 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -2305554.500000 Penalty: 4888.538574 Iteration 15Q: 3 clusters Score -2305554 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -2305616.750000 Penalty: 4888.538574 Iteration 16Q: 3 clusters Score -2305617 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15529 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -2305669.000000 Penalty: 4888.538574 Iteration 17Q: 3 clusters Score -2305669 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -2305714.750000 Penalty: 4888.538574 Iteration 18Q: 3 clusters Score -2305715 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -2305746.250000 Penalty: 4888.538574 Iteration 19Q: 3 clusters Score -2305746 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -2305782.750000 Penalty: 4888.538574 Iteration 20F: 3 clusters Score -2305783 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15910 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -2305806.250000 Penalty: 4888.538574 Iteration 21Q: 3 clusters Score -2305806 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15969 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -2305824.000000 Penalty: 4888.538574 Iteration 22Q: 3 clusters Score -2305824 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16034 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -2305846.500000 Penalty: 4888.538574 Iteration 23Q: 3 clusters Score -2305846 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -2305868.500000 Penalty: 4888.538574 Iteration 24Q: 3 clusters Score -2305868 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16161 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -2305884.000000 Penalty: 4888.538574 Iteration 25Q: 3 clusters Score -2305884 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16221 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -2305902.500000 Penalty: 4888.538574 Iteration 26Q: 3 clusters Score -2305902 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16258 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -2305915.000000 Penalty: 4888.538574 Iteration 27Q: 3 clusters Score -2305915 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -2305919.000000 Penalty: 4888.538574 Iteration 28Q: 3 clusters Score -2305919 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16314 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -2305918.750000 Penalty: 4888.538574 Iteration 29Q: 3 clusters Score -2305919 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16340 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -2305926.750000 Penalty: 4888.538574 Iteration 30Q: 3 clusters Score -2305927 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16366 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -2305938.000000 Penalty: 4888.538574 Iteration 31Q: 3 clusters Score -2305938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16375 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -2305937.000000 Penalty: 4888.538574 Iteration 32Q: 3 clusters Score -2305937 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -2305938.750000 Penalty: 4888.538574 Iteration 33Q: 3 clusters Score -2305939 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16386 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -2305939.250000 Penalty: 4888.538574 Iteration 34Q: 3 clusters Score -2305939 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16392 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -2305948.250000 Penalty: 4888.538574 Iteration 35Q: 3 clusters Score -2305948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16403 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -2305946.000000 Penalty: 4888.538574 Iteration 36Q: 3 clusters Score -2305946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16413 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2305945.750000 Penalty: 4888.538574 Iteration 37Q: 3 clusters Score -2305946 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -2305943.500000 Penalty: 4888.538574 Iteration 38Q: 3 clusters Score -2305944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -2305944.000000 Penalty: 4888.538574 Iteration 39Q: 3 clusters Score -2305944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16430 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -2305943.750000 Penalty: 4888.538574 Iteration 40F: 3 clusters Score -2305944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -2305948.500000 Penalty: 4888.538574 Iteration 41Q: 3 clusters Score -2305948 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -2305950.000000 Penalty: 4888.538574 Iteration 42Q: 3 clusters Score -2305950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16442 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -2305953.000000 Penalty: 4888.538574 Iteration 43Q: 3 clusters Score -2305953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16447 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -2305948.250000 Penalty: 4888.538574 Iteration 44Q: 3 clusters Score -2305948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16453 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -2305953.750000 Penalty: 4888.538574 Iteration 45Q: 3 clusters Score -2305954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16457 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -2305953.250000 Penalty: 4888.538574 Iteration 46Q: 3 clusters Score -2305953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -2305952.250000 Penalty: 4888.538574 Iteration 47Q: 3 clusters Score -2305952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16466 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -2305954.750000 Penalty: 4888.538574 Iteration 48Q: 3 clusters Score -2305955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -2305952.750000 Penalty: 4888.538574 Iteration 49Q: 3 clusters Score -2305953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -2305952.750000 Penalty: 4888.538574 Iteration 50F: 3 clusters Score -2305953 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12265 members Entering Unmasked Estep Score: -1423676.000000 Penalty: 2334.797363 Iteration 0F: 2 clusters Score -1423676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -1414636.875000 Penalty: 4669.594727 Iteration 0F: 3 clusters Score -1414637 nChanged 5250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1418904.875000 Penalty: 4669.594727 Iteration 1F: 3 clusters Score -1418905 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1420428.750000 Penalty: 4669.594727 Iteration 2F: 3 clusters Score -1420429 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1421577.875000 Penalty: 4669.594727 Iteration 3F: 3 clusters Score -1421578 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1422583.875000 Penalty: 4669.594727 Iteration 4F: 3 clusters Score -1422584 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1423476.750000 Penalty: 4669.594727 Iteration 5F: 3 clusters Score -1423477 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1424193.375000 Penalty: 4669.594727 Iteration 6Q: 3 clusters Score -1424193 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -1424699.250000 Penalty: 4669.594727 Iteration 7Q: 3 clusters Score -1424699 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1424956.625000 Penalty: 4669.594727 Iteration 8Q: 3 clusters Score -1424957 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1425120.125000 Penalty: 4669.594727 Iteration 9Q: 3 clusters Score -1425120 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10351 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1425225.750000 Penalty: 4669.594727 Iteration 10Q: 3 clusters Score -1425226 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1425302.375000 Penalty: 4669.594727 Iteration 11Q: 3 clusters Score -1425302 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1425369.875000 Penalty: 4669.594727 Iteration 12Q: 3 clusters Score -1425370 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1425420.875000 Penalty: 4669.594727 Iteration 13Q: 3 clusters Score -1425421 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1425454.750000 Penalty: 4669.594727 Iteration 14Q: 3 clusters Score -1425455 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1425482.250000 Penalty: 4669.594727 Iteration 15Q: 3 clusters Score -1425482 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1425510.875000 Penalty: 4669.594727 Iteration 16Q: 3 clusters Score -1425511 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1425557.125000 Penalty: 4669.594727 Iteration 17Q: 3 clusters Score -1425557 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1425588.375000 Penalty: 4669.594727 Iteration 18Q: 3 clusters Score -1425588 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1425621.500000 Penalty: 4669.594727 Iteration 19Q: 3 clusters Score -1425622 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1425647.125000 Penalty: 4669.594727 Iteration 20F: 3 clusters Score -1425647 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1425672.000000 Penalty: 4669.594727 Iteration 21Q: 3 clusters Score -1425672 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11106 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1425687.125000 Penalty: 4669.594727 Iteration 22Q: 3 clusters Score -1425687 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1425701.125000 Penalty: 4669.594727 Iteration 23Q: 3 clusters Score -1425701 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1425712.500000 Penalty: 4669.594727 Iteration 24Q: 3 clusters Score -1425712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1425720.375000 Penalty: 4669.594727 Iteration 25Q: 3 clusters Score -1425720 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1425739.625000 Penalty: 4669.594727 Iteration 26Q: 3 clusters Score -1425740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1425745.750000 Penalty: 4669.594727 Iteration 27Q: 3 clusters Score -1425746 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1425746.375000 Penalty: 4669.594727 Iteration 28Q: 3 clusters Score -1425746 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1425752.750000 Penalty: 4669.594727 Iteration 29Q: 3 clusters Score -1425753 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1425760.375000 Penalty: 4669.594727 Iteration 30Q: 3 clusters Score -1425760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1425766.625000 Penalty: 4669.594727 Iteration 31Q: 3 clusters Score -1425767 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1425769.125000 Penalty: 4669.594727 Iteration 32Q: 3 clusters Score -1425769 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1425774.000000 Penalty: 4669.594727 Iteration 33Q: 3 clusters Score -1425774 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1425779.750000 Penalty: 4669.594727 Iteration 34Q: 3 clusters Score -1425780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1425782.750000 Penalty: 4669.594727 Iteration 35Q: 3 clusters Score -1425783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1425784.000000 Penalty: 4669.594727 Iteration 36Q: 3 clusters Score -1425784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1425786.625000 Penalty: 4669.594727 Iteration 37Q: 3 clusters Score -1425787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1425789.375000 Penalty: 4669.594727 Iteration 38Q: 3 clusters Score -1425789 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1425795.000000 Penalty: 4669.594727 Iteration 39Q: 3 clusters Score -1425795 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1425795.750000 Penalty: 4669.594727 Iteration 40F: 3 clusters Score -1425796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3061 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60264 members Mstep: Class 5 contains 20636 members Mstep: Class 6 contains 4849 members Mstep: Class 7 contains 11882 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 19071 members Mstep: Class 10 contains 11299 members Mstep: Class 11 contains 43910 members Mstep: Class 12 contains 1598 members Mstep: Class 13 contains 6899 members Mstep: Class 14 contains 1395 members Mstep: Class 15 contains 39583 members Mstep: Class 16 contains 3132 members Mstep: Class 17 contains 25081 members Mstep: Class 18 contains 159138 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9195 members Mstep: Class 21 contains 3814 members Mstep: Class 22 contains 722 members Mstep: Class 23 contains 966 members Entering Unmasked Estep Score: -52020048.000000 Penalty: 74024.335938 Splitting cluster 10 changes total score from -52018592.000000 to -52020048.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (43910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43910 members Entering Unmasked Estep Score: -5431384.000000 Penalty: 2651.094482 Iteration 0F: 2 clusters Score -5431384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21776 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -5401886.000000 Penalty: 5302.188965 Iteration 0F: 3 clusters Score -5401886 nChanged 20081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 23247 members Entering Unmasked Estep Score: -5413076.500000 Penalty: 5302.188965 Iteration 1F: 3 clusters Score -5413076 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19923 members Mstep: Class 2 contains 23987 members Entering Unmasked Estep Score: -5413825.500000 Penalty: 5302.188965 Iteration 2Q: 3 clusters Score -5413826 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18839 members Mstep: Class 2 contains 25071 members Entering Unmasked Estep Score: -5414578.000000 Penalty: 5302.188965 Iteration 3Q: 3 clusters Score -5414578 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17382 members Mstep: Class 2 contains 26528 members Entering Unmasked Estep Score: -5415508.000000 Penalty: 5302.188965 Iteration 4Q: 3 clusters Score -5415508 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 28523 members Entering Unmasked Estep Score: -5416816.500000 Penalty: 5302.188965 Iteration 5F: 3 clusters Score -5416816 nChanged 2812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12813 members Mstep: Class 2 contains 31097 members Entering Unmasked Estep Score: -5418605.500000 Penalty: 5302.188965 Iteration 6F: 3 clusters Score -5418606 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 34025 members Entering Unmasked Estep Score: -5420895.500000 Penalty: 5302.188965 Iteration 7F: 3 clusters Score -5420896 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 37050 members Entering Unmasked Estep Score: -5423465.000000 Penalty: 5302.188965 Iteration 8F: 3 clusters Score -5423465 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 39562 members Entering Unmasked Estep Score: -5425622.500000 Penalty: 5302.188965 Iteration 9F: 3 clusters Score -5425622 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 41304 members Entering Unmasked Estep Score: -5427132.000000 Penalty: 5302.188965 Iteration 10Q: 3 clusters Score -5427132 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 42362 members Entering Unmasked Estep Score: -5428086.500000 Penalty: 5302.188965 Iteration 11Q: 3 clusters Score -5428086 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 42887 members Entering Unmasked Estep Score: -5428535.500000 Penalty: 5302.188965 Iteration 12Q: 3 clusters Score -5428536 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 43130 members Entering Unmasked Estep Score: -5428770.500000 Penalty: 5302.188965 Iteration 13Q: 3 clusters Score -5428770 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 43264 members Entering Unmasked Estep Score: -5428896.000000 Penalty: 5302.188965 Iteration 14Q: 3 clusters Score -5428896 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 43332 members Entering Unmasked Estep Score: -5428967.000000 Penalty: 5302.188965 Iteration 15Q: 3 clusters Score -5428967 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 43371 members Entering Unmasked Estep Score: -5429006.000000 Penalty: 5302.188965 Iteration 16Q: 3 clusters Score -5429006 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 43403 members Entering Unmasked Estep Score: -5429035.000000 Penalty: 5302.188965 Iteration 17Q: 3 clusters Score -5429035 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 43422 members Entering Unmasked Estep Score: -5429056.000000 Penalty: 5302.188965 Iteration 18Q: 3 clusters Score -5429056 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 43439 members Entering Unmasked Estep Score: -5429072.000000 Penalty: 5302.188965 Iteration 19Q: 3 clusters Score -5429072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 43445 members Entering Unmasked Estep Score: -5429074.000000 Penalty: 5302.188965 Iteration 20F: 3 clusters Score -5429074 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 43451 members Entering Unmasked Estep Score: -5429093.000000 Penalty: 5302.188965 Iteration 21Q: 3 clusters Score -5429093 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 43457 members Entering Unmasked Estep Score: -5429117.000000 Penalty: 5302.188965 Iteration 22Q: 3 clusters Score -5429117 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 43467 members Entering Unmasked Estep Score: -5429129.000000 Penalty: 5302.188965 Iteration 23Q: 3 clusters Score -5429129 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 43477 members Entering Unmasked Estep Score: -5429132.500000 Penalty: 5302.188965 Iteration 24Q: 3 clusters Score -5429132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 43482 members Entering Unmasked Estep Score: -5429139.000000 Penalty: 5302.188965 Iteration 25Q: 3 clusters Score -5429139 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 43486 members Entering Unmasked Estep Score: -5429141.000000 Penalty: 5302.188965 Iteration 26Q: 3 clusters Score -5429141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 43488 members Entering Unmasked Estep Score: -5429142.000000 Penalty: 5302.188965 Iteration 27Q: 3 clusters Score -5429142 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 43491 members Entering Unmasked Estep Score: -5429154.000000 Penalty: 5302.188965 Iteration 28Q: 3 clusters Score -5429154 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 43493 members Entering Unmasked Estep Score: -5429161.000000 Penalty: 5302.188965 Iteration 29Q: 3 clusters Score -5429161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 43493 members Entering Unmasked Estep Score: -5429162.000000 Penalty: 5302.188965 Iteration 30Q: 3 clusters Score -5429162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 43493 members Entering Unmasked Estep Score: -5429168.500000 Penalty: 5302.188965 Iteration 31Q: 3 clusters Score -5429168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 43494 members Entering Unmasked Estep Score: -5429165.500000 Penalty: 5302.188965 Iteration 32Q: 3 clusters Score -5429166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 43495 members Entering Unmasked Estep Score: -5429158.500000 Penalty: 5302.188965 Iteration 33Q: 3 clusters Score -5429158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 43496 members Entering Unmasked Estep Score: -5429160.000000 Penalty: 5302.188965 Iteration 34Q: 3 clusters Score -5429160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 43495 members Entering Unmasked Estep Score: -5429163.500000 Penalty: 5302.188965 Iteration 35Q: 3 clusters Score -5429164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 43494 members Entering Unmasked Estep Score: -5429156.500000 Penalty: 5302.188965 Iteration 36Q: 3 clusters Score -5429156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 43494 members Entering Unmasked Estep Score: -5429156.500000 Penalty: 5302.188965 Iteration 37F: 3 clusters Score -5429156 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Entering Unmasked Estep Score: -806526.500000 Penalty: 2192.104492 Iteration 0F: 2 clusters Score -806526.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -800851.687500 Penalty: 4384.208984 Iteration 0F: 3 clusters Score -800851.7 nChanged 2767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -802449.687500 Penalty: 4384.208984 Iteration 1F: 3 clusters Score -802449.7 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -802819.000000 Penalty: 4384.208984 Iteration 2F: 3 clusters Score -802819 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -803105.625000 Penalty: 4384.208984 Iteration 3F: 3 clusters Score -803105.6 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -803376.062500 Penalty: 4384.208984 Iteration 4F: 3 clusters Score -803376.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -803571.250000 Penalty: 4384.208984 Iteration 5F: 3 clusters Score -803571.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -803767.562500 Penalty: 4384.208984 Iteration 6Q: 3 clusters Score -803767.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -803971.062500 Penalty: 4384.208984 Iteration 7Q: 3 clusters Score -803971.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -804196.562500 Penalty: 4384.208984 Iteration 8Q: 3 clusters Score -804196.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -804454.875000 Penalty: 4384.208984 Iteration 9Q: 3 clusters Score -804454.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -804698.250000 Penalty: 4384.208984 Iteration 10Q: 3 clusters Score -804698.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -804906.250000 Penalty: 4384.208984 Iteration 11Q: 3 clusters Score -804906.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -805048.875000 Penalty: 4384.208984 Iteration 12Q: 3 clusters Score -805048.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -805146.375000 Penalty: 4384.208984 Iteration 13Q: 3 clusters Score -805146.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -805217.062500 Penalty: 4384.208984 Iteration 14Q: 3 clusters Score -805217.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -805270.625000 Penalty: 4384.208984 Iteration 15Q: 3 clusters Score -805270.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -805306.687500 Penalty: 4384.208984 Iteration 16Q: 3 clusters Score -805306.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -805325.562500 Penalty: 4384.208984 Iteration 17Q: 3 clusters Score -805325.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -805340.937500 Penalty: 4384.208984 Iteration 18Q: 3 clusters Score -805340.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -805348.250000 Penalty: 4384.208984 Iteration 19Q: 3 clusters Score -805348.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -805356.937500 Penalty: 4384.208984 Iteration 20F: 3 clusters Score -805356.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -805366.250000 Penalty: 4384.208984 Iteration 21Q: 3 clusters Score -805366.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -805370.687500 Penalty: 4384.208984 Iteration 22Q: 3 clusters Score -805370.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -805372.500000 Penalty: 4384.208984 Iteration 23Q: 3 clusters Score -805372.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -805374.500000 Penalty: 4384.208984 Iteration 24Q: 3 clusters Score -805374.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -805375.062500 Penalty: 4384.208984 Iteration 25Q: 3 clusters Score -805375.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -805375.062500 Penalty: 4384.208984 Iteration 26F: 3 clusters Score -805375.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Entering Unmasked Estep Score: -143744.828125 Penalty: 1795.681152 Iteration 0F: 2 clusters Score -143744.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -141703.390625 Penalty: 3591.362305 Iteration 0F: 3 clusters Score -141703.4 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -142109.984375 Penalty: 3591.362305 Iteration 1F: 3 clusters Score -142110 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -142266.671875 Penalty: 3591.362305 Iteration 2F: 3 clusters Score -142266.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -142423.937500 Penalty: 3591.362305 Iteration 3F: 3 clusters Score -142423.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -142790.562500 Penalty: 3591.362305 Iteration 4F: 3 clusters Score -142790.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -143393.359375 Penalty: 3591.362305 Iteration 5F: 3 clusters Score -143393.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -144279.953125 Penalty: 3591.362305 Iteration 6F: 3 clusters Score -144280 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -144993.843750 Penalty: 3591.362305 Iteration 7F: 3 clusters Score -144993.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -145372.250000 Penalty: 3591.362305 Iteration 8Q: 3 clusters Score -145372.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -145586.375000 Penalty: 3591.362305 Iteration 9Q: 3 clusters Score -145586.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -145726.625000 Penalty: 3591.362305 Iteration 10Q: 3 clusters Score -145726.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -145801.875000 Penalty: 3591.362305 Iteration 11Q: 3 clusters Score -145801.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -145829.578125 Penalty: 3591.362305 Iteration 12Q: 3 clusters Score -145829.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -145850.125000 Penalty: 3591.362305 Iteration 13Q: 3 clusters Score -145850.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -145885.812500 Penalty: 3591.362305 Iteration 14Q: 3 clusters Score -145885.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -145976.375000 Penalty: 3591.362305 Iteration 15Q: 3 clusters Score -145976.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -146209.703125 Penalty: 3591.362305 Iteration 16Q: 3 clusters Score -146209.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -146396.640625 Penalty: 3591.362305 Iteration 17Q: 3 clusters Score -146396.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -146397.343750 Penalty: 3591.362305 Iteration 18Q: 3 clusters Score -146397.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -146397.343750 Penalty: 3591.362305 Iteration 19F: 3 clusters Score -146397.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3061 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60264 members Mstep: Class 5 contains 20636 members Mstep: Class 6 contains 4849 members Mstep: Class 7 contains 11882 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 19071 members Mstep: Class 10 contains 11299 members Mstep: Class 11 contains 43910 members Mstep: Class 12 contains 1598 members Mstep: Class 13 contains 6899 members Mstep: Class 14 contains 551 members Mstep: Class 15 contains 39583 members Mstep: Class 16 contains 3132 members Mstep: Class 17 contains 25081 members Mstep: Class 18 contains 159138 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9195 members Mstep: Class 21 contains 3814 members Mstep: Class 22 contains 722 members Mstep: Class 23 contains 966 members Mstep: Class 24 contains 844 members Entering Unmasked Estep Score: -52021252.000000 Penalty: 77242.789062 Splitting cluster 14 changes total score from -52018592.000000 to -52021252.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 15 (39583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39583 members Entering Unmasked Estep Score: -4893411.500000 Penalty: 2625.366455 Iteration 0F: 2 clusters Score -4893412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19758 members Mstep: Class 2 contains 19825 members Entering Unmasked Estep Score: -4866611.500000 Penalty: 5250.732910 Iteration 0F: 3 clusters Score -4866612 nChanged 18186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19564 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -4876511.000000 Penalty: 5250.732910 Iteration 1F: 3 clusters Score -4876511 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19457 members Mstep: Class 2 contains 20126 members Entering Unmasked Estep Score: -4876980.500000 Penalty: 5250.732910 Iteration 2Q: 3 clusters Score -4876980 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19287 members Mstep: Class 2 contains 20296 members Entering Unmasked Estep Score: -4877403.500000 Penalty: 5250.732910 Iteration 3Q: 3 clusters Score -4877404 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19006 members Mstep: Class 2 contains 20577 members Entering Unmasked Estep Score: -4877812.000000 Penalty: 5250.732910 Iteration 4Q: 3 clusters Score -4877812 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18612 members Mstep: Class 2 contains 20971 members Entering Unmasked Estep Score: -4878227.500000 Penalty: 5250.732910 Iteration 5Q: 3 clusters Score -4878228 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 21499 members Entering Unmasked Estep Score: -4878706.500000 Penalty: 5250.732910 Iteration 6Q: 3 clusters Score -4878706 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 22187 members Entering Unmasked Estep Score: -4879208.000000 Penalty: 5250.732910 Iteration 7Q: 3 clusters Score -4879208 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16464 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -4879831.500000 Penalty: 5250.732910 Iteration 8Q: 3 clusters Score -4879832 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15349 members Mstep: Class 2 contains 24234 members Entering Unmasked Estep Score: -4880692.500000 Penalty: 5250.732910 Iteration 9Q: 3 clusters Score -4880692 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 25570 members Entering Unmasked Estep Score: -4881781.000000 Penalty: 5250.732910 Iteration 10Q: 3 clusters Score -4881781 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 27034 members Entering Unmasked Estep Score: -4883052.000000 Penalty: 5250.732910 Iteration 11Q: 3 clusters Score -4883052 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 28387 members Entering Unmasked Estep Score: -4884328.000000 Penalty: 5250.732910 Iteration 12Q: 3 clusters Score -4884328 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 29624 members Entering Unmasked Estep Score: -4885631.500000 Penalty: 5250.732910 Iteration 13Q: 3 clusters Score -4885632 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 30590 members Entering Unmasked Estep Score: -4886739.000000 Penalty: 5250.732910 Iteration 14Q: 3 clusters Score -4886739 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 31307 members Entering Unmasked Estep Score: -4887530.000000 Penalty: 5250.732910 Iteration 15Q: 3 clusters Score -4887530 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 31858 members Entering Unmasked Estep Score: -4888112.500000 Penalty: 5250.732910 Iteration 16Q: 3 clusters Score -4888112 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 32331 members Entering Unmasked Estep Score: -4888521.000000 Penalty: 5250.732910 Iteration 17Q: 3 clusters Score -4888521 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 32774 members Entering Unmasked Estep Score: -4888794.000000 Penalty: 5250.732910 Iteration 18Q: 3 clusters Score -4888794 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 33181 members Entering Unmasked Estep Score: -4889055.500000 Penalty: 5250.732910 Iteration 19Q: 3 clusters Score -4889056 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 33553 members Entering Unmasked Estep Score: -4889255.500000 Penalty: 5250.732910 Iteration 20F: 3 clusters Score -4889256 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 33892 members Entering Unmasked Estep Score: -4889422.000000 Penalty: 5250.732910 Iteration 21Q: 3 clusters Score -4889422 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 34211 members Entering Unmasked Estep Score: -4889565.000000 Penalty: 5250.732910 Iteration 22Q: 3 clusters Score -4889565 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 34516 members Entering Unmasked Estep Score: -4889708.000000 Penalty: 5250.732910 Iteration 23Q: 3 clusters Score -4889708 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 34799 members Entering Unmasked Estep Score: -4889857.500000 Penalty: 5250.732910 Iteration 24Q: 3 clusters Score -4889858 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35073 members Entering Unmasked Estep Score: -4890007.000000 Penalty: 5250.732910 Iteration 25Q: 3 clusters Score -4890007 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 35339 members Entering Unmasked Estep Score: -4890142.500000 Penalty: 5250.732910 Iteration 26Q: 3 clusters Score -4890142 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 35565 members Entering Unmasked Estep Score: -4890259.000000 Penalty: 5250.732910 Iteration 27Q: 3 clusters Score -4890259 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 35745 members Entering Unmasked Estep Score: -4890327.500000 Penalty: 5250.732910 Iteration 28Q: 3 clusters Score -4890328 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 35924 members Entering Unmasked Estep Score: -4890425.500000 Penalty: 5250.732910 Iteration 29Q: 3 clusters Score -4890426 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 36082 members Entering Unmasked Estep Score: -4890481.500000 Penalty: 5250.732910 Iteration 30Q: 3 clusters Score -4890482 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 36230 members Entering Unmasked Estep Score: -4890561.500000 Penalty: 5250.732910 Iteration 31Q: 3 clusters Score -4890562 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 36384 members Entering Unmasked Estep Score: -4890625.000000 Penalty: 5250.732910 Iteration 32Q: 3 clusters Score -4890625 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 36525 members Entering Unmasked Estep Score: -4890678.000000 Penalty: 5250.732910 Iteration 33Q: 3 clusters Score -4890678 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 36643 members Entering Unmasked Estep Score: -4890734.000000 Penalty: 5250.732910 Iteration 34Q: 3 clusters Score -4890734 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 36770 members Entering Unmasked Estep Score: -4890766.000000 Penalty: 5250.732910 Iteration 35Q: 3 clusters Score -4890766 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 36876 members Entering Unmasked Estep Score: -4890804.000000 Penalty: 5250.732910 Iteration 36Q: 3 clusters Score -4890804 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 36990 members Entering Unmasked Estep Score: -4890869.500000 Penalty: 5250.732910 Iteration 37Q: 3 clusters Score -4890870 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 37099 members Entering Unmasked Estep Score: -4890915.000000 Penalty: 5250.732910 Iteration 38Q: 3 clusters Score -4890915 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 37189 members Entering Unmasked Estep Score: -4890958.500000 Penalty: 5250.732910 Iteration 39Q: 3 clusters Score -4890958 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 37282 members Entering Unmasked Estep Score: -4890989.500000 Penalty: 5250.732910 Iteration 40F: 3 clusters Score -4890990 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 37368 members Entering Unmasked Estep Score: -4891017.500000 Penalty: 5250.732910 Iteration 41Q: 3 clusters Score -4891018 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 37437 members Entering Unmasked Estep Score: -4891046.500000 Penalty: 5250.732910 Iteration 42Q: 3 clusters Score -4891046 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 37514 members Entering Unmasked Estep Score: -4891079.500000 Penalty: 5250.732910 Iteration 43Q: 3 clusters Score -4891080 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 37589 members Entering Unmasked Estep Score: -4891127.500000 Penalty: 5250.732910 Iteration 44Q: 3 clusters Score -4891128 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 37640 members Entering Unmasked Estep Score: -4891166.000000 Penalty: 5250.732910 Iteration 45Q: 3 clusters Score -4891166 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 37700 members Entering Unmasked Estep Score: -4891200.000000 Penalty: 5250.732910 Iteration 46Q: 3 clusters Score -4891200 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 37756 members Entering Unmasked Estep Score: -4891248.000000 Penalty: 5250.732910 Iteration 47Q: 3 clusters Score -4891248 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 37816 members Entering Unmasked Estep Score: -4891286.000000 Penalty: 5250.732910 Iteration 48Q: 3 clusters Score -4891286 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 37866 members Entering Unmasked Estep Score: -4891321.000000 Penalty: 5250.732910 Iteration 49Q: 3 clusters Score -4891321 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 37925 members Entering Unmasked Estep Score: -4891368.500000 Penalty: 5250.732910 Iteration 50Q: 3 clusters Score -4891368 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 37988 members Entering Unmasked Estep Score: -4891419.000000 Penalty: 5250.732910 Iteration 51Q: 3 clusters Score -4891419 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -4891450.000000 Penalty: 5250.732910 Iteration 52Q: 3 clusters Score -4891450 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 38070 members Entering Unmasked Estep Score: -4891486.500000 Penalty: 5250.732910 Iteration 53Q: 3 clusters Score -4891486 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 38099 members Entering Unmasked Estep Score: -4891512.000000 Penalty: 5250.732910 Iteration 54Q: 3 clusters Score -4891512 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 38116 members Entering Unmasked Estep Score: -4891523.500000 Penalty: 5250.732910 Iteration 55Q: 3 clusters Score -4891524 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 38124 members Entering Unmasked Estep Score: -4891538.500000 Penalty: 5250.732910 Iteration 56Q: 3 clusters Score -4891538 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 38132 members Entering Unmasked Estep Score: -4891555.000000 Penalty: 5250.732910 Iteration 57Q: 3 clusters Score -4891555 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 38148 members Entering Unmasked Estep Score: -4891559.000000 Penalty: 5250.732910 Iteration 58Q: 3 clusters Score -4891559 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 38158 members Entering Unmasked Estep Score: -4891572.000000 Penalty: 5250.732910 Iteration 59Q: 3 clusters Score -4891572 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 38172 members Entering Unmasked Estep Score: -4891581.000000 Penalty: 5250.732910 Iteration 60F: 3 clusters Score -4891581 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 38181 members Entering Unmasked Estep Score: -4891585.000000 Penalty: 5250.732910 Iteration 61Q: 3 clusters Score -4891585 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 38184 members Entering Unmasked Estep Score: -4891590.500000 Penalty: 5250.732910 Iteration 62Q: 3 clusters Score -4891590 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 38189 members Entering Unmasked Estep Score: -4891588.000000 Penalty: 5250.732910 Iteration 63Q: 3 clusters Score -4891588 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 38189 members Entering Unmasked Estep Score: -4891599.500000 Penalty: 5250.732910 Iteration 64Q: 3 clusters Score -4891600 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 38186 members Entering Unmasked Estep Score: -4891611.000000 Penalty: 5250.732910 Iteration 65Q: 3 clusters Score -4891611 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 38192 members Entering Unmasked Estep Score: -4891611.500000 Penalty: 5250.732910 Iteration 66Q: 3 clusters Score -4891612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 38201 members Entering Unmasked Estep Score: -4891609.500000 Penalty: 5250.732910 Iteration 67Q: 3 clusters Score -4891610 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 38205 members Entering Unmasked Estep Score: -4891616.500000 Penalty: 5250.732910 Iteration 68Q: 3 clusters Score -4891616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 38209 members Entering Unmasked Estep Score: -4891618.000000 Penalty: 5250.732910 Iteration 69Q: 3 clusters Score -4891618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 38210 members Entering Unmasked Estep Score: -4891625.000000 Penalty: 5250.732910 Iteration 70Q: 3 clusters Score -4891625 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 38215 members Entering Unmasked Estep Score: -4891630.500000 Penalty: 5250.732910 Iteration 71Q: 3 clusters Score -4891630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 38217 members Entering Unmasked Estep Score: -4891627.500000 Penalty: 5250.732910 Iteration 72Q: 3 clusters Score -4891628 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 38222 members Entering Unmasked Estep Score: -4891632.500000 Penalty: 5250.732910 Iteration 73Q: 3 clusters Score -4891632 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 38229 members Entering Unmasked Estep Score: -4891633.500000 Penalty: 5250.732910 Iteration 74Q: 3 clusters Score -4891634 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 38236 members Entering Unmasked Estep Score: -4891633.500000 Penalty: 5250.732910 Iteration 75Q: 3 clusters Score -4891634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 38237 members Entering Unmasked Estep Score: -4891633.000000 Penalty: 5250.732910 Iteration 76Q: 3 clusters Score -4891633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 38238 members Entering Unmasked Estep Score: -4891634.500000 Penalty: 5250.732910 Iteration 77Q: 3 clusters Score -4891634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 38237 members Entering Unmasked Estep Score: -4891632.500000 Penalty: 5250.732910 Iteration 78Q: 3 clusters Score -4891632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 38237 members Entering Unmasked Estep Score: -4891632.500000 Penalty: 5250.732910 Iteration 79F: 3 clusters Score -4891632 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Entering Unmasked Estep Score: -365966.000000 Penalty: 1996.257935 Iteration 0F: 2 clusters Score -365966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -362596.687500 Penalty: 3992.515869 Iteration 0F: 3 clusters Score -362596.7 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -363268.562500 Penalty: 3992.515869 Iteration 1F: 3 clusters Score -363268.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -363494.281250 Penalty: 3992.515869 Iteration 2F: 3 clusters Score -363494.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -363644.281250 Penalty: 3992.515869 Iteration 3F: 3 clusters Score -363644.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -363768.468750 Penalty: 3992.515869 Iteration 4Q: 3 clusters Score -363768.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -363873.093750 Penalty: 3992.515869 Iteration 5Q: 3 clusters Score -363873.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -363980.343750 Penalty: 3992.515869 Iteration 6Q: 3 clusters Score -363980.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -364080.656250 Penalty: 3992.515869 Iteration 7Q: 3 clusters Score -364080.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -364199.343750 Penalty: 3992.515869 Iteration 8Q: 3 clusters Score -364199.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -364329.187500 Penalty: 3992.515869 Iteration 9Q: 3 clusters Score -364329.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -364472.937500 Penalty: 3992.515869 Iteration 10Q: 3 clusters Score -364472.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -364627.656250 Penalty: 3992.515869 Iteration 11Q: 3 clusters Score -364627.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -364822.718750 Penalty: 3992.515869 Iteration 12Q: 3 clusters Score -364822.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -365024.281250 Penalty: 3992.515869 Iteration 13Q: 3 clusters Score -365024.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -365158.312500 Penalty: 3992.515869 Iteration 14Q: 3 clusters Score -365158.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -365259.156250 Penalty: 3992.515869 Iteration 15Q: 3 clusters Score -365259.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -365319.812500 Penalty: 3992.515869 Iteration 16Q: 3 clusters Score -365319.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -365360.281250 Penalty: 3992.515869 Iteration 17Q: 3 clusters Score -365360.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -365376.718750 Penalty: 3992.515869 Iteration 18Q: 3 clusters Score -365376.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -365383.031250 Penalty: 3992.515869 Iteration 19Q: 3 clusters Score -365383 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -365390.562500 Penalty: 3992.515869 Iteration 20F: 3 clusters Score -365390.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -365397.375000 Penalty: 3992.515869 Iteration 21Q: 3 clusters Score -365397.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -365400.500000 Penalty: 3992.515869 Iteration 22Q: 3 clusters Score -365400.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -365403.312500 Penalty: 3992.515869 Iteration 23Q: 3 clusters Score -365403.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -365405.062500 Penalty: 3992.515869 Iteration 24Q: 3 clusters Score -365405.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -365407.750000 Penalty: 3992.515869 Iteration 25Q: 3 clusters Score -365407.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -365410.468750 Penalty: 3992.515869 Iteration 26Q: 3 clusters Score -365410.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -365412.343750 Penalty: 3992.515869 Iteration 27Q: 3 clusters Score -365412.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -365412.875000 Penalty: 3992.515869 Iteration 28Q: 3 clusters Score -365412.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -365413.906250 Penalty: 3992.515869 Iteration 29Q: 3 clusters Score -365413.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -365415.062500 Penalty: 3992.515869 Iteration 30Q: 3 clusters Score -365415.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -365415.718750 Penalty: 3992.515869 Iteration 31Q: 3 clusters Score -365415.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -365416.531250 Penalty: 3992.515869 Iteration 32Q: 3 clusters Score -365416.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -365416.312500 Penalty: 3992.515869 Iteration 33Q: 3 clusters Score -365416.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -365417.468750 Penalty: 3992.515869 Iteration 34Q: 3 clusters Score -365417.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -365417.468750 Penalty: 3992.515869 Iteration 35F: 3 clusters Score -365417.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25081 members Entering Unmasked Estep Score: -3036353.750000 Penalty: 2512.206787 Iteration 0F: 2 clusters Score -3036354 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -3018995.500000 Penalty: 5024.413574 Iteration 0F: 3 clusters Score -3018996 nChanged 11205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -3025178.500000 Penalty: 5024.413574 Iteration 1F: 3 clusters Score -3025178 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -3025603.500000 Penalty: 5024.413574 Iteration 2Q: 3 clusters Score -3025604 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -3025885.000000 Penalty: 5024.413574 Iteration 3Q: 3 clusters Score -3025885 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -3026143.750000 Penalty: 5024.413574 Iteration 4Q: 3 clusters Score -3026144 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 13130 members Entering Unmasked Estep Score: -3026393.250000 Penalty: 5024.413574 Iteration 5Q: 3 clusters Score -3026393 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11630 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -3026677.000000 Penalty: 5024.413574 Iteration 6Q: 3 clusters Score -3026677 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 13921 members Entering Unmasked Estep Score: -3027039.750000 Penalty: 5024.413574 Iteration 7Q: 3 clusters Score -3027040 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 14580 members Entering Unmasked Estep Score: -3027647.500000 Penalty: 5024.413574 Iteration 8Q: 3 clusters Score -3027648 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -3028555.250000 Penalty: 5024.413574 Iteration 9F: 3 clusters Score -3028555 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 16480 members Entering Unmasked Estep Score: -3029759.500000 Penalty: 5024.413574 Iteration 10F: 3 clusters Score -3029760 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -3031228.750000 Penalty: 5024.413574 Iteration 11F: 3 clusters Score -3031229 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 19073 members Entering Unmasked Estep Score: -3032580.500000 Penalty: 5024.413574 Iteration 12F: 3 clusters Score -3032580 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -3033666.750000 Penalty: 5024.413574 Iteration 13F: 3 clusters Score -3033667 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 21119 members Entering Unmasked Estep Score: -3034398.000000 Penalty: 5024.413574 Iteration 14Q: 3 clusters Score -3034398 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 21811 members Entering Unmasked Estep Score: -3034936.500000 Penalty: 5024.413574 Iteration 15Q: 3 clusters Score -3034936 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 22323 members Entering Unmasked Estep Score: -3035319.500000 Penalty: 5024.413574 Iteration 16Q: 3 clusters Score -3035320 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 22663 members Entering Unmasked Estep Score: -3035545.500000 Penalty: 5024.413574 Iteration 17Q: 3 clusters Score -3035546 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -3035646.000000 Penalty: 5024.413574 Iteration 18Q: 3 clusters Score -3035646 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 23073 members Entering Unmasked Estep Score: -3035739.000000 Penalty: 5024.413574 Iteration 19Q: 3 clusters Score -3035739 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 23219 members Entering Unmasked Estep Score: -3035806.250000 Penalty: 5024.413574 Iteration 20F: 3 clusters Score -3035806 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 23342 members Entering Unmasked Estep Score: -3035846.250000 Penalty: 5024.413574 Iteration 21Q: 3 clusters Score -3035846 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 23427 members Entering Unmasked Estep Score: -3035872.750000 Penalty: 5024.413574 Iteration 22Q: 3 clusters Score -3035873 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 23493 members Entering Unmasked Estep Score: -3035895.750000 Penalty: 5024.413574 Iteration 23Q: 3 clusters Score -3035896 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -3035902.250000 Penalty: 5024.413574 Iteration 24Q: 3 clusters Score -3035902 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -3035926.250000 Penalty: 5024.413574 Iteration 25Q: 3 clusters Score -3035926 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -3035930.750000 Penalty: 5024.413574 Iteration 26Q: 3 clusters Score -3035931 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -3035939.250000 Penalty: 5024.413574 Iteration 27Q: 3 clusters Score -3035939 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 23650 members Entering Unmasked Estep Score: -3035940.250000 Penalty: 5024.413574 Iteration 28Q: 3 clusters Score -3035940 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -3035940.250000 Penalty: 5024.413574 Iteration 29Q: 3 clusters Score -3035940 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 23668 members Entering Unmasked Estep Score: -3035945.250000 Penalty: 5024.413574 Iteration 30Q: 3 clusters Score -3035945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 23673 members Entering Unmasked Estep Score: -3035946.750000 Penalty: 5024.413574 Iteration 31Q: 3 clusters Score -3035947 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 23680 members Entering Unmasked Estep Score: -3035953.000000 Penalty: 5024.413574 Iteration 32Q: 3 clusters Score -3035953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 23684 members Entering Unmasked Estep Score: -3035951.500000 Penalty: 5024.413574 Iteration 33Q: 3 clusters Score -3035952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -3035951.500000 Penalty: 5024.413574 Iteration 34Q: 3 clusters Score -3035952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -3035953.000000 Penalty: 5024.413574 Iteration 35Q: 3 clusters Score -3035953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 23697 members Entering Unmasked Estep Score: -3035952.250000 Penalty: 5024.413574 Iteration 36Q: 3 clusters Score -3035952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 23698 members Entering Unmasked Estep Score: -3035955.500000 Penalty: 5024.413574 Iteration 37Q: 3 clusters Score -3035956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -3035958.750000 Penalty: 5024.413574 Iteration 38Q: 3 clusters Score -3035959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 23701 members Entering Unmasked Estep Score: -3035959.000000 Penalty: 5024.413574 Iteration 39Q: 3 clusters Score -3035959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 23702 members Entering Unmasked Estep Score: -3035958.500000 Penalty: 5024.413574 Iteration 40F: 3 clusters Score -3035958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -3035960.250000 Penalty: 5024.413574 Iteration 41Q: 3 clusters Score -3035960 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -3035960.250000 Penalty: 5024.413574 Iteration 42F: 3 clusters Score -3035960 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (159138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159138 members Entering Unmasked Estep Score: -19855570.000000 Penalty: 2970.426514 Iteration 0F: 2 clusters Score -1.985557e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79647 members Mstep: Class 2 contains 79491 members Entering Unmasked Estep Score: -19751522.000000 Penalty: 5940.853027 Iteration 0F: 3 clusters Score -1.975152e+07 nChanged 76192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81383 members Mstep: Class 2 contains 77755 members Entering Unmasked Estep Score: -19795088.000000 Penalty: 5940.853027 Iteration 1F: 3 clusters Score -1.979509e+07 nChanged 4960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82617 members Mstep: Class 2 contains 76521 members Entering Unmasked Estep Score: -19796386.000000 Penalty: 5940.853027 Iteration 2Q: 3 clusters Score -1.979639e+07 nChanged 5833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84688 members Mstep: Class 2 contains 74450 members Entering Unmasked Estep Score: -19798042.000000 Penalty: 5940.853027 Iteration 3Q: 3 clusters Score -1.979804e+07 nChanged 7170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88108 members Mstep: Class 2 contains 71030 members Entering Unmasked Estep Score: -19800932.000000 Penalty: 5940.853027 Iteration 4Q: 3 clusters Score -1.980093e+07 nChanged 8902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93100 members Mstep: Class 2 contains 66038 members Entering Unmasked Estep Score: -19805076.000000 Penalty: 5940.853027 Iteration 5F: 3 clusters Score -1.980508e+07 nChanged 10507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99805 members Mstep: Class 2 contains 59333 members Entering Unmasked Estep Score: -19810948.000000 Penalty: 5940.853027 Iteration 6F: 3 clusters Score -1.981095e+07 nChanged 11237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107546 members Mstep: Class 2 contains 51592 members Entering Unmasked Estep Score: -19817422.000000 Penalty: 5940.853027 Iteration 7F: 3 clusters Score -1.981742e+07 nChanged 10471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115315 members Mstep: Class 2 contains 43823 members Entering Unmasked Estep Score: -19823768.000000 Penalty: 5940.853027 Iteration 8F: 3 clusters Score -1.982377e+07 nChanged 8962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122605 members Mstep: Class 2 contains 36533 members Entering Unmasked Estep Score: -19829012.000000 Penalty: 5940.853027 Iteration 9F: 3 clusters Score -1.982901e+07 nChanged 7481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129334 members Mstep: Class 2 contains 29804 members Entering Unmasked Estep Score: -19833408.000000 Penalty: 5940.853027 Iteration 10Q: 3 clusters Score -1.983341e+07 nChanged 6569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135659 members Mstep: Class 2 contains 23479 members Entering Unmasked Estep Score: -19837584.000000 Penalty: 5940.853027 Iteration 11Q: 3 clusters Score -1.983758e+07 nChanged 5855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141458 members Mstep: Class 2 contains 17680 members Entering Unmasked Estep Score: -19841274.000000 Penalty: 5940.853027 Iteration 12Q: 3 clusters Score -1.984127e+07 nChanged 5044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146500 members Mstep: Class 2 contains 12638 members Entering Unmasked Estep Score: -19844532.000000 Penalty: 5940.853027 Iteration 13Q: 3 clusters Score -1.984453e+07 nChanged 4244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150744 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -19847422.000000 Penalty: 5940.853027 Iteration 14Q: 3 clusters Score -1.984742e+07 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154021 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -19849834.000000 Penalty: 5940.853027 Iteration 15Q: 3 clusters Score -1.984983e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156155 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -19851248.000000 Penalty: 5940.853027 Iteration 16Q: 3 clusters Score -1.985125e+07 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157367 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -19851986.000000 Penalty: 5940.853027 Iteration 17Q: 3 clusters Score -1.985199e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157987 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -19852378.000000 Penalty: 5940.853027 Iteration 18Q: 3 clusters Score -1.985238e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158270 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -19852638.000000 Penalty: 5940.853027 Iteration 19Q: 3 clusters Score -1.985264e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158424 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -19852726.000000 Penalty: 5940.853027 Iteration 20F: 3 clusters Score -1.985273e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158499 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -19852776.000000 Penalty: 5940.853027 Iteration 21Q: 3 clusters Score -1.985278e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158546 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -19852808.000000 Penalty: 5940.853027 Iteration 22Q: 3 clusters Score -1.985281e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158587 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -19852868.000000 Penalty: 5940.853027 Iteration 23Q: 3 clusters Score -1.985287e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158610 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -19852900.000000 Penalty: 5940.853027 Iteration 24Q: 3 clusters Score -1.98529e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158634 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -19852916.000000 Penalty: 5940.853027 Iteration 25Q: 3 clusters Score -1.985292e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158645 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -19852948.000000 Penalty: 5940.853027 Iteration 26Q: 3 clusters Score -1.985295e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158670 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -19852984.000000 Penalty: 5940.853027 Iteration 27Q: 3 clusters Score -1.985298e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158674 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -19852978.000000 Penalty: 5940.853027 Iteration 28Q: 3 clusters Score -1.985298e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158676 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -19853006.000000 Penalty: 5940.853027 Iteration 29Q: 3 clusters Score -1.985301e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158679 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -19853032.000000 Penalty: 5940.853027 Iteration 30Q: 3 clusters Score -1.985303e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158680 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -19853020.000000 Penalty: 5940.853027 Iteration 31Q: 3 clusters Score -1.985302e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158680 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -19853018.000000 Penalty: 5940.853027 Iteration 32Q: 3 clusters Score -1.985302e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158681 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -19853022.000000 Penalty: 5940.853027 Iteration 33Q: 3 clusters Score -1.985302e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158681 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -19853022.000000 Penalty: 5940.853027 Iteration 34F: 3 clusters Score -1.985302e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -84543.890625 Penalty: 1659.636841 Iteration 0F: 2 clusters Score -84543.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -82838.882812 Penalty: 3319.273682 Iteration 0F: 3 clusters Score -82838.88 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -83235.429688 Penalty: 3319.273682 Iteration 1F: 3 clusters Score -83235.43 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -83432.382812 Penalty: 3319.273682 Iteration 2F: 3 clusters Score -83432.38 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -83646.679688 Penalty: 3319.273682 Iteration 3F: 3 clusters Score -83646.68 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -83758.515625 Penalty: 3319.273682 Iteration 4F: 3 clusters Score -83758.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -83858.054688 Penalty: 3319.273682 Iteration 5F: 3 clusters Score -83858.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -83937.320312 Penalty: 3319.273682 Iteration 6Q: 3 clusters Score -83937.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -83986.078125 Penalty: 3319.273682 Iteration 7Q: 3 clusters Score -83986.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -84018.257812 Penalty: 3319.273682 Iteration 8Q: 3 clusters Score -84018.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -84055.390625 Penalty: 3319.273682 Iteration 9Q: 3 clusters Score -84055.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -84085.492188 Penalty: 3319.273682 Iteration 10Q: 3 clusters Score -84085.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -84119.898438 Penalty: 3319.273682 Iteration 11Q: 3 clusters Score -84119.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -84175.835938 Penalty: 3319.273682 Iteration 12Q: 3 clusters Score -84175.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -84260.796875 Penalty: 3319.273682 Iteration 13Q: 3 clusters Score -84260.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -84354.648438 Penalty: 3319.273682 Iteration 14Q: 3 clusters Score -84354.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -84469.468750 Penalty: 3319.273682 Iteration 15Q: 3 clusters Score -84469.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -84482.117188 Penalty: 3319.273682 Iteration 16Q: 3 clusters Score -84482.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -84488.898438 Penalty: 3319.273682 Iteration 17Q: 3 clusters Score -84488.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -84492.335938 Penalty: 3319.273682 Iteration 18Q: 3 clusters Score -84492.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -84493.164062 Penalty: 3319.273682 Iteration 19F: 3 clusters Score -84493.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -84504.328125 Penalty: 3319.273682 Iteration 20F: 3 clusters Score -84504.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -84512.632812 Penalty: 3319.273682 Iteration 21Q: 3 clusters Score -84512.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -84514.687500 Penalty: 3319.273682 Iteration 22Q: 3 clusters Score -84514.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -84514.687500 Penalty: 3319.273682 Iteration 23F: 3 clusters Score -84514.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Entering Unmasked Estep Score: -1075014.875000 Penalty: 2263.351074 Iteration 0F: 2 clusters Score -1075015 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1067834.625000 Penalty: 4526.702148 Iteration 0F: 3 clusters Score -1067835 nChanged 3838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1069920.125000 Penalty: 4526.702148 Iteration 1F: 3 clusters Score -1069920 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1070310.125000 Penalty: 4526.702148 Iteration 2F: 3 clusters Score -1070310 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1070605.500000 Penalty: 4526.702148 Iteration 3F: 3 clusters Score -1070606 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1070857.375000 Penalty: 4526.702148 Iteration 4F: 3 clusters Score -1070857 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1071058.250000 Penalty: 4526.702148 Iteration 5Q: 3 clusters Score -1071058 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1071237.625000 Penalty: 4526.702148 Iteration 6Q: 3 clusters Score -1071238 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1071408.500000 Penalty: 4526.702148 Iteration 7Q: 3 clusters Score -1071408 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1071554.500000 Penalty: 4526.702148 Iteration 8Q: 3 clusters Score -1071554 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1071688.750000 Penalty: 4526.702148 Iteration 9Q: 3 clusters Score -1071689 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1071816.500000 Penalty: 4526.702148 Iteration 10Q: 3 clusters Score -1071816 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1071936.000000 Penalty: 4526.702148 Iteration 11Q: 3 clusters Score -1071936 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -1072049.625000 Penalty: 4526.702148 Iteration 12Q: 3 clusters Score -1072050 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1072179.500000 Penalty: 4526.702148 Iteration 13Q: 3 clusters Score -1072180 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -1072302.625000 Penalty: 4526.702148 Iteration 14Q: 3 clusters Score -1072303 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1072403.250000 Penalty: 4526.702148 Iteration 15Q: 3 clusters Score -1072403 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -1072502.750000 Penalty: 4526.702148 Iteration 16Q: 3 clusters Score -1072503 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1072609.125000 Penalty: 4526.702148 Iteration 17Q: 3 clusters Score -1072609 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1072724.000000 Penalty: 4526.702148 Iteration 18Q: 3 clusters Score -1072724 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1072835.125000 Penalty: 4526.702148 Iteration 19Q: 3 clusters Score -1072835 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1072938.000000 Penalty: 4526.702148 Iteration 20F: 3 clusters Score -1072938 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1073034.000000 Penalty: 4526.702148 Iteration 21Q: 3 clusters Score -1073034 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1073097.625000 Penalty: 4526.702148 Iteration 22Q: 3 clusters Score -1073098 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1073158.500000 Penalty: 4526.702148 Iteration 23Q: 3 clusters Score -1073158 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1073222.500000 Penalty: 4526.702148 Iteration 24Q: 3 clusters Score -1073222 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1073291.625000 Penalty: 4526.702148 Iteration 25Q: 3 clusters Score -1073292 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1073352.750000 Penalty: 4526.702148 Iteration 26Q: 3 clusters Score -1073353 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1073395.375000 Penalty: 4526.702148 Iteration 27Q: 3 clusters Score -1073395 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1073432.750000 Penalty: 4526.702148 Iteration 28Q: 3 clusters Score -1073433 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1073466.125000 Penalty: 4526.702148 Iteration 29Q: 3 clusters Score -1073466 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1073502.250000 Penalty: 4526.702148 Iteration 30Q: 3 clusters Score -1073502 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1073545.875000 Penalty: 4526.702148 Iteration 31Q: 3 clusters Score -1073546 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1073591.250000 Penalty: 4526.702148 Iteration 32Q: 3 clusters Score -1073591 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1073636.625000 Penalty: 4526.702148 Iteration 33Q: 3 clusters Score -1073637 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1073667.625000 Penalty: 4526.702148 Iteration 34Q: 3 clusters Score -1073668 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1073684.000000 Penalty: 4526.702148 Iteration 35Q: 3 clusters Score -1073684 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1073700.875000 Penalty: 4526.702148 Iteration 36Q: 3 clusters Score -1073701 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1073713.500000 Penalty: 4526.702148 Iteration 37Q: 3 clusters Score -1073714 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1073719.250000 Penalty: 4526.702148 Iteration 38Q: 3 clusters Score -1073719 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1073724.500000 Penalty: 4526.702148 Iteration 39Q: 3 clusters Score -1073724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1073727.125000 Penalty: 4526.702148 Iteration 40F: 3 clusters Score -1073727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1073728.625000 Penalty: 4526.702148 Iteration 41Q: 3 clusters Score -1073729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1073732.500000 Penalty: 4526.702148 Iteration 42Q: 3 clusters Score -1073732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1073730.750000 Penalty: 4526.702148 Iteration 43Q: 3 clusters Score -1073731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1073731.500000 Penalty: 4526.702148 Iteration 44Q: 3 clusters Score -1073732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1073731.500000 Penalty: 4526.702148 Iteration 45F: 3 clusters Score -1073732 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Entering Unmasked Estep Score: -461923.593750 Penalty: 2045.115723 Iteration 0F: 2 clusters Score -461923.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -458184.187500 Penalty: 4090.231445 Iteration 0F: 3 clusters Score -458184.2 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -459037.625000 Penalty: 4090.231445 Iteration 1F: 3 clusters Score -459037.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -459206.000000 Penalty: 4090.231445 Iteration 2F: 3 clusters Score -459206 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -459301.437500 Penalty: 4090.231445 Iteration 3Q: 3 clusters Score -459301.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -459365.812500 Penalty: 4090.231445 Iteration 4Q: 3 clusters Score -459365.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -459420.812500 Penalty: 4090.231445 Iteration 5Q: 3 clusters Score -459420.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -459464.843750 Penalty: 4090.231445 Iteration 6Q: 3 clusters Score -459464.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -459495.375000 Penalty: 4090.231445 Iteration 7Q: 3 clusters Score -459495.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -459522.500000 Penalty: 4090.231445 Iteration 8Q: 3 clusters Score -459522.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -459538.406250 Penalty: 4090.231445 Iteration 9Q: 3 clusters Score -459538.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -459555.031250 Penalty: 4090.231445 Iteration 10Q: 3 clusters Score -459555 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -459569.750000 Penalty: 4090.231445 Iteration 11Q: 3 clusters Score -459569.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -459583.781250 Penalty: 4090.231445 Iteration 12Q: 3 clusters Score -459583.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -459597.250000 Penalty: 4090.231445 Iteration 13Q: 3 clusters Score -459597.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -459610.093750 Penalty: 4090.231445 Iteration 14Q: 3 clusters Score -459610.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -459618.031250 Penalty: 4090.231445 Iteration 15Q: 3 clusters Score -459618 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -459634.593750 Penalty: 4090.231445 Iteration 16Q: 3 clusters Score -459634.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -459649.000000 Penalty: 4090.231445 Iteration 17Q: 3 clusters Score -459649 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -459660.750000 Penalty: 4090.231445 Iteration 18Q: 3 clusters Score -459660.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -459679.250000 Penalty: 4090.231445 Iteration 19Q: 3 clusters Score -459679.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -459697.062500 Penalty: 4090.231445 Iteration 20F: 3 clusters Score -459697.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -459713.562500 Penalty: 4090.231445 Iteration 21Q: 3 clusters Score -459713.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -459730.625000 Penalty: 4090.231445 Iteration 22Q: 3 clusters Score -459730.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -459751.093750 Penalty: 4090.231445 Iteration 23Q: 3 clusters Score -459751.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -459766.031250 Penalty: 4090.231445 Iteration 24Q: 3 clusters Score -459766 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -459781.593750 Penalty: 4090.231445 Iteration 25Q: 3 clusters Score -459781.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -459794.875000 Penalty: 4090.231445 Iteration 26Q: 3 clusters Score -459794.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -459809.718750 Penalty: 4090.231445 Iteration 27Q: 3 clusters Score -459809.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -459825.093750 Penalty: 4090.231445 Iteration 28Q: 3 clusters Score -459825.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -459835.406250 Penalty: 4090.231445 Iteration 29Q: 3 clusters Score -459835.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -459843.625000 Penalty: 4090.231445 Iteration 30Q: 3 clusters Score -459843.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -459852.781250 Penalty: 4090.231445 Iteration 31Q: 3 clusters Score -459852.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -459860.437500 Penalty: 4090.231445 Iteration 32Q: 3 clusters Score -459860.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -459867.562500 Penalty: 4090.231445 Iteration 33Q: 3 clusters Score -459867.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -459877.375000 Penalty: 4090.231445 Iteration 34Q: 3 clusters Score -459877.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -459884.156250 Penalty: 4090.231445 Iteration 35Q: 3 clusters Score -459884.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -459891.500000 Penalty: 4090.231445 Iteration 36Q: 3 clusters Score -459891.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -459899.625000 Penalty: 4090.231445 Iteration 37Q: 3 clusters Score -459899.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -459907.125000 Penalty: 4090.231445 Iteration 38Q: 3 clusters Score -459907.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -459917.812500 Penalty: 4090.231445 Iteration 39Q: 3 clusters Score -459917.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -459923.843750 Penalty: 4090.231445 Iteration 40F: 3 clusters Score -459923.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -459930.125000 Penalty: 4090.231445 Iteration 41Q: 3 clusters Score -459930.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -459934.625000 Penalty: 4090.231445 Iteration 42Q: 3 clusters Score -459934.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -459940.812500 Penalty: 4090.231445 Iteration 43Q: 3 clusters Score -459940.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -459946.062500 Penalty: 4090.231445 Iteration 44Q: 3 clusters Score -459946.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -459956.531250 Penalty: 4090.231445 Iteration 45Q: 3 clusters Score -459956.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -459963.656250 Penalty: 4090.231445 Iteration 46Q: 3 clusters Score -459963.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -459974.250000 Penalty: 4090.231445 Iteration 47Q: 3 clusters Score -459974.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -459978.031250 Penalty: 4090.231445 Iteration 48Q: 3 clusters Score -459978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -459982.000000 Penalty: 4090.231445 Iteration 49Q: 3 clusters Score -459982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -459983.281250 Penalty: 4090.231445 Iteration 50Q: 3 clusters Score -459983.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -459985.531250 Penalty: 4090.231445 Iteration 51Q: 3 clusters Score -459985.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -459987.812500 Penalty: 4090.231445 Iteration 52Q: 3 clusters Score -459987.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -459989.906250 Penalty: 4090.231445 Iteration 53Q: 3 clusters Score -459989.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -459992.156250 Penalty: 4090.231445 Iteration 54Q: 3 clusters Score -459992.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -459992.843750 Penalty: 4090.231445 Iteration 55Q: 3 clusters Score -459992.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -459994.187500 Penalty: 4090.231445 Iteration 56Q: 3 clusters Score -459994.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -459995.156250 Penalty: 4090.231445 Iteration 57Q: 3 clusters Score -459995.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -459995.781250 Penalty: 4090.231445 Iteration 58Q: 3 clusters Score -459995.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -459995.750000 Penalty: 4090.231445 Iteration 59Q: 3 clusters Score -459995.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -459995.750000 Penalty: 4090.231445 Iteration 60F: 3 clusters Score -459995.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3061 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 60264 members Mstep: Class 5 contains 20636 members Mstep: Class 6 contains 4849 members Mstep: Class 7 contains 11882 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 19071 members Mstep: Class 10 contains 11299 members Mstep: Class 11 contains 43910 members Mstep: Class 13 contains 6899 members Mstep: Class 14 contains 551 members Mstep: Class 15 contains 39583 members Mstep: Class 16 contains 3132 members Mstep: Class 17 contains 25081 members Mstep: Class 18 contains 159138 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9195 members Mstep: Class 21 contains 3814 members Entering Unmasked Estep ConsiderDeletion Score: -52022104.000000 Penalty: 77242.789062 Iteration 39Q: 25 clusters Score -5.20221e+07 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 3159 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 60274 members Mstep: Class 5 contains 20322 members Mstep: Class 6 contains 4875 members Mstep: Class 7 contains 11776 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 19330 members Mstep: Class 10 contains 11369 members Mstep: Class 11 contains 43860 members Mstep: Class 12 contains 1601 members Mstep: Class 13 contains 6937 members Mstep: Class 14 contains 551 members Mstep: Class 15 contains 39678 members Mstep: Class 16 contains 3137 members Mstep: Class 17 contains 25081 members Mstep: Class 18 contains 159124 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 9135 members Mstep: Class 21 contains 3831 members Mstep: Class 22 contains 705 members Mstep: Class 23 contains 916 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52023888.000000 Penalty: 77242.789062 Iteration 40F: 25 clusters Score -5.202389e+07 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 3219 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60253 members Mstep: Class 5 contains 19929 members Mstep: Class 6 contains 4918 members Mstep: Class 7 contains 11667 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 19595 members Mstep: Class 10 contains 11497 members Mstep: Class 11 contains 43638 members Mstep: Class 12 contains 1693 members Mstep: Class 13 contains 6948 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 39762 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 24870 members Mstep: Class 18 contains 158999 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 9094 members Mstep: Class 21 contains 3845 members Mstep: Class 22 contains 911 members Mstep: Class 23 contains 1075 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52024888.000000 Penalty: 77242.789062 Iteration 41Q: 25 clusters Score -5.202489e+07 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 3327 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60241 members Mstep: Class 5 contains 19593 members Mstep: Class 6 contains 4938 members Mstep: Class 7 contains 11555 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 19785 members Mstep: Class 10 contains 11617 members Mstep: Class 11 contains 43504 members Mstep: Class 12 contains 1760 members Mstep: Class 13 contains 6965 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 39840 members Mstep: Class 16 contains 3248 members Mstep: Class 17 contains 24758 members Mstep: Class 18 contains 158899 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 9074 members Mstep: Class 21 contains 3864 members Mstep: Class 22 contains 986 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52025540.000000 Penalty: 77242.789062 Iteration 42Q: 25 clusters Score -5.202554e+07 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 3438 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60212 members Mstep: Class 5 contains 19285 members Mstep: Class 6 contains 4951 members Mstep: Class 7 contains 11451 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 19950 members Mstep: Class 10 contains 11711 members Mstep: Class 11 contains 43419 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 6985 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 39922 members Mstep: Class 16 contains 3306 members Mstep: Class 17 contains 24698 members Mstep: Class 18 contains 158822 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 9055 members Mstep: Class 21 contains 3880 members Mstep: Class 22 contains 1006 members Mstep: Class 23 contains 1146 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52025932.000000 Penalty: 77242.789062 Iteration 43Q: 25 clusters Score -5.202593e+07 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 3550 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60209 members Mstep: Class 5 contains 19011 members Mstep: Class 6 contains 4956 members Mstep: Class 7 contains 11354 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20071 members Mstep: Class 10 contains 11803 members Mstep: Class 11 contains 43345 members Mstep: Class 12 contains 1901 members Mstep: Class 13 contains 7013 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 39979 members Mstep: Class 16 contains 3354 members Mstep: Class 17 contains 24639 members Mstep: Class 18 contains 158792 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 9007 members Mstep: Class 21 contains 3901 members Mstep: Class 22 contains 1019 members Mstep: Class 23 contains 1153 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52026312.000000 Penalty: 77242.789062 Iteration 44Q: 25 clusters Score -5.202631e+07 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 3646 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60223 members Mstep: Class 5 contains 18788 members Mstep: Class 6 contains 4964 members Mstep: Class 7 contains 11268 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20181 members Mstep: Class 10 contains 11884 members Mstep: Class 11 contains 43283 members Mstep: Class 12 contains 1953 members Mstep: Class 13 contains 7047 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40033 members Mstep: Class 16 contains 3400 members Mstep: Class 17 contains 24592 members Mstep: Class 18 contains 158734 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8969 members Mstep: Class 21 contains 3912 members Mstep: Class 22 contains 1021 members Mstep: Class 23 contains 1150 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52026756.000000 Penalty: 77242.789062 Iteration 45Q: 25 clusters Score -5.202676e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3746 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60245 members Mstep: Class 5 contains 18621 members Mstep: Class 6 contains 4962 members Mstep: Class 7 contains 11193 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20246 members Mstep: Class 10 contains 11951 members Mstep: Class 11 contains 43233 members Mstep: Class 12 contains 1993 members Mstep: Class 13 contains 7069 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40071 members Mstep: Class 16 contains 3433 members Mstep: Class 17 contains 24551 members Mstep: Class 18 contains 158705 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8938 members Mstep: Class 21 contains 3919 members Mstep: Class 22 contains 1021 members Mstep: Class 23 contains 1143 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52026972.000000 Penalty: 77242.789062 Iteration 46Q: 25 clusters Score -5.202697e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3824 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60252 members Mstep: Class 5 contains 18484 members Mstep: Class 6 contains 4960 members Mstep: Class 7 contains 11114 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20288 members Mstep: Class 10 contains 12011 members Mstep: Class 11 contains 43188 members Mstep: Class 12 contains 2018 members Mstep: Class 13 contains 7105 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40126 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 24510 members Mstep: Class 18 contains 158691 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8908 members Mstep: Class 21 contains 3927 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1137 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52027108.000000 Penalty: 77242.789062 Iteration 47Q: 25 clusters Score -5.202711e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 3893 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60248 members Mstep: Class 5 contains 18371 members Mstep: Class 6 contains 4950 members Mstep: Class 7 contains 11039 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20346 members Mstep: Class 10 contains 12056 members Mstep: Class 11 contains 43156 members Mstep: Class 12 contains 2033 members Mstep: Class 13 contains 7125 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40163 members Mstep: Class 16 contains 3512 members Mstep: Class 17 contains 24489 members Mstep: Class 18 contains 158656 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8901 members Mstep: Class 21 contains 3933 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1132 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52027276.000000 Penalty: 77242.789062 Iteration 48Q: 25 clusters Score -5.202728e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 3938 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60262 members Mstep: Class 5 contains 18256 members Mstep: Class 6 contains 4933 members Mstep: Class 7 contains 10962 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20396 members Mstep: Class 10 contains 12098 members Mstep: Class 11 contains 43119 members Mstep: Class 12 contains 2048 members Mstep: Class 13 contains 7140 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40201 members Mstep: Class 16 contains 3541 members Mstep: Class 17 contains 24475 members Mstep: Class 18 contains 158651 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8906 members Mstep: Class 21 contains 3932 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1134 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52027596.000000 Penalty: 77242.789062 Iteration 49Q: 25 clusters Score -5.20276e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 3991 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60264 members Mstep: Class 5 contains 18152 members Mstep: Class 6 contains 4914 members Mstep: Class 7 contains 10891 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20430 members Mstep: Class 10 contains 12136 members Mstep: Class 11 contains 43094 members Mstep: Class 12 contains 2055 members Mstep: Class 13 contains 7163 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40233 members Mstep: Class 16 contains 3582 members Mstep: Class 17 contains 24466 members Mstep: Class 18 contains 158650 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8898 members Mstep: Class 21 contains 3932 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1133 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52027764.000000 Penalty: 77242.789062 Iteration 50Q: 25 clusters Score -5.202776e+07 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 4052 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60283 members Mstep: Class 5 contains 18055 members Mstep: Class 6 contains 4873 members Mstep: Class 7 contains 10816 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20476 members Mstep: Class 10 contains 12162 members Mstep: Class 11 contains 43075 members Mstep: Class 12 contains 2074 members Mstep: Class 13 contains 7174 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40282 members Mstep: Class 16 contains 3620 members Mstep: Class 17 contains 24460 members Mstep: Class 18 contains 158614 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8892 members Mstep: Class 21 contains 3937 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1134 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52027996.000000 Penalty: 77242.789062 Iteration 51Q: 25 clusters Score -5.2028e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 4110 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60306 members Mstep: Class 5 contains 17945 members Mstep: Class 6 contains 4828 members Mstep: Class 7 contains 10747 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20496 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 43055 members Mstep: Class 12 contains 2082 members Mstep: Class 13 contains 7185 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40305 members Mstep: Class 16 contains 3671 members Mstep: Class 17 contains 24454 members Mstep: Class 18 contains 158618 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8904 members Mstep: Class 21 contains 3950 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1133 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028028.000000 Penalty: 77242.789062 Iteration 52Q: 25 clusters Score -5.202803e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 4156 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60311 members Mstep: Class 5 contains 17869 members Mstep: Class 6 contains 4783 members Mstep: Class 7 contains 10676 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20525 members Mstep: Class 10 contains 12215 members Mstep: Class 11 contains 43036 members Mstep: Class 12 contains 2091 members Mstep: Class 13 contains 7215 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40339 members Mstep: Class 16 contains 3714 members Mstep: Class 17 contains 24455 members Mstep: Class 18 contains 158602 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8889 members Mstep: Class 21 contains 3961 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1134 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028080.000000 Penalty: 77242.789062 Iteration 53Q: 25 clusters Score -5.202808e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 4188 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60308 members Mstep: Class 5 contains 17800 members Mstep: Class 6 contains 4737 members Mstep: Class 7 contains 10602 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20590 members Mstep: Class 10 contains 12242 members Mstep: Class 11 contains 43018 members Mstep: Class 12 contains 2098 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40375 members Mstep: Class 16 contains 3735 members Mstep: Class 17 contains 24452 members Mstep: Class 18 contains 158603 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8889 members Mstep: Class 21 contains 3972 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1132 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028232.000000 Penalty: 77242.789062 Iteration 54Q: 25 clusters Score -5.202823e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 4221 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60296 members Mstep: Class 5 contains 17736 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 10546 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20664 members Mstep: Class 10 contains 12267 members Mstep: Class 11 contains 42999 members Mstep: Class 12 contains 2107 members Mstep: Class 13 contains 7240 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40401 members Mstep: Class 16 contains 3766 members Mstep: Class 17 contains 24453 members Mstep: Class 18 contains 158572 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8892 members Mstep: Class 21 contains 3979 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028340.000000 Penalty: 77242.789062 Iteration 55Q: 25 clusters Score -5.202834e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 4241 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60285 members Mstep: Class 5 contains 17658 members Mstep: Class 6 contains 4650 members Mstep: Class 7 contains 10490 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 20751 members Mstep: Class 10 contains 12297 members Mstep: Class 11 contains 42982 members Mstep: Class 12 contains 2117 members Mstep: Class 13 contains 7246 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40428 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 24448 members Mstep: Class 18 contains 158568 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8890 members Mstep: Class 21 contains 3985 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028404.000000 Penalty: 77242.789062 Iteration 56Q: 25 clusters Score -5.20284e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 4260 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60287 members Mstep: Class 5 contains 17596 members Mstep: Class 6 contains 4613 members Mstep: Class 7 contains 10431 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20843 members Mstep: Class 10 contains 12326 members Mstep: Class 11 contains 42967 members Mstep: Class 12 contains 2122 members Mstep: Class 13 contains 7261 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40445 members Mstep: Class 16 contains 3820 members Mstep: Class 17 contains 24446 members Mstep: Class 18 contains 158559 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8870 members Mstep: Class 21 contains 3982 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 1130 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028444.000000 Penalty: 77242.789062 Iteration 57Q: 25 clusters Score -5.202844e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4267 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60282 members Mstep: Class 5 contains 17526 members Mstep: Class 6 contains 4576 members Mstep: Class 7 contains 10381 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 20931 members Mstep: Class 10 contains 12351 members Mstep: Class 11 contains 42960 members Mstep: Class 12 contains 2121 members Mstep: Class 13 contains 7275 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40473 members Mstep: Class 16 contains 3845 members Mstep: Class 17 contains 24446 members Mstep: Class 18 contains 158559 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8850 members Mstep: Class 21 contains 3983 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028676.000000 Penalty: 77242.789062 Iteration 58Q: 25 clusters Score -5.202868e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 4272 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60260 members Mstep: Class 5 contains 17466 members Mstep: Class 6 contains 4556 members Mstep: Class 7 contains 10338 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21008 members Mstep: Class 10 contains 12372 members Mstep: Class 11 contains 42952 members Mstep: Class 12 contains 2122 members Mstep: Class 13 contains 7289 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40491 members Mstep: Class 16 contains 3861 members Mstep: Class 17 contains 24439 members Mstep: Class 18 contains 158569 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8847 members Mstep: Class 21 contains 3981 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028800.000000 Penalty: 77242.789062 Iteration 59Q: 25 clusters Score -5.20288e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 4276 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60246 members Mstep: Class 5 contains 17406 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 10296 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21082 members Mstep: Class 10 contains 12390 members Mstep: Class 11 contains 42944 members Mstep: Class 12 contains 2124 members Mstep: Class 13 contains 7311 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40498 members Mstep: Class 16 contains 3878 members Mstep: Class 17 contains 24433 members Mstep: Class 18 contains 158587 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8834 members Mstep: Class 21 contains 3976 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028812.000000 Penalty: 77242.789062 Iteration 60F: 25 clusters Score -5.202881e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 4283 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60225 members Mstep: Class 5 contains 17331 members Mstep: Class 6 contains 4519 members Mstep: Class 7 contains 10249 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21173 members Mstep: Class 10 contains 12403 members Mstep: Class 11 contains 42937 members Mstep: Class 12 contains 2129 members Mstep: Class 13 contains 7329 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40513 members Mstep: Class 16 contains 3901 members Mstep: Class 17 contains 24433 members Mstep: Class 18 contains 158582 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8835 members Mstep: Class 21 contains 3976 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028960.000000 Penalty: 77242.789062 Iteration 61Q: 25 clusters Score -5.202896e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4287 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60205 members Mstep: Class 5 contains 17274 members Mstep: Class 6 contains 4503 members Mstep: Class 7 contains 10215 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21256 members Mstep: Class 10 contains 12416 members Mstep: Class 11 contains 42931 members Mstep: Class 12 contains 2133 members Mstep: Class 13 contains 7341 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40524 members Mstep: Class 16 contains 3921 members Mstep: Class 17 contains 24431 members Mstep: Class 18 contains 158569 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8824 members Mstep: Class 21 contains 3982 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52028992.000000 Penalty: 77242.789062 Iteration 62Q: 25 clusters Score -5.202899e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 4288 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60186 members Mstep: Class 5 contains 17235 members Mstep: Class 6 contains 4467 members Mstep: Class 7 contains 10191 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21329 members Mstep: Class 10 contains 12429 members Mstep: Class 11 contains 42923 members Mstep: Class 12 contains 2139 members Mstep: Class 13 contains 7353 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40532 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 24429 members Mstep: Class 18 contains 158565 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8816 members Mstep: Class 21 contains 3989 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029044.000000 Penalty: 77242.789062 Iteration 63Q: 25 clusters Score -5.202904e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 4291 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60177 members Mstep: Class 5 contains 17200 members Mstep: Class 6 contains 4436 members Mstep: Class 7 contains 10161 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21390 members Mstep: Class 10 contains 12442 members Mstep: Class 11 contains 42918 members Mstep: Class 12 contains 2145 members Mstep: Class 13 contains 7362 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40534 members Mstep: Class 16 contains 3948 members Mstep: Class 17 contains 24424 members Mstep: Class 18 contains 158578 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8811 members Mstep: Class 21 contains 3985 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029060.000000 Penalty: 77242.789062 Iteration 64Q: 25 clusters Score -5.202906e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 4295 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60172 members Mstep: Class 5 contains 17163 members Mstep: Class 6 contains 4417 members Mstep: Class 7 contains 10131 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21459 members Mstep: Class 10 contains 12455 members Mstep: Class 11 contains 42912 members Mstep: Class 12 contains 2146 members Mstep: Class 13 contains 7375 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40529 members Mstep: Class 16 contains 3949 members Mstep: Class 17 contains 24424 members Mstep: Class 18 contains 158578 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8815 members Mstep: Class 21 contains 3979 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029008.000000 Penalty: 77242.789062 Iteration 65Q: 25 clusters Score -5.202901e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4294 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60166 members Mstep: Class 5 contains 17124 members Mstep: Class 6 contains 4397 members Mstep: Class 7 contains 10096 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21535 members Mstep: Class 10 contains 12466 members Mstep: Class 11 contains 42906 members Mstep: Class 12 contains 2145 members Mstep: Class 13 contains 7379 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40535 members Mstep: Class 16 contains 3959 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 158579 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8821 members Mstep: Class 21 contains 3974 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1131 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029112.000000 Penalty: 77242.789062 Iteration 66Q: 25 clusters Score -5.202911e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 4296 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60147 members Mstep: Class 5 contains 17089 members Mstep: Class 6 contains 4375 members Mstep: Class 7 contains 10047 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21637 members Mstep: Class 10 contains 12474 members Mstep: Class 11 contains 42902 members Mstep: Class 12 contains 2150 members Mstep: Class 13 contains 7379 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40541 members Mstep: Class 16 contains 3986 members Mstep: Class 17 contains 24422 members Mstep: Class 18 contains 158562 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8822 members Mstep: Class 21 contains 3967 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1130 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029164.000000 Penalty: 77242.789062 Iteration 67Q: 25 clusters Score -5.202916e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 4300 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60133 members Mstep: Class 5 contains 17044 members Mstep: Class 6 contains 4370 members Mstep: Class 7 contains 10009 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21722 members Mstep: Class 10 contains 12484 members Mstep: Class 11 contains 42893 members Mstep: Class 12 contains 2149 members Mstep: Class 13 contains 7391 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40545 members Mstep: Class 16 contains 4002 members Mstep: Class 17 contains 24422 members Mstep: Class 18 contains 158550 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8823 members Mstep: Class 21 contains 3957 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1130 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029240.000000 Penalty: 77242.789062 Iteration 68Q: 25 clusters Score -5.202924e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 4302 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60114 members Mstep: Class 5 contains 17003 members Mstep: Class 6 contains 4365 members Mstep: Class 7 contains 9966 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21811 members Mstep: Class 10 contains 12495 members Mstep: Class 11 contains 42883 members Mstep: Class 12 contains 2152 members Mstep: Class 13 contains 7400 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40550 members Mstep: Class 16 contains 4020 members Mstep: Class 17 contains 24425 members Mstep: Class 18 contains 158530 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8820 members Mstep: Class 21 contains 3956 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1130 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029292.000000 Penalty: 77242.789062 Iteration 69Q: 25 clusters Score -5.202929e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 4305 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60097 members Mstep: Class 5 contains 16980 members Mstep: Class 6 contains 4364 members Mstep: Class 7 contains 9903 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 21918 members Mstep: Class 10 contains 12506 members Mstep: Class 11 contains 42875 members Mstep: Class 12 contains 2156 members Mstep: Class 13 contains 7418 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40570 members Mstep: Class 16 contains 4019 members Mstep: Class 17 contains 24424 members Mstep: Class 18 contains 158487 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8815 members Mstep: Class 21 contains 3955 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1130 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029280.000000 Penalty: 77242.789062 Iteration 70Q: 25 clusters Score -5.202928e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4308 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60073 members Mstep: Class 5 contains 16939 members Mstep: Class 6 contains 4361 members Mstep: Class 7 contains 9849 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22046 members Mstep: Class 10 contains 12513 members Mstep: Class 11 contains 42871 members Mstep: Class 12 contains 2157 members Mstep: Class 13 contains 7423 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40580 members Mstep: Class 16 contains 4031 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 158448 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8811 members Mstep: Class 21 contains 3958 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029476.000000 Penalty: 77242.789062 Iteration 71Q: 25 clusters Score -5.202948e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4313 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60042 members Mstep: Class 5 contains 16892 members Mstep: Class 6 contains 4353 members Mstep: Class 7 contains 9805 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22174 members Mstep: Class 10 contains 12524 members Mstep: Class 11 contains 42861 members Mstep: Class 12 contains 2161 members Mstep: Class 13 contains 7430 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40582 members Mstep: Class 16 contains 4060 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 158401 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8809 members Mstep: Class 21 contains 3961 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029512.000000 Penalty: 77242.789062 Iteration 72Q: 25 clusters Score -5.202951e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4315 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60022 members Mstep: Class 5 contains 16849 members Mstep: Class 6 contains 4342 members Mstep: Class 7 contains 9749 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22318 members Mstep: Class 10 contains 12532 members Mstep: Class 11 contains 42855 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 7441 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40590 members Mstep: Class 16 contains 4074 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 158344 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8806 members Mstep: Class 21 contains 3966 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029460.000000 Penalty: 77242.789062 Iteration 73Q: 25 clusters Score -5.202946e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4317 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 60006 members Mstep: Class 5 contains 16810 members Mstep: Class 6 contains 4345 members Mstep: Class 7 contains 9698 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22445 members Mstep: Class 10 contains 12541 members Mstep: Class 11 contains 42850 members Mstep: Class 12 contains 2172 members Mstep: Class 13 contains 7443 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40603 members Mstep: Class 16 contains 4090 members Mstep: Class 17 contains 24424 members Mstep: Class 18 contains 158282 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8797 members Mstep: Class 21 contains 3968 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029468.000000 Penalty: 77242.789062 Iteration 74Q: 25 clusters Score -5.202947e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4317 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59993 members Mstep: Class 5 contains 16774 members Mstep: Class 6 contains 4340 members Mstep: Class 7 contains 9639 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22580 members Mstep: Class 10 contains 12549 members Mstep: Class 11 contains 42843 members Mstep: Class 12 contains 2173 members Mstep: Class 13 contains 7452 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40622 members Mstep: Class 16 contains 4094 members Mstep: Class 17 contains 24420 members Mstep: Class 18 contains 158225 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8794 members Mstep: Class 21 contains 3972 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029404.000000 Penalty: 77242.789062 Iteration 75Q: 25 clusters Score -5.20294e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 4320 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59981 members Mstep: Class 5 contains 16737 members Mstep: Class 6 contains 4340 members Mstep: Class 7 contains 9572 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22742 members Mstep: Class 10 contains 12557 members Mstep: Class 11 contains 42839 members Mstep: Class 12 contains 2174 members Mstep: Class 13 contains 7459 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40630 members Mstep: Class 16 contains 4098 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 158159 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8783 members Mstep: Class 21 contains 3973 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029624.000000 Penalty: 77242.789062 Iteration 76Q: 25 clusters Score -5.202962e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4322 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59970 members Mstep: Class 5 contains 16718 members Mstep: Class 6 contains 4334 members Mstep: Class 7 contains 9516 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22859 members Mstep: Class 10 contains 12565 members Mstep: Class 11 contains 42835 members Mstep: Class 12 contains 2178 members Mstep: Class 13 contains 7468 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40630 members Mstep: Class 16 contains 4107 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 158103 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8783 members Mstep: Class 21 contains 3973 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029656.000000 Penalty: 77242.789062 Iteration 77Q: 25 clusters Score -5.202966e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4330 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59969 members Mstep: Class 5 contains 16688 members Mstep: Class 6 contains 4329 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 22984 members Mstep: Class 10 contains 12574 members Mstep: Class 11 contains 42828 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 7469 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40639 members Mstep: Class 16 contains 4112 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 158031 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8785 members Mstep: Class 21 contains 3977 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029708.000000 Penalty: 77242.789062 Iteration 78Q: 25 clusters Score -5.202971e+07 nChanged 382 Entering ConstructFrom: Score: -52029708.000000 Penalty: 77242.789062 Entering ConstructFrom: Trying to split cluster 1 (4467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Entering Unmasked Estep Score: -547978.375000 Penalty: 2084.309082 Iteration 0F: 2 clusters Score -547978.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -543808.937500 Penalty: 4168.618164 Iteration 0F: 3 clusters Score -543808.9 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -544825.250000 Penalty: 4168.618164 Iteration 1F: 3 clusters Score -544825.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -545022.687500 Penalty: 4168.618164 Iteration 2F: 3 clusters Score -545022.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -545124.625000 Penalty: 4168.618164 Iteration 3Q: 3 clusters Score -545124.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -545191.312500 Penalty: 4168.618164 Iteration 4Q: 3 clusters Score -545191.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -545260.250000 Penalty: 4168.618164 Iteration 5Q: 3 clusters Score -545260.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -545316.062500 Penalty: 4168.618164 Iteration 6Q: 3 clusters Score -545316.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -545370.250000 Penalty: 4168.618164 Iteration 7Q: 3 clusters Score -545370.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -545436.187500 Penalty: 4168.618164 Iteration 8Q: 3 clusters Score -545436.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -545507.750000 Penalty: 4168.618164 Iteration 9Q: 3 clusters Score -545507.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -545613.687500 Penalty: 4168.618164 Iteration 10Q: 3 clusters Score -545613.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -545731.687500 Penalty: 4168.618164 Iteration 11Q: 3 clusters Score -545731.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -545882.937500 Penalty: 4168.618164 Iteration 12Q: 3 clusters Score -545882.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -546079.250000 Penalty: 4168.618164 Iteration 13Q: 3 clusters Score -546079.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -546260.812500 Penalty: 4168.618164 Iteration 14Q: 3 clusters Score -546260.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -546397.375000 Penalty: 4168.618164 Iteration 15Q: 3 clusters Score -546397.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -546482.687500 Penalty: 4168.618164 Iteration 16Q: 3 clusters Score -546482.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -546532.750000 Penalty: 4168.618164 Iteration 17Q: 3 clusters Score -546532.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -546565.562500 Penalty: 4168.618164 Iteration 18Q: 3 clusters Score -546565.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -546596.062500 Penalty: 4168.618164 Iteration 19Q: 3 clusters Score -546596.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -546623.187500 Penalty: 4168.618164 Iteration 20F: 3 clusters Score -546623.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -546641.875000 Penalty: 4168.618164 Iteration 21Q: 3 clusters Score -546641.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -546659.562500 Penalty: 4168.618164 Iteration 22Q: 3 clusters Score -546659.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -546674.000000 Penalty: 4168.618164 Iteration 23Q: 3 clusters Score -546674 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -546691.625000 Penalty: 4168.618164 Iteration 24Q: 3 clusters Score -546691.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -546702.750000 Penalty: 4168.618164 Iteration 25Q: 3 clusters Score -546702.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -546708.562500 Penalty: 4168.618164 Iteration 26Q: 3 clusters Score -546708.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -546711.125000 Penalty: 4168.618164 Iteration 27Q: 3 clusters Score -546711.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -546714.125000 Penalty: 4168.618164 Iteration 28Q: 3 clusters Score -546714.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -546715.187500 Penalty: 4168.618164 Iteration 29Q: 3 clusters Score -546715.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -546715.125000 Penalty: 4168.618164 Iteration 30Q: 3 clusters Score -546715.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -546717.250000 Penalty: 4168.618164 Iteration 31Q: 3 clusters Score -546717.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -546719.000000 Penalty: 4168.618164 Iteration 32Q: 3 clusters Score -546719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -546719.875000 Penalty: 4168.618164 Iteration 33Q: 3 clusters Score -546719.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -546721.250000 Penalty: 4168.618164 Iteration 34Q: 3 clusters Score -546721.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -546722.375000 Penalty: 4168.618164 Iteration 35Q: 3 clusters Score -546722.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -546723.875000 Penalty: 4168.618164 Iteration 36Q: 3 clusters Score -546723.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -546726.187500 Penalty: 4168.618164 Iteration 37Q: 3 clusters Score -546726.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -546726.500000 Penalty: 4168.618164 Iteration 38Q: 3 clusters Score -546726.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -546726.437500 Penalty: 4168.618164 Iteration 39Q: 3 clusters Score -546726.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -546726.875000 Penalty: 4168.618164 Iteration 40F: 3 clusters Score -546726.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Entering Unmasked Estep Score: -530241.312500 Penalty: 2077.156006 Iteration 0F: 2 clusters Score -530241.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -526120.437500 Penalty: 4154.312012 Iteration 0F: 3 clusters Score -526120.4 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -527068.250000 Penalty: 4154.312012 Iteration 1F: 3 clusters Score -527068.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -527273.250000 Penalty: 4154.312012 Iteration 2F: 3 clusters Score -527273.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -527379.812500 Penalty: 4154.312012 Iteration 3Q: 3 clusters Score -527379.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -527470.125000 Penalty: 4154.312012 Iteration 4Q: 3 clusters Score -527470.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -527547.500000 Penalty: 4154.312012 Iteration 5Q: 3 clusters Score -527547.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -527606.125000 Penalty: 4154.312012 Iteration 6Q: 3 clusters Score -527606.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -527649.625000 Penalty: 4154.312012 Iteration 7Q: 3 clusters Score -527649.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -527692.437500 Penalty: 4154.312012 Iteration 8Q: 3 clusters Score -527692.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -527740.125000 Penalty: 4154.312012 Iteration 9Q: 3 clusters Score -527740.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -527802.750000 Penalty: 4154.312012 Iteration 10Q: 3 clusters Score -527802.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -527853.375000 Penalty: 4154.312012 Iteration 11Q: 3 clusters Score -527853.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -527898.500000 Penalty: 4154.312012 Iteration 12Q: 3 clusters Score -527898.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -527936.500000 Penalty: 4154.312012 Iteration 13Q: 3 clusters Score -527936.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -527970.437500 Penalty: 4154.312012 Iteration 14Q: 3 clusters Score -527970.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -528006.875000 Penalty: 4154.312012 Iteration 15Q: 3 clusters Score -528006.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -528046.750000 Penalty: 4154.312012 Iteration 16Q: 3 clusters Score -528046.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -528087.062500 Penalty: 4154.312012 Iteration 17Q: 3 clusters Score -528087.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -528126.562500 Penalty: 4154.312012 Iteration 18Q: 3 clusters Score -528126.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -528154.000000 Penalty: 4154.312012 Iteration 19Q: 3 clusters Score -528154 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -528173.125000 Penalty: 4154.312012 Iteration 20F: 3 clusters Score -528173.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -528186.125000 Penalty: 4154.312012 Iteration 21Q: 3 clusters Score -528186.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -528201.750000 Penalty: 4154.312012 Iteration 22Q: 3 clusters Score -528201.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -528210.875000 Penalty: 4154.312012 Iteration 23Q: 3 clusters Score -528210.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -528221.062500 Penalty: 4154.312012 Iteration 24Q: 3 clusters Score -528221.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -528232.625000 Penalty: 4154.312012 Iteration 25Q: 3 clusters Score -528232.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -528237.562500 Penalty: 4154.312012 Iteration 26Q: 3 clusters Score -528237.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -528242.000000 Penalty: 4154.312012 Iteration 27Q: 3 clusters Score -528242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -528246.625000 Penalty: 4154.312012 Iteration 28Q: 3 clusters Score -528246.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -528248.500000 Penalty: 4154.312012 Iteration 29Q: 3 clusters Score -528248.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -528250.500000 Penalty: 4154.312012 Iteration 30Q: 3 clusters Score -528250.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -528251.937500 Penalty: 4154.312012 Iteration 31Q: 3 clusters Score -528251.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -528252.937500 Penalty: 4154.312012 Iteration 32Q: 3 clusters Score -528252.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -528255.500000 Penalty: 4154.312012 Iteration 33Q: 3 clusters Score -528255.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -528258.500000 Penalty: 4154.312012 Iteration 34Q: 3 clusters Score -528258.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -528260.500000 Penalty: 4154.312012 Iteration 35Q: 3 clusters Score -528260.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -528262.875000 Penalty: 4154.312012 Iteration 36Q: 3 clusters Score -528262.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -528264.812500 Penalty: 4154.312012 Iteration 37Q: 3 clusters Score -528264.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -528266.500000 Penalty: 4154.312012 Iteration 38Q: 3 clusters Score -528266.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -528268.562500 Penalty: 4154.312012 Iteration 39Q: 3 clusters Score -528268.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -528268.625000 Penalty: 4154.312012 Iteration 40F: 3 clusters Score -528268.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -528270.312500 Penalty: 4154.312012 Iteration 41Q: 3 clusters Score -528270.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -528272.500000 Penalty: 4154.312012 Iteration 42Q: 3 clusters Score -528272.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -528277.687500 Penalty: 4154.312012 Iteration 43Q: 3 clusters Score -528277.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -528283.750000 Penalty: 4154.312012 Iteration 44Q: 3 clusters Score -528283.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -528289.812500 Penalty: 4154.312012 Iteration 45Q: 3 clusters Score -528289.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -528297.062500 Penalty: 4154.312012 Iteration 46Q: 3 clusters Score -528297.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -528305.187500 Penalty: 4154.312012 Iteration 47Q: 3 clusters Score -528305.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -528314.437500 Penalty: 4154.312012 Iteration 48Q: 3 clusters Score -528314.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -528323.062500 Penalty: 4154.312012 Iteration 49Q: 3 clusters Score -528323.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -528336.625000 Penalty: 4154.312012 Iteration 50Q: 3 clusters Score -528336.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -528349.250000 Penalty: 4154.312012 Iteration 51Q: 3 clusters Score -528349.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -528371.562500 Penalty: 4154.312012 Iteration 52Q: 3 clusters Score -528371.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -528394.312500 Penalty: 4154.312012 Iteration 53Q: 3 clusters Score -528394.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -528416.000000 Penalty: 4154.312012 Iteration 54Q: 3 clusters Score -528416 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -528439.062500 Penalty: 4154.312012 Iteration 55Q: 3 clusters Score -528439.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -528469.437500 Penalty: 4154.312012 Iteration 56Q: 3 clusters Score -528469.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -528492.125000 Penalty: 4154.312012 Iteration 57Q: 3 clusters Score -528492.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -528510.437500 Penalty: 4154.312012 Iteration 58Q: 3 clusters Score -528510.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -528529.625000 Penalty: 4154.312012 Iteration 59Q: 3 clusters Score -528529.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -528550.125000 Penalty: 4154.312012 Iteration 60F: 3 clusters Score -528550.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -528564.125000 Penalty: 4154.312012 Iteration 61Q: 3 clusters Score -528564.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -528572.250000 Penalty: 4154.312012 Iteration 62Q: 3 clusters Score -528572.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -528576.625000 Penalty: 4154.312012 Iteration 63Q: 3 clusters Score -528576.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -528579.000000 Penalty: 4154.312012 Iteration 64Q: 3 clusters Score -528579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -528580.625000 Penalty: 4154.312012 Iteration 65Q: 3 clusters Score -528580.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -528583.375000 Penalty: 4154.312012 Iteration 66Q: 3 clusters Score -528583.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -528583.562500 Penalty: 4154.312012 Iteration 67Q: 3 clusters Score -528583.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -528583.562500 Penalty: 4154.312012 Iteration 68F: 3 clusters Score -528583.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -56706.328125 Penalty: 1560.767944 Iteration 0F: 2 clusters Score -56706.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -55172.804688 Penalty: 3121.535889 Iteration 0F: 3 clusters Score -55172.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -55413.382812 Penalty: 3121.535889 Iteration 1F: 3 clusters Score -55413.38 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -55512.210938 Penalty: 3121.535889 Iteration 2F: 3 clusters Score -55512.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -55559.906250 Penalty: 3121.535889 Iteration 3Q: 3 clusters Score -55559.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -55598.183594 Penalty: 3121.535889 Iteration 4Q: 3 clusters Score -55598.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -55624.390625 Penalty: 3121.535889 Iteration 5Q: 3 clusters Score -55624.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -55640.402344 Penalty: 3121.535889 Iteration 6Q: 3 clusters Score -55640.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -55651.339844 Penalty: 3121.535889 Iteration 7Q: 3 clusters Score -55651.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55667.527344 Penalty: 3121.535889 Iteration 8Q: 3 clusters Score -55667.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55668.687500 Penalty: 3121.535889 Iteration 9Q: 3 clusters Score -55668.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55668.687500 Penalty: 3121.535889 Iteration 10F: 3 clusters Score -55668.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (59965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59965 members Entering Unmasked Estep Score: -7399566.500000 Penalty: 2728.375977 Iteration 0F: 2 clusters Score -7399566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29824 members Mstep: Class 2 contains 30141 members Entering Unmasked Estep Score: -7359327.000000 Penalty: 5456.751953 Iteration 0F: 3 clusters Score -7359327 nChanged 27891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28661 members Mstep: Class 2 contains 31304 members Entering Unmasked Estep Score: -7374744.500000 Penalty: 5456.751953 Iteration 1F: 3 clusters Score -7374744 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27953 members Mstep: Class 2 contains 32012 members Entering Unmasked Estep Score: -7375218.500000 Penalty: 5456.751953 Iteration 2Q: 3 clusters Score -7375218 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 33131 members Entering Unmasked Estep Score: -7375813.500000 Penalty: 5456.751953 Iteration 3Q: 3 clusters Score -7375814 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25113 members Mstep: Class 2 contains 34852 members Entering Unmasked Estep Score: -7376584.500000 Penalty: 5456.751953 Iteration 4Q: 3 clusters Score -7376584 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22638 members Mstep: Class 2 contains 37327 members Entering Unmasked Estep Score: -7377756.500000 Penalty: 5456.751953 Iteration 5Q: 3 clusters Score -7377756 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19167 members Mstep: Class 2 contains 40798 members Entering Unmasked Estep Score: -7379953.500000 Penalty: 5456.751953 Iteration 6F: 3 clusters Score -7379954 nChanged 4754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 45482 members Entering Unmasked Estep Score: -7383677.000000 Penalty: 5456.751953 Iteration 7F: 3 clusters Score -7383677 nChanged 5242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 50674 members Entering Unmasked Estep Score: -7388527.000000 Penalty: 5456.751953 Iteration 8F: 3 clusters Score -7388527 nChanged 4319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 54937 members Entering Unmasked Estep Score: -7392729.000000 Penalty: 5456.751953 Iteration 9F: 3 clusters Score -7392729 nChanged 2667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 57574 members Entering Unmasked Estep Score: -7395149.500000 Penalty: 5456.751953 Iteration 10Q: 3 clusters Score -7395150 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 58815 members Entering Unmasked Estep Score: -7396316.500000 Penalty: 5456.751953 Iteration 11Q: 3 clusters Score -7396316 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 59329 members Entering Unmasked Estep Score: -7396784.000000 Penalty: 5456.751953 Iteration 12Q: 3 clusters Score -7396784 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 59507 members Entering Unmasked Estep Score: -7396975.000000 Penalty: 5456.751953 Iteration 13Q: 3 clusters Score -7396975 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 59578 members Entering Unmasked Estep Score: -7397077.500000 Penalty: 5456.751953 Iteration 14Q: 3 clusters Score -7397078 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 59607 members Entering Unmasked Estep Score: -7397135.000000 Penalty: 5456.751953 Iteration 15Q: 3 clusters Score -7397135 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 59625 members Entering Unmasked Estep Score: -7397147.500000 Penalty: 5456.751953 Iteration 16Q: 3 clusters Score -7397148 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 59638 members Entering Unmasked Estep Score: -7397176.000000 Penalty: 5456.751953 Iteration 17Q: 3 clusters Score -7397176 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 59646 members Entering Unmasked Estep Score: -7397186.000000 Penalty: 5456.751953 Iteration 18Q: 3 clusters Score -7397186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 59653 members Entering Unmasked Estep Score: -7397186.000000 Penalty: 5456.751953 Iteration 19Q: 3 clusters Score -7397186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 59655 members Entering Unmasked Estep Score: -7397195.000000 Penalty: 5456.751953 Iteration 20F: 3 clusters Score -7397195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 59656 members Entering Unmasked Estep Score: -7397195.500000 Penalty: 5456.751953 Iteration 21Q: 3 clusters Score -7397196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 59657 members Entering Unmasked Estep Score: -7397192.500000 Penalty: 5456.751953 Iteration 22Q: 3 clusters Score -7397192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 59658 members Entering Unmasked Estep Score: -7397194.000000 Penalty: 5456.751953 Iteration 23Q: 3 clusters Score -7397194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 59657 members Entering Unmasked Estep Score: -7397196.000000 Penalty: 5456.751953 Iteration 24Q: 3 clusters Score -7397196 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 59657 members Entering Unmasked Estep Score: -7397196.000000 Penalty: 5456.751953 Iteration 25F: 3 clusters Score -7397196 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (16643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Entering Unmasked Estep Score: -1890111.125000 Penalty: 2410.496582 Iteration 0F: 2 clusters Score -1890111 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -1878108.500000 Penalty: 4820.993164 Iteration 0F: 3 clusters Score -1878108 nChanged 7313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -1882137.500000 Penalty: 4820.993164 Iteration 1F: 3 clusters Score -1882138 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -1882682.375000 Penalty: 4820.993164 Iteration 2F: 3 clusters Score -1882682 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -1883263.875000 Penalty: 4820.993164 Iteration 3F: 3 clusters Score -1883264 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -1883859.375000 Penalty: 4820.993164 Iteration 4F: 3 clusters Score -1883859 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -1884456.625000 Penalty: 4820.993164 Iteration 5F: 3 clusters Score -1884457 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -1885156.125000 Penalty: 4820.993164 Iteration 6F: 3 clusters Score -1885156 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -1885806.875000 Penalty: 4820.993164 Iteration 7F: 3 clusters Score -1885807 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -1886383.625000 Penalty: 4820.993164 Iteration 8Q: 3 clusters Score -1886384 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -1886877.875000 Penalty: 4820.993164 Iteration 9Q: 3 clusters Score -1886878 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1887236.750000 Penalty: 4820.993164 Iteration 10Q: 3 clusters Score -1887237 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1887483.625000 Penalty: 4820.993164 Iteration 11Q: 3 clusters Score -1887484 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -1887633.250000 Penalty: 4820.993164 Iteration 12Q: 3 clusters Score -1887633 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -1887746.000000 Penalty: 4820.993164 Iteration 13Q: 3 clusters Score -1887746 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -1887838.875000 Penalty: 4820.993164 Iteration 14Q: 3 clusters Score -1887839 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1887904.875000 Penalty: 4820.993164 Iteration 15Q: 3 clusters Score -1887905 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1887966.375000 Penalty: 4820.993164 Iteration 16Q: 3 clusters Score -1887966 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9534 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1888024.500000 Penalty: 4820.993164 Iteration 17Q: 3 clusters Score -1888024 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -1888052.875000 Penalty: 4820.993164 Iteration 18Q: 3 clusters Score -1888053 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1888092.875000 Penalty: 4820.993164 Iteration 19Q: 3 clusters Score -1888093 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1888104.250000 Penalty: 4820.993164 Iteration 20F: 3 clusters Score -1888104 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -1888132.500000 Penalty: 4820.993164 Iteration 21Q: 3 clusters Score -1888132 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1888150.125000 Penalty: 4820.993164 Iteration 22Q: 3 clusters Score -1888150 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1888162.875000 Penalty: 4820.993164 Iteration 23Q: 3 clusters Score -1888163 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -1888169.000000 Penalty: 4820.993164 Iteration 24Q: 3 clusters Score -1888169 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1888180.375000 Penalty: 4820.993164 Iteration 25Q: 3 clusters Score -1888180 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1888187.125000 Penalty: 4820.993164 Iteration 26Q: 3 clusters Score -1888187 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1888192.750000 Penalty: 4820.993164 Iteration 27Q: 3 clusters Score -1888193 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1888200.250000 Penalty: 4820.993164 Iteration 28Q: 3 clusters Score -1888200 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1888200.500000 Penalty: 4820.993164 Iteration 29Q: 3 clusters Score -1888200 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1888201.000000 Penalty: 4820.993164 Iteration 30Q: 3 clusters Score -1888201 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1888203.750000 Penalty: 4820.993164 Iteration 31Q: 3 clusters Score -1888204 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1888209.500000 Penalty: 4820.993164 Iteration 32Q: 3 clusters Score -1888210 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1888211.750000 Penalty: 4820.993164 Iteration 33Q: 3 clusters Score -1888212 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1888210.125000 Penalty: 4820.993164 Iteration 34Q: 3 clusters Score -1888210 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1888213.000000 Penalty: 4820.993164 Iteration 35Q: 3 clusters Score -1888213 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -1888219.375000 Penalty: 4820.993164 Iteration 36Q: 3 clusters Score -1888219 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1888223.000000 Penalty: 4820.993164 Iteration 37Q: 3 clusters Score -1888223 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1888224.250000 Penalty: 4820.993164 Iteration 38Q: 3 clusters Score -1888224 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1888226.875000 Penalty: 4820.993164 Iteration 39Q: 3 clusters Score -1888227 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1888224.375000 Penalty: 4820.993164 Iteration 40F: 3 clusters Score -1888224 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1888227.625000 Penalty: 4820.993164 Iteration 41Q: 3 clusters Score -1888228 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1888228.375000 Penalty: 4820.993164 Iteration 42Q: 3 clusters Score -1888228 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1888233.000000 Penalty: 4820.993164 Iteration 43Q: 3 clusters Score -1888233 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -1888239.625000 Penalty: 4820.993164 Iteration 44Q: 3 clusters Score -1888240 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -1888243.000000 Penalty: 4820.993164 Iteration 45Q: 3 clusters Score -1888243 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -1888241.500000 Penalty: 4820.993164 Iteration 46Q: 3 clusters Score -1888242 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1888251.625000 Penalty: 4820.993164 Iteration 47Q: 3 clusters Score -1888252 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1888255.375000 Penalty: 4820.993164 Iteration 48Q: 3 clusters Score -1888255 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -1888255.625000 Penalty: 4820.993164 Iteration 49Q: 3 clusters Score -1888256 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1888256.875000 Penalty: 4820.993164 Iteration 50Q: 3 clusters Score -1888257 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -1888264.625000 Penalty: 4820.993164 Iteration 51Q: 3 clusters Score -1888265 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1888265.750000 Penalty: 4820.993164 Iteration 52Q: 3 clusters Score -1888266 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1888266.500000 Penalty: 4820.993164 Iteration 53Q: 3 clusters Score -1888266 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -1888270.250000 Penalty: 4820.993164 Iteration 54Q: 3 clusters Score -1888270 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10175 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -1888266.375000 Penalty: 4820.993164 Iteration 55Q: 3 clusters Score -1888266 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1888266.750000 Penalty: 4820.993164 Iteration 56Q: 3 clusters Score -1888267 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -1888268.625000 Penalty: 4820.993164 Iteration 57Q: 3 clusters Score -1888269 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1888279.750000 Penalty: 4820.993164 Iteration 58Q: 3 clusters Score -1888280 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1888280.625000 Penalty: 4820.993164 Iteration 59Q: 3 clusters Score -1888281 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -1888284.125000 Penalty: 4820.993164 Iteration 60F: 3 clusters Score -1888284 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10296 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1888282.750000 Penalty: 4820.993164 Iteration 61Q: 3 clusters Score -1888283 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1888282.750000 Penalty: 4820.993164 Iteration 62Q: 3 clusters Score -1888283 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1888284.375000 Penalty: 4820.993164 Iteration 63Q: 3 clusters Score -1888284 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -1888286.375000 Penalty: 4820.993164 Iteration 64Q: 3 clusters Score -1888286 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1888290.125000 Penalty: 4820.993164 Iteration 65Q: 3 clusters Score -1888290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -1888293.875000 Penalty: 4820.993164 Iteration 66Q: 3 clusters Score -1888294 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10379 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -1888295.625000 Penalty: 4820.993164 Iteration 67Q: 3 clusters Score -1888296 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1888300.875000 Penalty: 4820.993164 Iteration 68Q: 3 clusters Score -1888301 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -1888299.125000 Penalty: 4820.993164 Iteration 69Q: 3 clusters Score -1888299 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1888309.250000 Penalty: 4820.993164 Iteration 70Q: 3 clusters Score -1888309 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1888311.125000 Penalty: 4820.993164 Iteration 71Q: 3 clusters Score -1888311 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -1888313.750000 Penalty: 4820.993164 Iteration 72Q: 3 clusters Score -1888314 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1888318.500000 Penalty: 4820.993164 Iteration 73Q: 3 clusters Score -1888318 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1888322.750000 Penalty: 4820.993164 Iteration 74Q: 3 clusters Score -1888323 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10520 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1888320.375000 Penalty: 4820.993164 Iteration 75Q: 3 clusters Score -1888320 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -1888323.625000 Penalty: 4820.993164 Iteration 76Q: 3 clusters Score -1888324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1888322.250000 Penalty: 4820.993164 Iteration 77Q: 3 clusters Score -1888322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -1888324.750000 Penalty: 4820.993164 Iteration 78Q: 3 clusters Score -1888325 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1888324.125000 Penalty: 4820.993164 Iteration 79Q: 3 clusters Score -1888324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1888326.875000 Penalty: 4820.993164 Iteration 80F: 3 clusters Score -1888327 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -1888329.250000 Penalty: 4820.993164 Iteration 81Q: 3 clusters Score -1888329 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1888330.875000 Penalty: 4820.993164 Iteration 82Q: 3 clusters Score -1888331 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -1888325.750000 Penalty: 4820.993164 Iteration 83Q: 3 clusters Score -1888326 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1888326.625000 Penalty: 4820.993164 Iteration 84Q: 3 clusters Score -1888327 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1888329.000000 Penalty: 4820.993164 Iteration 85Q: 3 clusters Score -1888329 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1888337.875000 Penalty: 4820.993164 Iteration 86Q: 3 clusters Score -1888338 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1888338.375000 Penalty: 4820.993164 Iteration 87Q: 3 clusters Score -1888338 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1888338.875000 Penalty: 4820.993164 Iteration 88Q: 3 clusters Score -1888339 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1888347.625000 Penalty: 4820.993164 Iteration 89Q: 3 clusters Score -1888348 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1888342.500000 Penalty: 4820.993164 Iteration 90Q: 3 clusters Score -1888342 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1888348.750000 Penalty: 4820.993164 Iteration 91Q: 3 clusters Score -1888349 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -1888347.750000 Penalty: 4820.993164 Iteration 92Q: 3 clusters Score -1888348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10767 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -1888351.500000 Penalty: 4820.993164 Iteration 93Q: 3 clusters Score -1888352 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1888353.875000 Penalty: 4820.993164 Iteration 94Q: 3 clusters Score -1888354 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -1888350.375000 Penalty: 4820.993164 Iteration 95Q: 3 clusters Score -1888350 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1888352.000000 Penalty: 4820.993164 Iteration 96Q: 3 clusters Score -1888352 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -1888357.875000 Penalty: 4820.993164 Iteration 97Q: 3 clusters Score -1888358 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1888361.500000 Penalty: 4820.993164 Iteration 98Q: 3 clusters Score -1888362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10872 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -1888362.625000 Penalty: 4820.993164 Iteration 99Q: 3 clusters Score -1888363 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1888369.000000 Penalty: 4820.993164 Iteration 100F: 3 clusters Score -1888369 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1888378.000000 Penalty: 4820.993164 Iteration 101Q: 3 clusters Score -1888378 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1888387.750000 Penalty: 4820.993164 Iteration 102Q: 3 clusters Score -1888388 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -1888390.875000 Penalty: 4820.993164 Iteration 103Q: 3 clusters Score -1888391 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1888395.750000 Penalty: 4820.993164 Iteration 104Q: 3 clusters Score -1888396 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -1888407.500000 Penalty: 4820.993164 Iteration 105Q: 3 clusters Score -1888408 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1888410.750000 Penalty: 4820.993164 Iteration 106Q: 3 clusters Score -1888411 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1888414.375000 Penalty: 4820.993164 Iteration 107Q: 3 clusters Score -1888414 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1888413.500000 Penalty: 4820.993164 Iteration 108Q: 3 clusters Score -1888414 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1888418.625000 Penalty: 4820.993164 Iteration 109Q: 3 clusters Score -1888419 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1888422.875000 Penalty: 4820.993164 Iteration 110Q: 3 clusters Score -1888423 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1888423.375000 Penalty: 4820.993164 Iteration 111Q: 3 clusters Score -1888423 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1888422.250000 Penalty: 4820.993164 Iteration 112Q: 3 clusters Score -1888422 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1888427.875000 Penalty: 4820.993164 Iteration 113Q: 3 clusters Score -1888428 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1888432.000000 Penalty: 4820.993164 Iteration 114Q: 3 clusters Score -1888432 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -1888429.500000 Penalty: 4820.993164 Iteration 115Q: 3 clusters Score -1888430 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1888434.875000 Penalty: 4820.993164 Iteration 116Q: 3 clusters Score -1888435 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -1888439.500000 Penalty: 4820.993164 Iteration 117Q: 3 clusters Score -1888440 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1888442.875000 Penalty: 4820.993164 Iteration 118Q: 3 clusters Score -1888443 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1888443.750000 Penalty: 4820.993164 Iteration 119Q: 3 clusters Score -1888444 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1888444.500000 Penalty: 4820.993164 Iteration 120F: 3 clusters Score -1888444 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1888443.875000 Penalty: 4820.993164 Iteration 121Q: 3 clusters Score -1888444 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1888448.875000 Penalty: 4820.993164 Iteration 122Q: 3 clusters Score -1888449 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1888455.000000 Penalty: 4820.993164 Iteration 123Q: 3 clusters Score -1888455 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11441 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -1888452.500000 Penalty: 4820.993164 Iteration 124Q: 3 clusters Score -1888452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1888453.750000 Penalty: 4820.993164 Iteration 125Q: 3 clusters Score -1888454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1888459.375000 Penalty: 4820.993164 Iteration 126Q: 3 clusters Score -1888459 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1888464.625000 Penalty: 4820.993164 Iteration 127Q: 3 clusters Score -1888465 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1888459.625000 Penalty: 4820.993164 Iteration 128Q: 3 clusters Score -1888460 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1888462.000000 Penalty: 4820.993164 Iteration 129Q: 3 clusters Score -1888462 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1888466.375000 Penalty: 4820.993164 Iteration 130Q: 3 clusters Score -1888466 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -1888466.875000 Penalty: 4820.993164 Iteration 131Q: 3 clusters Score -1888467 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1888468.750000 Penalty: 4820.993164 Iteration 132Q: 3 clusters Score -1888469 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1888467.750000 Penalty: 4820.993164 Iteration 133Q: 3 clusters Score -1888468 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1888470.875000 Penalty: 4820.993164 Iteration 134Q: 3 clusters Score -1888471 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1888474.125000 Penalty: 4820.993164 Iteration 135Q: 3 clusters Score -1888474 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1888475.000000 Penalty: 4820.993164 Iteration 136Q: 3 clusters Score -1888475 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1888475.375000 Penalty: 4820.993164 Iteration 137Q: 3 clusters Score -1888475 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1888480.875000 Penalty: 4820.993164 Iteration 138Q: 3 clusters Score -1888481 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1888482.000000 Penalty: 4820.993164 Iteration 139Q: 3 clusters Score -1888482 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1888483.000000 Penalty: 4820.993164 Iteration 140F: 3 clusters Score -1888483 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -1888487.750000 Penalty: 4820.993164 Iteration 141Q: 3 clusters Score -1888488 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1888486.375000 Penalty: 4820.993164 Iteration 142Q: 3 clusters Score -1888486 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1888495.375000 Penalty: 4820.993164 Iteration 143Q: 3 clusters Score -1888495 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1888496.125000 Penalty: 4820.993164 Iteration 144Q: 3 clusters Score -1888496 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11751 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1888501.250000 Penalty: 4820.993164 Iteration 145Q: 3 clusters Score -1888501 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1888499.500000 Penalty: 4820.993164 Iteration 146Q: 3 clusters Score -1888500 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1888496.875000 Penalty: 4820.993164 Iteration 147Q: 3 clusters Score -1888497 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11788 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -1888500.000000 Penalty: 4820.993164 Iteration 148Q: 3 clusters Score -1888500 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1888502.750000 Penalty: 4820.993164 Iteration 149Q: 3 clusters Score -1888503 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1888508.125000 Penalty: 4820.993164 Iteration 150Q: 3 clusters Score -1888508 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1888511.625000 Penalty: 4820.993164 Iteration 151Q: 3 clusters Score -1888512 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1888516.375000 Penalty: 4820.993164 Iteration 152Q: 3 clusters Score -1888516 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1888520.250000 Penalty: 4820.993164 Iteration 153Q: 3 clusters Score -1888520 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1888516.500000 Penalty: 4820.993164 Iteration 154Q: 3 clusters Score -1888516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1888515.125000 Penalty: 4820.993164 Iteration 155Q: 3 clusters Score -1888515 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1888512.375000 Penalty: 4820.993164 Iteration 156Q: 3 clusters Score -1888512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1888516.875000 Penalty: 4820.993164 Iteration 157Q: 3 clusters Score -1888517 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1888514.375000 Penalty: 4820.993164 Iteration 158Q: 3 clusters Score -1888514 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -1888516.500000 Penalty: 4820.993164 Iteration 159Q: 3 clusters Score -1888516 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -1888518.375000 Penalty: 4820.993164 Iteration 160F: 3 clusters Score -1888518 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1888520.125000 Penalty: 4820.993164 Iteration 161Q: 3 clusters Score -1888520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1888519.000000 Penalty: 4820.993164 Iteration 162Q: 3 clusters Score -1888519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1888521.375000 Penalty: 4820.993164 Iteration 163Q: 3 clusters Score -1888521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -1888519.625000 Penalty: 4820.993164 Iteration 164Q: 3 clusters Score -1888520 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1888521.000000 Penalty: 4820.993164 Iteration 165Q: 3 clusters Score -1888521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1888520.625000 Penalty: 4820.993164 Iteration 166Q: 3 clusters Score -1888521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1888519.375000 Penalty: 4820.993164 Iteration 167Q: 3 clusters Score -1888519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1888518.875000 Penalty: 4820.993164 Iteration 168Q: 3 clusters Score -1888519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1888518.875000 Penalty: 4820.993164 Iteration 169F: 3 clusters Score -1888519 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Entering Unmasked Estep Score: -520978.250000 Penalty: 2075.666016 Iteration 0F: 2 clusters Score -520978.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -516895.437500 Penalty: 4151.332031 Iteration 0F: 3 clusters Score -516895.4 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -517790.812500 Penalty: 4151.332031 Iteration 1F: 3 clusters Score -517790.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -517962.343750 Penalty: 4151.332031 Iteration 2F: 3 clusters Score -517962.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -518058.375000 Penalty: 4151.332031 Iteration 3Q: 3 clusters Score -518058.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -518123.625000 Penalty: 4151.332031 Iteration 4Q: 3 clusters Score -518123.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -518160.656250 Penalty: 4151.332031 Iteration 5Q: 3 clusters Score -518160.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -518183.031250 Penalty: 4151.332031 Iteration 6Q: 3 clusters Score -518183 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -518202.250000 Penalty: 4151.332031 Iteration 7Q: 3 clusters Score -518202.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -518213.687500 Penalty: 4151.332031 Iteration 8Q: 3 clusters Score -518213.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -518222.187500 Penalty: 4151.332031 Iteration 9Q: 3 clusters Score -518222.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -518232.218750 Penalty: 4151.332031 Iteration 10Q: 3 clusters Score -518232.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -518239.187500 Penalty: 4151.332031 Iteration 11Q: 3 clusters Score -518239.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -518245.562500 Penalty: 4151.332031 Iteration 12Q: 3 clusters Score -518245.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -518250.593750 Penalty: 4151.332031 Iteration 13Q: 3 clusters Score -518250.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -518253.343750 Penalty: 4151.332031 Iteration 14Q: 3 clusters Score -518253.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -518256.593750 Penalty: 4151.332031 Iteration 15Q: 3 clusters Score -518256.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -518259.937500 Penalty: 4151.332031 Iteration 16Q: 3 clusters Score -518259.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -518263.031250 Penalty: 4151.332031 Iteration 17Q: 3 clusters Score -518263 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -518269.031250 Penalty: 4151.332031 Iteration 18Q: 3 clusters Score -518269 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -518274.125000 Penalty: 4151.332031 Iteration 19Q: 3 clusters Score -518274.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -518281.531250 Penalty: 4151.332031 Iteration 20F: 3 clusters Score -518281.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -518288.750000 Penalty: 4151.332031 Iteration 21Q: 3 clusters Score -518288.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -518289.875000 Penalty: 4151.332031 Iteration 22Q: 3 clusters Score -518289.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -518290.437500 Penalty: 4151.332031 Iteration 23Q: 3 clusters Score -518290.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -518290.593750 Penalty: 4151.332031 Iteration 24Q: 3 clusters Score -518290.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -518291.937500 Penalty: 4151.332031 Iteration 25Q: 3 clusters Score -518291.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -518293.000000 Penalty: 4151.332031 Iteration 26Q: 3 clusters Score -518293 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -518293.843750 Penalty: 4151.332031 Iteration 27Q: 3 clusters Score -518293.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -518297.281250 Penalty: 4151.332031 Iteration 28Q: 3 clusters Score -518297.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -518297.343750 Penalty: 4151.332031 Iteration 29Q: 3 clusters Score -518297.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -518298.968750 Penalty: 4151.332031 Iteration 30Q: 3 clusters Score -518299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -518300.562500 Penalty: 4151.332031 Iteration 31Q: 3 clusters Score -518300.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -518302.031250 Penalty: 4151.332031 Iteration 32Q: 3 clusters Score -518302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -518304.968750 Penalty: 4151.332031 Iteration 33Q: 3 clusters Score -518305 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -518306.687500 Penalty: 4151.332031 Iteration 34Q: 3 clusters Score -518306.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -518311.375000 Penalty: 4151.332031 Iteration 35Q: 3 clusters Score -518311.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -518315.406250 Penalty: 4151.332031 Iteration 36Q: 3 clusters Score -518315.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -518317.781250 Penalty: 4151.332031 Iteration 37Q: 3 clusters Score -518317.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -518321.093750 Penalty: 4151.332031 Iteration 38Q: 3 clusters Score -518321.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -518325.406250 Penalty: 4151.332031 Iteration 39Q: 3 clusters Score -518325.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -518330.875000 Penalty: 4151.332031 Iteration 40F: 3 clusters Score -518330.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -518336.593750 Penalty: 4151.332031 Iteration 41Q: 3 clusters Score -518336.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -518341.750000 Penalty: 4151.332031 Iteration 42Q: 3 clusters Score -518341.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -518345.812500 Penalty: 4151.332031 Iteration 43Q: 3 clusters Score -518345.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -518349.718750 Penalty: 4151.332031 Iteration 44Q: 3 clusters Score -518349.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -518354.062500 Penalty: 4151.332031 Iteration 45Q: 3 clusters Score -518354.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -518358.875000 Penalty: 4151.332031 Iteration 46Q: 3 clusters Score -518358.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -518362.812500 Penalty: 4151.332031 Iteration 47Q: 3 clusters Score -518362.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -518365.281250 Penalty: 4151.332031 Iteration 48Q: 3 clusters Score -518365.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -518368.187500 Penalty: 4151.332031 Iteration 49Q: 3 clusters Score -518368.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -518371.156250 Penalty: 4151.332031 Iteration 50Q: 3 clusters Score -518371.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -518375.906250 Penalty: 4151.332031 Iteration 51Q: 3 clusters Score -518375.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -518381.781250 Penalty: 4151.332031 Iteration 52Q: 3 clusters Score -518381.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -518387.562500 Penalty: 4151.332031 Iteration 53Q: 3 clusters Score -518387.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -518395.187500 Penalty: 4151.332031 Iteration 54Q: 3 clusters Score -518395.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -518406.625000 Penalty: 4151.332031 Iteration 55Q: 3 clusters Score -518406.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -518418.843750 Penalty: 4151.332031 Iteration 56Q: 3 clusters Score -518418.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -518427.031250 Penalty: 4151.332031 Iteration 57Q: 3 clusters Score -518427 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -518441.406250 Penalty: 4151.332031 Iteration 58Q: 3 clusters Score -518441.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -518453.218750 Penalty: 4151.332031 Iteration 59Q: 3 clusters Score -518453.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -518463.500000 Penalty: 4151.332031 Iteration 60F: 3 clusters Score -518463.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -518470.250000 Penalty: 4151.332031 Iteration 61Q: 3 clusters Score -518470.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -518479.343750 Penalty: 4151.332031 Iteration 62Q: 3 clusters Score -518479.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -518485.750000 Penalty: 4151.332031 Iteration 63Q: 3 clusters Score -518485.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -518499.781250 Penalty: 4151.332031 Iteration 64Q: 3 clusters Score -518499.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -518511.937500 Penalty: 4151.332031 Iteration 65Q: 3 clusters Score -518511.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -518520.562500 Penalty: 4151.332031 Iteration 66Q: 3 clusters Score -518520.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -518529.250000 Penalty: 4151.332031 Iteration 67Q: 3 clusters Score -518529.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -518539.250000 Penalty: 4151.332031 Iteration 68Q: 3 clusters Score -518539.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -518548.562500 Penalty: 4151.332031 Iteration 69Q: 3 clusters Score -518548.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -518558.843750 Penalty: 4151.332031 Iteration 70Q: 3 clusters Score -518558.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -518571.718750 Penalty: 4151.332031 Iteration 71Q: 3 clusters Score -518571.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -518592.968750 Penalty: 4151.332031 Iteration 72Q: 3 clusters Score -518593 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -518614.031250 Penalty: 4151.332031 Iteration 73Q: 3 clusters Score -518614 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -518636.562500 Penalty: 4151.332031 Iteration 74Q: 3 clusters Score -518636.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -518652.625000 Penalty: 4151.332031 Iteration 75Q: 3 clusters Score -518652.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -518671.062500 Penalty: 4151.332031 Iteration 76Q: 3 clusters Score -518671.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -518684.312500 Penalty: 4151.332031 Iteration 77Q: 3 clusters Score -518684.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -518697.781250 Penalty: 4151.332031 Iteration 78Q: 3 clusters Score -518697.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -518710.250000 Penalty: 4151.332031 Iteration 79Q: 3 clusters Score -518710.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -518719.781250 Penalty: 4151.332031 Iteration 80F: 3 clusters Score -518719.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -518731.718750 Penalty: 4151.332031 Iteration 81Q: 3 clusters Score -518731.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -518741.656250 Penalty: 4151.332031 Iteration 82Q: 3 clusters Score -518741.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -518754.781250 Penalty: 4151.332031 Iteration 83Q: 3 clusters Score -518754.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -518766.375000 Penalty: 4151.332031 Iteration 84Q: 3 clusters Score -518766.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -518775.687500 Penalty: 4151.332031 Iteration 85Q: 3 clusters Score -518775.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -518787.031250 Penalty: 4151.332031 Iteration 86Q: 3 clusters Score -518787 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -518802.718750 Penalty: 4151.332031 Iteration 87Q: 3 clusters Score -518802.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -518820.437500 Penalty: 4151.332031 Iteration 88Q: 3 clusters Score -518820.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -518848.343750 Penalty: 4151.332031 Iteration 89Q: 3 clusters Score -518848.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -518886.406250 Penalty: 4151.332031 Iteration 90Q: 3 clusters Score -518886.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -518915.125000 Penalty: 4151.332031 Iteration 91Q: 3 clusters Score -518915.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -518937.531250 Penalty: 4151.332031 Iteration 92Q: 3 clusters Score -518937.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -518957.406250 Penalty: 4151.332031 Iteration 93Q: 3 clusters Score -518957.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -518982.562500 Penalty: 4151.332031 Iteration 94Q: 3 clusters Score -518982.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -519006.093750 Penalty: 4151.332031 Iteration 95Q: 3 clusters Score -519006.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -519024.437500 Penalty: 4151.332031 Iteration 96Q: 3 clusters Score -519024.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -519039.125000 Penalty: 4151.332031 Iteration 97Q: 3 clusters Score -519039.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -519053.031250 Penalty: 4151.332031 Iteration 98Q: 3 clusters Score -519053 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -519067.781250 Penalty: 4151.332031 Iteration 99Q: 3 clusters Score -519067.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -519075.281250 Penalty: 4151.332031 Iteration 100F: 3 clusters Score -519075.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -519082.843750 Penalty: 4151.332031 Iteration 101Q: 3 clusters Score -519082.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -519085.343750 Penalty: 4151.332031 Iteration 102Q: 3 clusters Score -519085.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -519088.343750 Penalty: 4151.332031 Iteration 103Q: 3 clusters Score -519088.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -519088.718750 Penalty: 4151.332031 Iteration 104Q: 3 clusters Score -519088.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -519090.687500 Penalty: 4151.332031 Iteration 105Q: 3 clusters Score -519090.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -519090.812500 Penalty: 4151.332031 Iteration 106Q: 3 clusters Score -519090.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -519092.593750 Penalty: 4151.332031 Iteration 107Q: 3 clusters Score -519092.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -519092.906250 Penalty: 4151.332031 Iteration 108Q: 3 clusters Score -519092.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -519093.593750 Penalty: 4151.332031 Iteration 109Q: 3 clusters Score -519093.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -519094.062500 Penalty: 4151.332031 Iteration 110Q: 3 clusters Score -519094.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -519094.062500 Penalty: 4151.332031 Iteration 111F: 3 clusters Score -519094.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Entering Unmasked Estep Score: -1147507.375000 Penalty: 2269.188232 Iteration 0F: 2 clusters Score -1147507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -1140225.875000 Penalty: 4538.376465 Iteration 0F: 3 clusters Score -1140226 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1142307.125000 Penalty: 4538.376465 Iteration 1F: 3 clusters Score -1142307 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1142585.625000 Penalty: 4538.376465 Iteration 2F: 3 clusters Score -1142586 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1142818.125000 Penalty: 4538.376465 Iteration 3Q: 3 clusters Score -1142818 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1143040.000000 Penalty: 4538.376465 Iteration 4Q: 3 clusters Score -1143040 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1143262.500000 Penalty: 4538.376465 Iteration 5Q: 3 clusters Score -1143262 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -1143476.500000 Penalty: 4538.376465 Iteration 6Q: 3 clusters Score -1143476 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1143708.625000 Penalty: 4538.376465 Iteration 7Q: 3 clusters Score -1143709 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -1143979.875000 Penalty: 4538.376465 Iteration 8Q: 3 clusters Score -1143980 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -1144266.875000 Penalty: 4538.376465 Iteration 9Q: 3 clusters Score -1144267 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -1144544.250000 Penalty: 4538.376465 Iteration 10Q: 3 clusters Score -1144544 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -1144773.250000 Penalty: 4538.376465 Iteration 11Q: 3 clusters Score -1144773 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1144981.500000 Penalty: 4538.376465 Iteration 12Q: 3 clusters Score -1144982 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1145157.625000 Penalty: 4538.376465 Iteration 13Q: 3 clusters Score -1145158 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -1145299.500000 Penalty: 4538.376465 Iteration 14Q: 3 clusters Score -1145300 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -1145403.875000 Penalty: 4538.376465 Iteration 15Q: 3 clusters Score -1145404 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -1145484.000000 Penalty: 4538.376465 Iteration 16Q: 3 clusters Score -1145484 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1145535.125000 Penalty: 4538.376465 Iteration 17Q: 3 clusters Score -1145535 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -1145565.125000 Penalty: 4538.376465 Iteration 18Q: 3 clusters Score -1145565 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -1145588.125000 Penalty: 4538.376465 Iteration 19Q: 3 clusters Score -1145588 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -1145608.000000 Penalty: 4538.376465 Iteration 20F: 3 clusters Score -1145608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1145620.000000 Penalty: 4538.376465 Iteration 21Q: 3 clusters Score -1145620 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -1145626.625000 Penalty: 4538.376465 Iteration 22Q: 3 clusters Score -1145627 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -1145629.000000 Penalty: 4538.376465 Iteration 23Q: 3 clusters Score -1145629 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -1145635.250000 Penalty: 4538.376465 Iteration 24Q: 3 clusters Score -1145635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -1145638.500000 Penalty: 4538.376465 Iteration 25Q: 3 clusters Score -1145638 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 8993 members Entering Unmasked Estep Score: -1145645.500000 Penalty: 4538.376465 Iteration 26Q: 3 clusters Score -1145646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -1145652.375000 Penalty: 4538.376465 Iteration 27Q: 3 clusters Score -1145652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -1145654.000000 Penalty: 4538.376465 Iteration 28Q: 3 clusters Score -1145654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -1145654.000000 Penalty: 4538.376465 Iteration 29F: 3 clusters Score -1145654 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -48527.988281 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -48527.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -47040.066406 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -47040.07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -47226.570312 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -47226.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -47344.957031 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -47344.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -47426.761719 Penalty: 3040.009033 Iteration 3F: 3 clusters Score -47426.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -47458.171875 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -47458.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -47470.835938 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -47470.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -47490.253906 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -47490.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -47498.925781 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -47498.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -47505.179688 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -47505.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -47506.593750 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -47506.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -47507.960938 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -47507.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -47507.960938 Penalty: 3040.009033 Iteration 11F: 3 clusters Score -47507.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (23150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23150 members Entering Unmasked Estep Score: -2800719.000000 Penalty: 2492.338135 Iteration 0F: 2 clusters Score -2800719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -2784679.000000 Penalty: 4984.676270 Iteration 0F: 3 clusters Score -2784679 nChanged 10261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -2790169.000000 Penalty: 4984.676270 Iteration 1F: 3 clusters Score -2790169 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -2790610.000000 Penalty: 4984.676270 Iteration 2F: 3 clusters Score -2790610 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -2790990.750000 Penalty: 4984.676270 Iteration 3Q: 3 clusters Score -2790991 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 12265 members Entering Unmasked Estep Score: -2791315.000000 Penalty: 4984.676270 Iteration 4Q: 3 clusters Score -2791315 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10545 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -2791632.500000 Penalty: 4984.676270 Iteration 5Q: 3 clusters Score -2791632 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10065 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -2791999.000000 Penalty: 4984.676270 Iteration 6Q: 3 clusters Score -2791999 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -2792388.750000 Penalty: 4984.676270 Iteration 7Q: 3 clusters Score -2792389 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -2792924.500000 Penalty: 4984.676270 Iteration 8Q: 3 clusters Score -2792924 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -2793632.500000 Penalty: 4984.676270 Iteration 9Q: 3 clusters Score -2793632 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -2794417.500000 Penalty: 4984.676270 Iteration 10F: 3 clusters Score -2794418 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -2795247.750000 Penalty: 4984.676270 Iteration 11Q: 3 clusters Score -2795248 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 17912 members Entering Unmasked Estep Score: -2795999.000000 Penalty: 4984.676270 Iteration 12Q: 3 clusters Score -2795999 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 18565 members Entering Unmasked Estep Score: -2796571.000000 Penalty: 4984.676270 Iteration 13Q: 3 clusters Score -2796571 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 19068 members Entering Unmasked Estep Score: -2797003.000000 Penalty: 4984.676270 Iteration 14Q: 3 clusters Score -2797003 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 19464 members Entering Unmasked Estep Score: -2797270.500000 Penalty: 4984.676270 Iteration 15Q: 3 clusters Score -2797270 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -2797481.250000 Penalty: 4984.676270 Iteration 16Q: 3 clusters Score -2797481 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 20077 members Entering Unmasked Estep Score: -2797660.500000 Penalty: 4984.676270 Iteration 17Q: 3 clusters Score -2797660 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 20339 members Entering Unmasked Estep Score: -2797815.750000 Penalty: 4984.676270 Iteration 18Q: 3 clusters Score -2797816 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -2797933.500000 Penalty: 4984.676270 Iteration 19Q: 3 clusters Score -2797934 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -2798060.500000 Penalty: 4984.676270 Iteration 20F: 3 clusters Score -2798060 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 20926 members Entering Unmasked Estep Score: -2798207.250000 Penalty: 4984.676270 Iteration 21Q: 3 clusters Score -2798207 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 21092 members Entering Unmasked Estep Score: -2798366.000000 Penalty: 4984.676270 Iteration 22Q: 3 clusters Score -2798366 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -2798522.500000 Penalty: 4984.676270 Iteration 23Q: 3 clusters Score -2798522 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -2798652.250000 Penalty: 4984.676270 Iteration 24Q: 3 clusters Score -2798652 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 21456 members Entering Unmasked Estep Score: -2798730.750000 Penalty: 4984.676270 Iteration 25Q: 3 clusters Score -2798731 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 21528 members Entering Unmasked Estep Score: -2798800.250000 Penalty: 4984.676270 Iteration 26Q: 3 clusters Score -2798800 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 21571 members Entering Unmasked Estep Score: -2798831.500000 Penalty: 4984.676270 Iteration 27Q: 3 clusters Score -2798832 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 21596 members Entering Unmasked Estep Score: -2798859.500000 Penalty: 4984.676270 Iteration 28Q: 3 clusters Score -2798860 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 21621 members Entering Unmasked Estep Score: -2798890.000000 Penalty: 4984.676270 Iteration 29Q: 3 clusters Score -2798890 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 21631 members Entering Unmasked Estep Score: -2798897.500000 Penalty: 4984.676270 Iteration 30Q: 3 clusters Score -2798898 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 21643 members Entering Unmasked Estep Score: -2798917.500000 Penalty: 4984.676270 Iteration 31Q: 3 clusters Score -2798918 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 21665 members Entering Unmasked Estep Score: -2798933.500000 Penalty: 4984.676270 Iteration 32Q: 3 clusters Score -2798934 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 21675 members Entering Unmasked Estep Score: -2798941.750000 Penalty: 4984.676270 Iteration 33Q: 3 clusters Score -2798942 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 21683 members Entering Unmasked Estep Score: -2798949.000000 Penalty: 4984.676270 Iteration 34Q: 3 clusters Score -2798949 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 21689 members Entering Unmasked Estep Score: -2798959.000000 Penalty: 4984.676270 Iteration 35Q: 3 clusters Score -2798959 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 21692 members Entering Unmasked Estep Score: -2798970.500000 Penalty: 4984.676270 Iteration 36Q: 3 clusters Score -2798970 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -2798970.500000 Penalty: 4984.676270 Iteration 37Q: 3 clusters Score -2798970 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 21692 members Entering Unmasked Estep Score: -2798976.000000 Penalty: 4984.676270 Iteration 38Q: 3 clusters Score -2798976 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -2798978.750000 Penalty: 4984.676270 Iteration 39Q: 3 clusters Score -2798979 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 21689 members Entering Unmasked Estep Score: -2798980.000000 Penalty: 4984.676270 Iteration 40F: 3 clusters Score -2798980 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -2798978.250000 Penalty: 4984.676270 Iteration 41Q: 3 clusters Score -2798978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -2798983.250000 Penalty: 4984.676270 Iteration 42Q: 3 clusters Score -2798983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -2798986.500000 Penalty: 4984.676270 Iteration 43Q: 3 clusters Score -2798986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 21692 members Entering Unmasked Estep Score: -2798984.000000 Penalty: 4984.676270 Iteration 44Q: 3 clusters Score -2798984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 21693 members Entering Unmasked Estep Score: -2798983.250000 Penalty: 4984.676270 Iteration 45Q: 3 clusters Score -2798983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 21691 members Entering Unmasked Estep Score: -2798984.000000 Penalty: 4984.676270 Iteration 46Q: 3 clusters Score -2798984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -2798987.750000 Penalty: 4984.676270 Iteration 47Q: 3 clusters Score -2798988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -2798986.750000 Penalty: 4984.676270 Iteration 48Q: 3 clusters Score -2798987 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 21685 members Entering Unmasked Estep Score: -2798990.000000 Penalty: 4984.676270 Iteration 49Q: 3 clusters Score -2798990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 21685 members Entering Unmasked Estep Score: -2798991.000000 Penalty: 4984.676270 Iteration 50Q: 3 clusters Score -2798991 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 21682 members Entering Unmasked Estep Score: -2798994.750000 Penalty: 4984.676270 Iteration 51Q: 3 clusters Score -2798995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 21682 members Entering Unmasked Estep Score: -2798994.500000 Penalty: 4984.676270 Iteration 52Q: 3 clusters Score -2798994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 21682 members Entering Unmasked Estep Score: -2798994.500000 Penalty: 4984.676270 Iteration 53F: 3 clusters Score -2798994 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Entering Unmasked Estep Score: -1468852.500000 Penalty: 2341.125488 Iteration 0F: 2 clusters Score -1468852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -1459602.250000 Penalty: 4682.250977 Iteration 0F: 3 clusters Score -1459602 nChanged 5293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1462539.875000 Penalty: 4682.250977 Iteration 1F: 3 clusters Score -1462540 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -1462940.125000 Penalty: 4682.250977 Iteration 2F: 3 clusters Score -1462940 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1463305.250000 Penalty: 4682.250977 Iteration 3F: 3 clusters Score -1463305 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1463672.000000 Penalty: 4682.250977 Iteration 4F: 3 clusters Score -1463672 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1464093.125000 Penalty: 4682.250977 Iteration 5F: 3 clusters Score -1464093 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1464595.375000 Penalty: 4682.250977 Iteration 6F: 3 clusters Score -1464595 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1465175.250000 Penalty: 4682.250977 Iteration 7F: 3 clusters Score -1465175 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1465802.750000 Penalty: 4682.250977 Iteration 8F: 3 clusters Score -1465803 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1466358.125000 Penalty: 4682.250977 Iteration 9F: 3 clusters Score -1466358 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10670 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1466791.625000 Penalty: 4682.250977 Iteration 10Q: 3 clusters Score -1466792 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1467058.000000 Penalty: 4682.250977 Iteration 11Q: 3 clusters Score -1467058 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1467232.500000 Penalty: 4682.250977 Iteration 12Q: 3 clusters Score -1467232 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11352 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1467374.750000 Penalty: 4682.250977 Iteration 13Q: 3 clusters Score -1467375 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1467477.750000 Penalty: 4682.250977 Iteration 14Q: 3 clusters Score -1467478 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1467559.125000 Penalty: 4682.250977 Iteration 15Q: 3 clusters Score -1467559 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1467626.875000 Penalty: 4682.250977 Iteration 16Q: 3 clusters Score -1467627 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1467662.000000 Penalty: 4682.250977 Iteration 17Q: 3 clusters Score -1467662 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1467690.625000 Penalty: 4682.250977 Iteration 18Q: 3 clusters Score -1467691 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1467711.125000 Penalty: 4682.250977 Iteration 19Q: 3 clusters Score -1467711 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1467720.875000 Penalty: 4682.250977 Iteration 20F: 3 clusters Score -1467721 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1467729.125000 Penalty: 4682.250977 Iteration 21Q: 3 clusters Score -1467729 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1467735.500000 Penalty: 4682.250977 Iteration 22Q: 3 clusters Score -1467736 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11755 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1467739.875000 Penalty: 4682.250977 Iteration 23Q: 3 clusters Score -1467740 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1467740.250000 Penalty: 4682.250977 Iteration 24Q: 3 clusters Score -1467740 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1467744.125000 Penalty: 4682.250977 Iteration 25Q: 3 clusters Score -1467744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1467748.625000 Penalty: 4682.250977 Iteration 26Q: 3 clusters Score -1467749 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11770 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1467748.875000 Penalty: 4682.250977 Iteration 27Q: 3 clusters Score -1467749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1467752.125000 Penalty: 4682.250977 Iteration 28Q: 3 clusters Score -1467752 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1467753.000000 Penalty: 4682.250977 Iteration 29Q: 3 clusters Score -1467753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1467755.500000 Penalty: 4682.250977 Iteration 30Q: 3 clusters Score -1467756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1467758.375000 Penalty: 4682.250977 Iteration 31Q: 3 clusters Score -1467758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1467757.750000 Penalty: 4682.250977 Iteration 32Q: 3 clusters Score -1467758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11788 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1467758.875000 Penalty: 4682.250977 Iteration 33Q: 3 clusters Score -1467759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1467756.750000 Penalty: 4682.250977 Iteration 34Q: 3 clusters Score -1467757 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1467756.750000 Penalty: 4682.250977 Iteration 35F: 3 clusters Score -1467757 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (42828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42828 members Entering Unmasked Estep Score: -5302494.000000 Penalty: 2644.906982 Iteration 0F: 2 clusters Score -5302494 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21465 members Mstep: Class 2 contains 21363 members Entering Unmasked Estep Score: -5273607.500000 Penalty: 5289.813965 Iteration 0F: 3 clusters Score -5273608 nChanged 19610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21283 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -5284495.500000 Penalty: 5289.813965 Iteration 1F: 3 clusters Score -5284496 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21126 members Mstep: Class 2 contains 21702 members Entering Unmasked Estep Score: -5285032.500000 Penalty: 5289.813965 Iteration 2Q: 3 clusters Score -5285032 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20870 members Mstep: Class 2 contains 21958 members Entering Unmasked Estep Score: -5285680.000000 Penalty: 5289.813965 Iteration 3Q: 3 clusters Score -5285680 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20537 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -5286492.500000 Penalty: 5289.813965 Iteration 4Q: 3 clusters Score -5286492 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20087 members Mstep: Class 2 contains 22741 members Entering Unmasked Estep Score: -5287396.000000 Penalty: 5289.813965 Iteration 5Q: 3 clusters Score -5287396 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 23427 members Entering Unmasked Estep Score: -5288337.500000 Penalty: 5289.813965 Iteration 6F: 3 clusters Score -5288338 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18533 members Mstep: Class 2 contains 24295 members Entering Unmasked Estep Score: -5289323.000000 Penalty: 5289.813965 Iteration 7F: 3 clusters Score -5289323 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 25326 members Entering Unmasked Estep Score: -5290310.000000 Penalty: 5289.813965 Iteration 8Q: 3 clusters Score -5290310 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16331 members Mstep: Class 2 contains 26497 members Entering Unmasked Estep Score: -5291269.500000 Penalty: 5289.813965 Iteration 9Q: 3 clusters Score -5291270 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15047 members Mstep: Class 2 contains 27781 members Entering Unmasked Estep Score: -5292393.500000 Penalty: 5289.813965 Iteration 10Q: 3 clusters Score -5292394 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 29247 members Entering Unmasked Estep Score: -5293716.500000 Penalty: 5289.813965 Iteration 11Q: 3 clusters Score -5293716 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 30710 members Entering Unmasked Estep Score: -5295216.500000 Penalty: 5289.813965 Iteration 12Q: 3 clusters Score -5295216 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 32001 members Entering Unmasked Estep Score: -5296427.000000 Penalty: 5289.813965 Iteration 13Q: 3 clusters Score -5296427 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 33059 members Entering Unmasked Estep Score: -5297215.500000 Penalty: 5289.813965 Iteration 14Q: 3 clusters Score -5297216 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 34034 members Entering Unmasked Estep Score: -5297841.000000 Penalty: 5289.813965 Iteration 15Q: 3 clusters Score -5297841 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 34867 members Entering Unmasked Estep Score: -5298271.500000 Penalty: 5289.813965 Iteration 16Q: 3 clusters Score -5298272 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 35634 members Entering Unmasked Estep Score: -5298696.000000 Penalty: 5289.813965 Iteration 17Q: 3 clusters Score -5298696 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 36322 members Entering Unmasked Estep Score: -5299086.500000 Penalty: 5289.813965 Iteration 18Q: 3 clusters Score -5299086 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 36933 members Entering Unmasked Estep Score: -5299512.000000 Penalty: 5289.813965 Iteration 19Q: 3 clusters Score -5299512 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 37510 members Entering Unmasked Estep Score: -5299924.000000 Penalty: 5289.813965 Iteration 20F: 3 clusters Score -5299924 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 37996 members Entering Unmasked Estep Score: -5300265.000000 Penalty: 5289.813965 Iteration 21Q: 3 clusters Score -5300265 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 38362 members Entering Unmasked Estep Score: -5300489.500000 Penalty: 5289.813965 Iteration 22Q: 3 clusters Score -5300490 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 38640 members Entering Unmasked Estep Score: -5300632.500000 Penalty: 5289.813965 Iteration 23Q: 3 clusters Score -5300632 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 38870 members Entering Unmasked Estep Score: -5300762.500000 Penalty: 5289.813965 Iteration 24Q: 3 clusters Score -5300762 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 39054 members Entering Unmasked Estep Score: -5300802.500000 Penalty: 5289.813965 Iteration 25Q: 3 clusters Score -5300802 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 39211 members Entering Unmasked Estep Score: -5300876.500000 Penalty: 5289.813965 Iteration 26Q: 3 clusters Score -5300876 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 39356 members Entering Unmasked Estep Score: -5300932.000000 Penalty: 5289.813965 Iteration 27Q: 3 clusters Score -5300932 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 39464 members Entering Unmasked Estep Score: -5300961.000000 Penalty: 5289.813965 Iteration 28Q: 3 clusters Score -5300961 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 39550 members Entering Unmasked Estep Score: -5300980.000000 Penalty: 5289.813965 Iteration 29Q: 3 clusters Score -5300980 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 39624 members Entering Unmasked Estep Score: -5300992.500000 Penalty: 5289.813965 Iteration 30Q: 3 clusters Score -5300992 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 39680 members Entering Unmasked Estep Score: -5301003.500000 Penalty: 5289.813965 Iteration 31Q: 3 clusters Score -5301004 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 39720 members Entering Unmasked Estep Score: -5301010.500000 Penalty: 5289.813965 Iteration 32Q: 3 clusters Score -5301010 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 39750 members Entering Unmasked Estep Score: -5301017.000000 Penalty: 5289.813965 Iteration 33Q: 3 clusters Score -5301017 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 39778 members Entering Unmasked Estep Score: -5301020.500000 Penalty: 5289.813965 Iteration 34Q: 3 clusters Score -5301020 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 39800 members Entering Unmasked Estep Score: -5301036.500000 Penalty: 5289.813965 Iteration 35Q: 3 clusters Score -5301036 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 39815 members Entering Unmasked Estep Score: -5301034.500000 Penalty: 5289.813965 Iteration 36Q: 3 clusters Score -5301034 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -5301032.500000 Penalty: 5289.813965 Iteration 37Q: 3 clusters Score -5301032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 39832 members Entering Unmasked Estep Score: -5301033.500000 Penalty: 5289.813965 Iteration 38Q: 3 clusters Score -5301034 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 39844 members Entering Unmasked Estep Score: -5301031.000000 Penalty: 5289.813965 Iteration 39Q: 3 clusters Score -5301031 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 39861 members Entering Unmasked Estep Score: -5301044.000000 Penalty: 5289.813965 Iteration 40F: 3 clusters Score -5301044 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 39873 members Entering Unmasked Estep Score: -5301044.000000 Penalty: 5289.813965 Iteration 41Q: 3 clusters Score -5301044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 39881 members Entering Unmasked Estep Score: -5301046.500000 Penalty: 5289.813965 Iteration 42Q: 3 clusters Score -5301046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 39886 members Entering Unmasked Estep Score: -5301048.500000 Penalty: 5289.813965 Iteration 43Q: 3 clusters Score -5301048 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 39892 members Entering Unmasked Estep Score: -5301045.500000 Penalty: 5289.813965 Iteration 44Q: 3 clusters Score -5301046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 39897 members Entering Unmasked Estep Score: -5301040.000000 Penalty: 5289.813965 Iteration 45Q: 3 clusters Score -5301040 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 39904 members Entering Unmasked Estep Score: -5301048.500000 Penalty: 5289.813965 Iteration 46Q: 3 clusters Score -5301048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 39908 members Entering Unmasked Estep Score: -5301050.000000 Penalty: 5289.813965 Iteration 47Q: 3 clusters Score -5301050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 39913 members Entering Unmasked Estep Score: -5301050.000000 Penalty: 5289.813965 Iteration 48Q: 3 clusters Score -5301050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 39918 members Entering Unmasked Estep Score: -5301049.500000 Penalty: 5289.813965 Iteration 49Q: 3 clusters Score -5301050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 39922 members Entering Unmasked Estep Score: -5301046.000000 Penalty: 5289.813965 Iteration 50Q: 3 clusters Score -5301046 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 39928 members Entering Unmasked Estep Score: -5301043.500000 Penalty: 5289.813965 Iteration 51Q: 3 clusters Score -5301044 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 39930 members Entering Unmasked Estep Score: -5301041.000000 Penalty: 5289.813965 Iteration 52Q: 3 clusters Score -5301041 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 39935 members Entering Unmasked Estep Score: -5301049.000000 Penalty: 5289.813965 Iteration 53Q: 3 clusters Score -5301049 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 39938 members Entering Unmasked Estep Score: -5301043.000000 Penalty: 5289.813965 Iteration 54Q: 3 clusters Score -5301043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 39941 members Entering Unmasked Estep Score: -5301042.000000 Penalty: 5289.813965 Iteration 55Q: 3 clusters Score -5301042 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 39945 members Entering Unmasked Estep Score: -5301032.500000 Penalty: 5289.813965 Iteration 56Q: 3 clusters Score -5301032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 39948 members Entering Unmasked Estep Score: -5301039.000000 Penalty: 5289.813965 Iteration 57Q: 3 clusters Score -5301039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 39948 members Entering Unmasked Estep Score: -5301039.000000 Penalty: 5289.813965 Iteration 58F: 3 clusters Score -5301039 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Entering Unmasked Estep Score: -255345.531250 Penalty: 1906.395996 Iteration 0F: 2 clusters Score -255345.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -252598.125000 Penalty: 3812.791992 Iteration 0F: 3 clusters Score -252598.1 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -253085.687500 Penalty: 3812.791992 Iteration 1F: 3 clusters Score -253085.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -253244.406250 Penalty: 3812.791992 Iteration 2F: 3 clusters Score -253244.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -253430.906250 Penalty: 3812.791992 Iteration 3F: 3 clusters Score -253430.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -253648.234375 Penalty: 3812.791992 Iteration 4F: 3 clusters Score -253648.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -253779.312500 Penalty: 3812.791992 Iteration 5F: 3 clusters Score -253779.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -253883.625000 Penalty: 3812.791992 Iteration 6Q: 3 clusters Score -253883.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -253978.375000 Penalty: 3812.791992 Iteration 7Q: 3 clusters Score -253978.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -254073.218750 Penalty: 3812.791992 Iteration 8Q: 3 clusters Score -254073.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -254142.953125 Penalty: 3812.791992 Iteration 9Q: 3 clusters Score -254143 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -254202.609375 Penalty: 3812.791992 Iteration 10Q: 3 clusters Score -254202.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -254255.765625 Penalty: 3812.791992 Iteration 11Q: 3 clusters Score -254255.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -254313.296875 Penalty: 3812.791992 Iteration 12Q: 3 clusters Score -254313.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -254367.937500 Penalty: 3812.791992 Iteration 13Q: 3 clusters Score -254367.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -254401.859375 Penalty: 3812.791992 Iteration 14Q: 3 clusters Score -254401.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -254431.828125 Penalty: 3812.791992 Iteration 15Q: 3 clusters Score -254431.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -254455.343750 Penalty: 3812.791992 Iteration 16Q: 3 clusters Score -254455.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -254470.796875 Penalty: 3812.791992 Iteration 17Q: 3 clusters Score -254470.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -254478.921875 Penalty: 3812.791992 Iteration 18Q: 3 clusters Score -254478.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -254485.984375 Penalty: 3812.791992 Iteration 19Q: 3 clusters Score -254486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -254491.031250 Penalty: 3812.791992 Iteration 20F: 3 clusters Score -254491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -254494.531250 Penalty: 3812.791992 Iteration 21Q: 3 clusters Score -254494.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -254498.984375 Penalty: 3812.791992 Iteration 22Q: 3 clusters Score -254499 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -254501.765625 Penalty: 3812.791992 Iteration 23Q: 3 clusters Score -254501.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -254503.921875 Penalty: 3812.791992 Iteration 24Q: 3 clusters Score -254503.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -254504.421875 Penalty: 3812.791992 Iteration 25Q: 3 clusters Score -254504.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -254505.203125 Penalty: 3812.791992 Iteration 26Q: 3 clusters Score -254505.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -254505.750000 Penalty: 3812.791992 Iteration 27Q: 3 clusters Score -254505.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -254505.750000 Penalty: 3812.791992 Iteration 28F: 3 clusters Score -254505.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Entering Unmasked Estep Score: -871622.125000 Penalty: 2211.891602 Iteration 0F: 2 clusters Score -871622.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -865542.187500 Penalty: 4423.783203 Iteration 0F: 3 clusters Score -865542.2 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -867297.250000 Penalty: 4423.783203 Iteration 1F: 3 clusters Score -867297.2 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -867640.687500 Penalty: 4423.783203 Iteration 2F: 3 clusters Score -867640.7 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -867895.375000 Penalty: 4423.783203 Iteration 3F: 3 clusters Score -867895.4 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -868123.750000 Penalty: 4423.783203 Iteration 4F: 3 clusters Score -868123.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -868322.812500 Penalty: 4423.783203 Iteration 5Q: 3 clusters Score -868322.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -868509.312500 Penalty: 4423.783203 Iteration 6Q: 3 clusters Score -868509.3 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -868659.125000 Penalty: 4423.783203 Iteration 7Q: 3 clusters Score -868659.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -868772.500000 Penalty: 4423.783203 Iteration 8Q: 3 clusters Score -868772.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -868866.750000 Penalty: 4423.783203 Iteration 9Q: 3 clusters Score -868866.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -868955.437500 Penalty: 4423.783203 Iteration 10Q: 3 clusters Score -868955.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -869061.687500 Penalty: 4423.783203 Iteration 11Q: 3 clusters Score -869061.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -869177.375000 Penalty: 4423.783203 Iteration 12Q: 3 clusters Score -869177.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -869282.000000 Penalty: 4423.783203 Iteration 13Q: 3 clusters Score -869282 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -869369.312500 Penalty: 4423.783203 Iteration 14Q: 3 clusters Score -869369.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -869473.875000 Penalty: 4423.783203 Iteration 15Q: 3 clusters Score -869473.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -869575.875000 Penalty: 4423.783203 Iteration 16Q: 3 clusters Score -869575.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -869692.000000 Penalty: 4423.783203 Iteration 17Q: 3 clusters Score -869692 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -869781.312500 Penalty: 4423.783203 Iteration 18Q: 3 clusters Score -869781.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -869855.375000 Penalty: 4423.783203 Iteration 19Q: 3 clusters Score -869855.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -869917.937500 Penalty: 4423.783203 Iteration 20F: 3 clusters Score -869917.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -869957.812500 Penalty: 4423.783203 Iteration 21Q: 3 clusters Score -869957.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -869989.375000 Penalty: 4423.783203 Iteration 22Q: 3 clusters Score -869989.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -870007.312500 Penalty: 4423.783203 Iteration 23Q: 3 clusters Score -870007.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -870021.000000 Penalty: 4423.783203 Iteration 24Q: 3 clusters Score -870021 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -870035.812500 Penalty: 4423.783203 Iteration 25Q: 3 clusters Score -870035.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -870047.437500 Penalty: 4423.783203 Iteration 26Q: 3 clusters Score -870047.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -870057.250000 Penalty: 4423.783203 Iteration 27Q: 3 clusters Score -870057.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -870062.562500 Penalty: 4423.783203 Iteration 28Q: 3 clusters Score -870062.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -870071.125000 Penalty: 4423.783203 Iteration 29Q: 3 clusters Score -870071.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -870075.625000 Penalty: 4423.783203 Iteration 30Q: 3 clusters Score -870075.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -870085.312500 Penalty: 4423.783203 Iteration 31Q: 3 clusters Score -870085.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -870089.250000 Penalty: 4423.783203 Iteration 32Q: 3 clusters Score -870089.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -870092.625000 Penalty: 4423.783203 Iteration 33Q: 3 clusters Score -870092.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -870100.437500 Penalty: 4423.783203 Iteration 34Q: 3 clusters Score -870100.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -870104.187500 Penalty: 4423.783203 Iteration 35Q: 3 clusters Score -870104.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -870107.625000 Penalty: 4423.783203 Iteration 36Q: 3 clusters Score -870107.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -870109.312500 Penalty: 4423.783203 Iteration 37Q: 3 clusters Score -870109.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -870108.812500 Penalty: 4423.783203 Iteration 38Q: 3 clusters Score -870108.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -870112.187500 Penalty: 4423.783203 Iteration 39Q: 3 clusters Score -870112.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -870112.500000 Penalty: 4423.783203 Iteration 40F: 3 clusters Score -870112.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -870112.437500 Penalty: 4423.783203 Iteration 41Q: 3 clusters Score -870112.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -870113.562500 Penalty: 4423.783203 Iteration 42Q: 3 clusters Score -870113.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -870113.000000 Penalty: 4423.783203 Iteration 43Q: 3 clusters Score -870113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -870114.062500 Penalty: 4423.783203 Iteration 44Q: 3 clusters Score -870114.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -870114.687500 Penalty: 4423.783203 Iteration 45Q: 3 clusters Score -870114.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -870115.875000 Penalty: 4423.783203 Iteration 46Q: 3 clusters Score -870115.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -870114.750000 Penalty: 4423.783203 Iteration 47Q: 3 clusters Score -870114.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -870115.875000 Penalty: 4423.783203 Iteration 48Q: 3 clusters Score -870115.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -870115.875000 Penalty: 4423.783203 Iteration 49F: 3 clusters Score -870115.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -60521.722656 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -60521.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -58980.753906 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -58980.75 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -59216.578125 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -59216.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -59273.695312 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -59273.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -59296.078125 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -59296.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -59312.863281 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -59312.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59321.179688 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -59321.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -59324.582031 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -59324.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -59329.441406 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -59329.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -59336.089844 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -59336.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -59343.125000 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -59343.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -59348.984375 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -59348.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -59350.636719 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -59350.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -59351.492188 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -59351.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -59352.742188 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -59352.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -59355.000000 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -59355 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -59356.039062 Penalty: 3131.519775 Iteration 15Q: 3 clusters Score -59356.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -59358.738281 Penalty: 3131.519775 Iteration 16Q: 3 clusters Score -59358.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -59360.910156 Penalty: 3131.519775 Iteration 17Q: 3 clusters Score -59360.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -59377.550781 Penalty: 3131.519775 Iteration 18Q: 3 clusters Score -59377.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -59379.390625 Penalty: 3131.519775 Iteration 19Q: 3 clusters Score -59379.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -59380.886719 Penalty: 3131.519775 Iteration 20F: 3 clusters Score -59380.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (40638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40638 members Entering Unmasked Estep Score: -5020344.000000 Penalty: 2631.889893 Iteration 0F: 2 clusters Score -5020344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20436 members Mstep: Class 2 contains 20202 members Entering Unmasked Estep Score: -4992564.000000 Penalty: 5263.779785 Iteration 0F: 3 clusters Score -4992564 nChanged 18777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21813 members Mstep: Class 2 contains 18825 members Entering Unmasked Estep Score: -5003052.000000 Penalty: 5263.779785 Iteration 1F: 3 clusters Score -5003052 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 17917 members Entering Unmasked Estep Score: -5003749.500000 Penalty: 5263.779785 Iteration 2Q: 3 clusters Score -5003750 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23999 members Mstep: Class 2 contains 16639 members Entering Unmasked Estep Score: -5004730.000000 Penalty: 5263.779785 Iteration 3F: 3 clusters Score -5004730 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25676 members Mstep: Class 2 contains 14962 members Entering Unmasked Estep Score: -5006079.000000 Penalty: 5263.779785 Iteration 4F: 3 clusters Score -5006079 nChanged 2630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27702 members Mstep: Class 2 contains 12936 members Entering Unmasked Estep Score: -5007746.000000 Penalty: 5263.779785 Iteration 5F: 3 clusters Score -5007746 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29938 members Mstep: Class 2 contains 10700 members Entering Unmasked Estep Score: -5009651.500000 Penalty: 5263.779785 Iteration 6F: 3 clusters Score -5009652 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32179 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -5011580.500000 Penalty: 5263.779785 Iteration 7F: 3 clusters Score -5011580 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34193 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -5013232.000000 Penalty: 5263.779785 Iteration 8F: 3 clusters Score -5013232 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35875 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -5014645.000000 Penalty: 5263.779785 Iteration 9Q: 3 clusters Score -5014645 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37128 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -5015634.000000 Penalty: 5263.779785 Iteration 10Q: 3 clusters Score -5015634 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38023 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -5016345.000000 Penalty: 5263.779785 Iteration 11Q: 3 clusters Score -5016345 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38700 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -5016909.500000 Penalty: 5263.779785 Iteration 12Q: 3 clusters Score -5016910 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39150 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -5017276.500000 Penalty: 5263.779785 Iteration 13Q: 3 clusters Score -5017276 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39461 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -5017497.500000 Penalty: 5263.779785 Iteration 14Q: 3 clusters Score -5017498 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39656 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -5017641.000000 Penalty: 5263.779785 Iteration 15Q: 3 clusters Score -5017641 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39788 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -5017758.000000 Penalty: 5263.779785 Iteration 16Q: 3 clusters Score -5017758 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39898 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -5017825.000000 Penalty: 5263.779785 Iteration 17Q: 3 clusters Score -5017825 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39954 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5017869.500000 Penalty: 5263.779785 Iteration 18Q: 3 clusters Score -5017870 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39997 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -5017909.000000 Penalty: 5263.779785 Iteration 19Q: 3 clusters Score -5017909 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40030 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -5017933.000000 Penalty: 5263.779785 Iteration 20F: 3 clusters Score -5017933 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40057 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -5017944.500000 Penalty: 5263.779785 Iteration 21Q: 3 clusters Score -5017944 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40072 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -5017959.500000 Penalty: 5263.779785 Iteration 22Q: 3 clusters Score -5017960 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5017984.000000 Penalty: 5263.779785 Iteration 23Q: 3 clusters Score -5017984 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40100 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -5017997.000000 Penalty: 5263.779785 Iteration 24Q: 3 clusters Score -5017997 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40113 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -5018005.500000 Penalty: 5263.779785 Iteration 25Q: 3 clusters Score -5018006 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40122 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -5018006.500000 Penalty: 5263.779785 Iteration 26Q: 3 clusters Score -5018006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40129 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -5018019.000000 Penalty: 5263.779785 Iteration 27Q: 3 clusters Score -5018019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40135 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -5018021.500000 Penalty: 5263.779785 Iteration 28Q: 3 clusters Score -5018022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40141 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -5018027.500000 Penalty: 5263.779785 Iteration 29Q: 3 clusters Score -5018028 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40146 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -5018035.000000 Penalty: 5263.779785 Iteration 30Q: 3 clusters Score -5018035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40151 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -5018035.000000 Penalty: 5263.779785 Iteration 31Q: 3 clusters Score -5018035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40155 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -5018034.500000 Penalty: 5263.779785 Iteration 32Q: 3 clusters Score -5018034 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40155 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -5018034.500000 Penalty: 5263.779785 Iteration 33F: 3 clusters Score -5018034 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Entering Unmasked Estep Score: -479763.156250 Penalty: 2063.893555 Iteration 0F: 2 clusters Score -479763.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -475811.906250 Penalty: 4127.787109 Iteration 0F: 3 clusters Score -475811.9 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -476751.937500 Penalty: 4127.787109 Iteration 1F: 3 clusters Score -476751.9 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -476959.718750 Penalty: 4127.787109 Iteration 2F: 3 clusters Score -476959.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -477065.781250 Penalty: 4127.787109 Iteration 3Q: 3 clusters Score -477065.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -477152.093750 Penalty: 4127.787109 Iteration 4Q: 3 clusters Score -477152.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -477226.593750 Penalty: 4127.787109 Iteration 5Q: 3 clusters Score -477226.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -477276.593750 Penalty: 4127.787109 Iteration 6Q: 3 clusters Score -477276.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -477325.156250 Penalty: 4127.787109 Iteration 7Q: 3 clusters Score -477325.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -477373.156250 Penalty: 4127.787109 Iteration 8Q: 3 clusters Score -477373.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -477419.968750 Penalty: 4127.787109 Iteration 9Q: 3 clusters Score -477420 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -477460.843750 Penalty: 4127.787109 Iteration 10Q: 3 clusters Score -477460.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -477507.906250 Penalty: 4127.787109 Iteration 11Q: 3 clusters Score -477507.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -477563.875000 Penalty: 4127.787109 Iteration 12Q: 3 clusters Score -477563.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -477633.187500 Penalty: 4127.787109 Iteration 13Q: 3 clusters Score -477633.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -477722.593750 Penalty: 4127.787109 Iteration 14Q: 3 clusters Score -477722.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -477810.187500 Penalty: 4127.787109 Iteration 15Q: 3 clusters Score -477810.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -477913.562500 Penalty: 4127.787109 Iteration 16Q: 3 clusters Score -477913.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -478028.781250 Penalty: 4127.787109 Iteration 17Q: 3 clusters Score -478028.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -478119.906250 Penalty: 4127.787109 Iteration 18Q: 3 clusters Score -478119.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -478184.875000 Penalty: 4127.787109 Iteration 19Q: 3 clusters Score -478184.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -478229.687500 Penalty: 4127.787109 Iteration 20F: 3 clusters Score -478229.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -478266.250000 Penalty: 4127.787109 Iteration 21Q: 3 clusters Score -478266.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -478288.250000 Penalty: 4127.787109 Iteration 22Q: 3 clusters Score -478288.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -478304.468750 Penalty: 4127.787109 Iteration 23Q: 3 clusters Score -478304.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -478323.218750 Penalty: 4127.787109 Iteration 24Q: 3 clusters Score -478323.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -478335.000000 Penalty: 4127.787109 Iteration 25Q: 3 clusters Score -478335 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -478345.406250 Penalty: 4127.787109 Iteration 26Q: 3 clusters Score -478345.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -478349.875000 Penalty: 4127.787109 Iteration 27Q: 3 clusters Score -478349.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -478354.593750 Penalty: 4127.787109 Iteration 28Q: 3 clusters Score -478354.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -478358.718750 Penalty: 4127.787109 Iteration 29Q: 3 clusters Score -478358.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -478365.656250 Penalty: 4127.787109 Iteration 30Q: 3 clusters Score -478365.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -478370.562500 Penalty: 4127.787109 Iteration 31Q: 3 clusters Score -478370.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -478375.250000 Penalty: 4127.787109 Iteration 32Q: 3 clusters Score -478375.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -478383.937500 Penalty: 4127.787109 Iteration 33Q: 3 clusters Score -478383.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -478391.281250 Penalty: 4127.787109 Iteration 34Q: 3 clusters Score -478391.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -478393.375000 Penalty: 4127.787109 Iteration 35Q: 3 clusters Score -478393.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -478395.781250 Penalty: 4127.787109 Iteration 36Q: 3 clusters Score -478395.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -478398.562500 Penalty: 4127.787109 Iteration 37Q: 3 clusters Score -478398.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -478400.656250 Penalty: 4127.787109 Iteration 38Q: 3 clusters Score -478400.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -478402.437500 Penalty: 4127.787109 Iteration 39Q: 3 clusters Score -478402.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -478403.500000 Penalty: 4127.787109 Iteration 40F: 3 clusters Score -478403.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -478405.750000 Penalty: 4127.787109 Iteration 41Q: 3 clusters Score -478405.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -478407.875000 Penalty: 4127.787109 Iteration 42Q: 3 clusters Score -478407.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -478409.781250 Penalty: 4127.787109 Iteration 43Q: 3 clusters Score -478409.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -478410.062500 Penalty: 4127.787109 Iteration 44Q: 3 clusters Score -478410.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -478410.937500 Penalty: 4127.787109 Iteration 45Q: 3 clusters Score -478410.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -478410.562500 Penalty: 4127.787109 Iteration 46Q: 3 clusters Score -478410.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -478411.687500 Penalty: 4127.787109 Iteration 47Q: 3 clusters Score -478411.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -478411.843750 Penalty: 4127.787109 Iteration 48Q: 3 clusters Score -478411.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -478411.843750 Penalty: 4127.787109 Iteration 49F: 3 clusters Score -478411.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (24421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24421 members Entering Unmasked Estep Score: -2959036.250000 Penalty: 2505.593262 Iteration 0F: 2 clusters Score -2959036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12235 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -2942156.500000 Penalty: 5011.186523 Iteration 0F: 3 clusters Score -2942156 nChanged 10835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 12231 members Entering Unmasked Estep Score: -2948246.250000 Penalty: 5011.186523 Iteration 1F: 3 clusters Score -2948246 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -2949237.500000 Penalty: 5011.186523 Iteration 2F: 3 clusters Score -2949238 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 12949 members Entering Unmasked Estep Score: -2950417.250000 Penalty: 5011.186523 Iteration 3F: 3 clusters Score -2950417 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10624 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -2951632.000000 Penalty: 5011.186523 Iteration 4F: 3 clusters Score -2951632 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -2952929.250000 Penalty: 5011.186523 Iteration 5F: 3 clusters Score -2952929 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -2954274.750000 Penalty: 5011.186523 Iteration 6F: 3 clusters Score -2954275 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 17754 members Entering Unmasked Estep Score: -2955425.750000 Penalty: 5011.186523 Iteration 7F: 3 clusters Score -2955426 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 18941 members Entering Unmasked Estep Score: -2956388.750000 Penalty: 5011.186523 Iteration 8F: 3 clusters Score -2956389 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 19878 members Entering Unmasked Estep Score: -2957086.250000 Penalty: 5011.186523 Iteration 9Q: 3 clusters Score -2957086 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 20587 members Entering Unmasked Estep Score: -2957580.000000 Penalty: 5011.186523 Iteration 10Q: 3 clusters Score -2957580 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 21107 members Entering Unmasked Estep Score: -2957887.500000 Penalty: 5011.186523 Iteration 11Q: 3 clusters Score -2957888 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 21489 members Entering Unmasked Estep Score: -2958068.500000 Penalty: 5011.186523 Iteration 12Q: 3 clusters Score -2958068 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 21788 members Entering Unmasked Estep Score: -2958225.000000 Penalty: 5011.186523 Iteration 13Q: 3 clusters Score -2958225 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 22030 members Entering Unmasked Estep Score: -2958326.750000 Penalty: 5011.186523 Iteration 14Q: 3 clusters Score -2958327 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 22230 members Entering Unmasked Estep Score: -2958402.250000 Penalty: 5011.186523 Iteration 15Q: 3 clusters Score -2958402 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 22403 members Entering Unmasked Estep Score: -2958461.000000 Penalty: 5011.186523 Iteration 16Q: 3 clusters Score -2958461 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 22535 members Entering Unmasked Estep Score: -2958504.750000 Penalty: 5011.186523 Iteration 17Q: 3 clusters Score -2958505 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 22638 members Entering Unmasked Estep Score: -2958540.500000 Penalty: 5011.186523 Iteration 18Q: 3 clusters Score -2958540 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 22734 members Entering Unmasked Estep Score: -2958577.000000 Penalty: 5011.186523 Iteration 19Q: 3 clusters Score -2958577 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 22819 members Entering Unmasked Estep Score: -2958609.750000 Penalty: 5011.186523 Iteration 20F: 3 clusters Score -2958610 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 22880 members Entering Unmasked Estep Score: -2958622.250000 Penalty: 5011.186523 Iteration 21Q: 3 clusters Score -2958622 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 22917 members Entering Unmasked Estep Score: -2958635.500000 Penalty: 5011.186523 Iteration 22Q: 3 clusters Score -2958636 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -2958641.000000 Penalty: 5011.186523 Iteration 23Q: 3 clusters Score -2958641 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 22959 members Entering Unmasked Estep Score: -2958649.500000 Penalty: 5011.186523 Iteration 24Q: 3 clusters Score -2958650 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 22978 members Entering Unmasked Estep Score: -2958654.000000 Penalty: 5011.186523 Iteration 25Q: 3 clusters Score -2958654 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 22991 members Entering Unmasked Estep Score: -2958656.500000 Penalty: 5011.186523 Iteration 26Q: 3 clusters Score -2958656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -2958655.000000 Penalty: 5011.186523 Iteration 27Q: 3 clusters Score -2958655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 23004 members Entering Unmasked Estep Score: -2958654.250000 Penalty: 5011.186523 Iteration 28Q: 3 clusters Score -2958654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 23010 members Entering Unmasked Estep Score: -2958656.500000 Penalty: 5011.186523 Iteration 29Q: 3 clusters Score -2958656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -2958657.250000 Penalty: 5011.186523 Iteration 30Q: 3 clusters Score -2958657 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -2958657.250000 Penalty: 5011.186523 Iteration 31F: 3 clusters Score -2958657 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (157961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157961 members Entering Unmasked Estep Score: -19712232.000000 Penalty: 2968.585693 Iteration 0F: 2 clusters Score -1.971223e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79173 members Mstep: Class 2 contains 78788 members Entering Unmasked Estep Score: -19608554.000000 Penalty: 5937.171387 Iteration 0F: 3 clusters Score -1.960855e+07 nChanged 75483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82110 members Mstep: Class 2 contains 75851 members Entering Unmasked Estep Score: -19652282.000000 Penalty: 5937.171387 Iteration 1F: 3 clusters Score -1.965228e+07 nChanged 4451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83955 members Mstep: Class 2 contains 74006 members Entering Unmasked Estep Score: -19653306.000000 Penalty: 5937.171387 Iteration 2Q: 3 clusters Score -1.965331e+07 nChanged 4817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86710 members Mstep: Class 2 contains 71251 members Entering Unmasked Estep Score: -19654660.000000 Penalty: 5937.171387 Iteration 3Q: 3 clusters Score -1.965466e+07 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90825 members Mstep: Class 2 contains 67136 members Entering Unmasked Estep Score: -19656398.000000 Penalty: 5937.171387 Iteration 4Q: 3 clusters Score -1.96564e+07 nChanged 6827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96790 members Mstep: Class 2 contains 61171 members Entering Unmasked Estep Score: -19659398.000000 Penalty: 5937.171387 Iteration 5Q: 3 clusters Score -1.96594e+07 nChanged 9128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105544 members Mstep: Class 2 contains 52417 members Entering Unmasked Estep Score: -19664596.000000 Penalty: 5937.171387 Iteration 6F: 3 clusters Score -1.96646e+07 nChanged 11965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117361 members Mstep: Class 2 contains 40600 members Entering Unmasked Estep Score: -19673222.000000 Penalty: 5937.171387 Iteration 7F: 3 clusters Score -1.967322e+07 nChanged 13772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131071 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -19685208.000000 Penalty: 5937.171387 Iteration 8F: 3 clusters Score -1.968521e+07 nChanged 12358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143399 members Mstep: Class 2 contains 14562 members Entering Unmasked Estep Score: -19696930.000000 Penalty: 5937.171387 Iteration 9F: 3 clusters Score -1.969693e+07 nChanged 7893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151270 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -19704402.000000 Penalty: 5937.171387 Iteration 10Q: 3 clusters Score -1.97044e+07 nChanged 3800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155050 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -19707614.000000 Penalty: 5937.171387 Iteration 11Q: 3 clusters Score -1.970761e+07 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156448 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -19708784.000000 Penalty: 5937.171387 Iteration 12Q: 3 clusters Score -1.970878e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156990 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -19709264.000000 Penalty: 5937.171387 Iteration 13Q: 3 clusters Score -1.970926e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157216 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -19709444.000000 Penalty: 5937.171387 Iteration 14Q: 3 clusters Score -1.970944e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157324 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -19709604.000000 Penalty: 5937.171387 Iteration 15Q: 3 clusters Score -1.97096e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157378 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -19709664.000000 Penalty: 5937.171387 Iteration 16Q: 3 clusters Score -1.970966e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157400 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -19709668.000000 Penalty: 5937.171387 Iteration 17Q: 3 clusters Score -1.970967e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157419 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -19709690.000000 Penalty: 5937.171387 Iteration 18Q: 3 clusters Score -1.970969e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157429 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -19709730.000000 Penalty: 5937.171387 Iteration 19Q: 3 clusters Score -1.970973e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157432 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -19709732.000000 Penalty: 5937.171387 Iteration 20F: 3 clusters Score -1.970973e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157433 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -19709722.000000 Penalty: 5937.171387 Iteration 21Q: 3 clusters Score -1.970972e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157434 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -19709726.000000 Penalty: 5937.171387 Iteration 22Q: 3 clusters Score -1.970973e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157436 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -19709766.000000 Penalty: 5937.171387 Iteration 23Q: 3 clusters Score -1.970977e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157440 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -19709762.000000 Penalty: 5937.171387 Iteration 24Q: 3 clusters Score -1.970976e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157441 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -19709754.000000 Penalty: 5937.171387 Iteration 25Q: 3 clusters Score -1.970975e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157440 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -19709752.000000 Penalty: 5937.171387 Iteration 26Q: 3 clusters Score -1.970975e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157441 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -19709760.000000 Penalty: 5937.171387 Iteration 27Q: 3 clusters Score -1.970976e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157441 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -19709766.000000 Penalty: 5937.171387 Iteration 28Q: 3 clusters Score -1.970977e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157441 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -19709768.000000 Penalty: 5937.171387 Iteration 29Q: 3 clusters Score -1.970977e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157444 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -19709772.000000 Penalty: 5937.171387 Iteration 30Q: 3 clusters Score -1.970977e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157444 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -19709772.000000 Penalty: 5937.171387 Iteration 31F: 3 clusters Score -1.970977e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -84449.453125 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -84449.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -82759.320312 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -82759.32 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -83159.531250 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -83159.53 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -83400.570312 Penalty: 3318.657715 Iteration 2F: 3 clusters Score -83400.57 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -83660.609375 Penalty: 3318.657715 Iteration 3F: 3 clusters Score -83660.61 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -83811.203125 Penalty: 3318.657715 Iteration 4F: 3 clusters Score -83811.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -83962.414062 Penalty: 3318.657715 Iteration 5Q: 3 clusters Score -83962.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -84195.453125 Penalty: 3318.657715 Iteration 6Q: 3 clusters Score -84195.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -84334.281250 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -84334.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -84472.234375 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -84472.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -84508.937500 Penalty: 3318.657715 Iteration 9Q: 3 clusters Score -84508.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -84541.507812 Penalty: 3318.657715 Iteration 10Q: 3 clusters Score -84541.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -84561.625000 Penalty: 3318.657715 Iteration 11Q: 3 clusters Score -84561.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -84593.484375 Penalty: 3318.657715 Iteration 12Q: 3 clusters Score -84593.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -84617.742188 Penalty: 3318.657715 Iteration 13Q: 3 clusters Score -84617.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -84632.453125 Penalty: 3318.657715 Iteration 14Q: 3 clusters Score -84632.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -84647.890625 Penalty: 3318.657715 Iteration 15Q: 3 clusters Score -84647.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -84664.140625 Penalty: 3318.657715 Iteration 16Q: 3 clusters Score -84664.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -84667.015625 Penalty: 3318.657715 Iteration 17Q: 3 clusters Score -84667.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -84670.546875 Penalty: 3318.657715 Iteration 18Q: 3 clusters Score -84670.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -84675.703125 Penalty: 3318.657715 Iteration 19Q: 3 clusters Score -84675.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -84678.953125 Penalty: 3318.657715 Iteration 20F: 3 clusters Score -84678.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -84680.757812 Penalty: 3318.657715 Iteration 21Q: 3 clusters Score -84680.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -84680.757812 Penalty: 3318.657715 Iteration 22F: 3 clusters Score -84680.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4340 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59965 members Mstep: Class 5 contains 16643 members Mstep: Class 6 contains 4314 members Mstep: Class 7 contains 9414 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23150 members Mstep: Class 10 contains 12582 members Mstep: Class 11 contains 42828 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 7472 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40638 members Mstep: Class 16 contains 4114 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 157961 members Mstep: Class 19 contains 311 members Mstep: Class 20 contains 8783 members Mstep: Class 21 contains 3977 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Mstep: Class 25 contains 494 members Entering Unmasked Estep Score: -52028252.000000 Penalty: 80461.242188 Splitting cluster 19 changes total score from -52029708.000000 to -52028252.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (8783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Entering Unmasked Estep Score: -1027330.375000 Penalty: 2251.982178 Iteration 0F: 2 clusters Score -1027330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1020398.312500 Penalty: 4503.964355 Iteration 0F: 3 clusters Score -1020398 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1022332.937500 Penalty: 4503.964355 Iteration 1F: 3 clusters Score -1022333 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1022725.875000 Penalty: 4503.964355 Iteration 2F: 3 clusters Score -1022726 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1023098.750000 Penalty: 4503.964355 Iteration 3F: 3 clusters Score -1023099 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1023437.125000 Penalty: 4503.964355 Iteration 4F: 3 clusters Score -1023437 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1023744.000000 Penalty: 4503.964355 Iteration 5F: 3 clusters Score -1023744 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -1024016.125000 Penalty: 4503.964355 Iteration 6Q: 3 clusters Score -1024016 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1024302.937500 Penalty: 4503.964355 Iteration 7Q: 3 clusters Score -1024303 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1024594.500000 Penalty: 4503.964355 Iteration 8Q: 3 clusters Score -1024594 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1024835.750000 Penalty: 4503.964355 Iteration 9Q: 3 clusters Score -1024836 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1025038.937500 Penalty: 4503.964355 Iteration 10Q: 3 clusters Score -1025039 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1025205.750000 Penalty: 4503.964355 Iteration 11Q: 3 clusters Score -1025206 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1025329.062500 Penalty: 4503.964355 Iteration 12Q: 3 clusters Score -1025329 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -1025427.312500 Penalty: 4503.964355 Iteration 13Q: 3 clusters Score -1025427 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1025506.375000 Penalty: 4503.964355 Iteration 14Q: 3 clusters Score -1025506 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1025577.125000 Penalty: 4503.964355 Iteration 15Q: 3 clusters Score -1025577 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -1025625.062500 Penalty: 4503.964355 Iteration 16Q: 3 clusters Score -1025625 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -1025664.812500 Penalty: 4503.964355 Iteration 17Q: 3 clusters Score -1025665 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -1025695.312500 Penalty: 4503.964355 Iteration 18Q: 3 clusters Score -1025695 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -1025711.437500 Penalty: 4503.964355 Iteration 19Q: 3 clusters Score -1025711 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -1025727.625000 Penalty: 4503.964355 Iteration 20F: 3 clusters Score -1025728 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1025739.187500 Penalty: 4503.964355 Iteration 21Q: 3 clusters Score -1025739 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -1025742.312500 Penalty: 4503.964355 Iteration 22Q: 3 clusters Score -1025742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1025749.312500 Penalty: 4503.964355 Iteration 23Q: 3 clusters Score -1025749 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1025749.062500 Penalty: 4503.964355 Iteration 24Q: 3 clusters Score -1025749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1025749.062500 Penalty: 4503.964355 Iteration 25F: 3 clusters Score -1025749 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Entering Unmasked Estep Score: -481240.562500 Penalty: 2055.494385 Iteration 0F: 2 clusters Score -481240.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -477325.687500 Penalty: 4110.988770 Iteration 0F: 3 clusters Score -477325.7 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -478218.875000 Penalty: 4110.988770 Iteration 1F: 3 clusters Score -478218.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -478408.437500 Penalty: 4110.988770 Iteration 2F: 3 clusters Score -478408.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -478542.531250 Penalty: 4110.988770 Iteration 3Q: 3 clusters Score -478542.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -478629.937500 Penalty: 4110.988770 Iteration 4Q: 3 clusters Score -478629.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -478697.500000 Penalty: 4110.988770 Iteration 5Q: 3 clusters Score -478697.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -478738.968750 Penalty: 4110.988770 Iteration 6Q: 3 clusters Score -478739 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -478769.500000 Penalty: 4110.988770 Iteration 7Q: 3 clusters Score -478769.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -478796.687500 Penalty: 4110.988770 Iteration 8Q: 3 clusters Score -478796.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478816.000000 Penalty: 4110.988770 Iteration 9Q: 3 clusters Score -478816 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -478834.000000 Penalty: 4110.988770 Iteration 10Q: 3 clusters Score -478834 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -478853.437500 Penalty: 4110.988770 Iteration 11Q: 3 clusters Score -478853.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -478864.812500 Penalty: 4110.988770 Iteration 12Q: 3 clusters Score -478864.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -478872.687500 Penalty: 4110.988770 Iteration 13Q: 3 clusters Score -478872.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -478877.406250 Penalty: 4110.988770 Iteration 14Q: 3 clusters Score -478877.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -478878.718750 Penalty: 4110.988770 Iteration 15Q: 3 clusters Score -478878.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -478882.656250 Penalty: 4110.988770 Iteration 16Q: 3 clusters Score -478882.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -478883.812500 Penalty: 4110.988770 Iteration 17Q: 3 clusters Score -478883.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478883.906250 Penalty: 4110.988770 Iteration 18Q: 3 clusters Score -478883.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -478885.593750 Penalty: 4110.988770 Iteration 19Q: 3 clusters Score -478885.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -478888.687500 Penalty: 4110.988770 Iteration 20F: 3 clusters Score -478888.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -478892.343750 Penalty: 4110.988770 Iteration 21Q: 3 clusters Score -478892.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -478896.125000 Penalty: 4110.988770 Iteration 22Q: 3 clusters Score -478896.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -478897.093750 Penalty: 4110.988770 Iteration 23Q: 3 clusters Score -478897.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -478900.218750 Penalty: 4110.988770 Iteration 24Q: 3 clusters Score -478900.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -478904.281250 Penalty: 4110.988770 Iteration 25Q: 3 clusters Score -478904.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478908.875000 Penalty: 4110.988770 Iteration 26Q: 3 clusters Score -478908.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478913.781250 Penalty: 4110.988770 Iteration 27Q: 3 clusters Score -478913.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -478920.656250 Penalty: 4110.988770 Iteration 28Q: 3 clusters Score -478920.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -478929.656250 Penalty: 4110.988770 Iteration 29Q: 3 clusters Score -478929.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -478931.375000 Penalty: 4110.988770 Iteration 30Q: 3 clusters Score -478931.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -478935.125000 Penalty: 4110.988770 Iteration 31Q: 3 clusters Score -478935.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -478937.281250 Penalty: 4110.988770 Iteration 32Q: 3 clusters Score -478937.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -478938.406250 Penalty: 4110.988770 Iteration 33Q: 3 clusters Score -478938.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478940.531250 Penalty: 4110.988770 Iteration 34Q: 3 clusters Score -478940.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478941.250000 Penalty: 4110.988770 Iteration 35Q: 3 clusters Score -478941.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -478943.625000 Penalty: 4110.988770 Iteration 36Q: 3 clusters Score -478943.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -478945.718750 Penalty: 4110.988770 Iteration 37Q: 3 clusters Score -478945.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -478947.906250 Penalty: 4110.988770 Iteration 38Q: 3 clusters Score -478947.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -478952.093750 Penalty: 4110.988770 Iteration 39Q: 3 clusters Score -478952.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478954.218750 Penalty: 4110.988770 Iteration 40F: 3 clusters Score -478954.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478957.218750 Penalty: 4110.988770 Iteration 41Q: 3 clusters Score -478957.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478958.343750 Penalty: 4110.988770 Iteration 42Q: 3 clusters Score -478958.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478958.531250 Penalty: 4110.988770 Iteration 43Q: 3 clusters Score -478958.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478961.968750 Penalty: 4110.988770 Iteration 44Q: 3 clusters Score -478962 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -478964.812500 Penalty: 4110.988770 Iteration 45Q: 3 clusters Score -478964.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478967.218750 Penalty: 4110.988770 Iteration 46Q: 3 clusters Score -478967.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478969.531250 Penalty: 4110.988770 Iteration 47Q: 3 clusters Score -478969.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478969.250000 Penalty: 4110.988770 Iteration 48Q: 3 clusters Score -478969.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -478969.250000 Penalty: 4110.988770 Iteration 49F: 3 clusters Score -478969.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Entering Unmasked Estep Score: -121282.812500 Penalty: 1719.730469 Iteration 0F: 2 clusters Score -121282.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -119340.054688 Penalty: 3439.460938 Iteration 0F: 3 clusters Score -119340.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -119686.484375 Penalty: 3439.460938 Iteration 1F: 3 clusters Score -119686.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -119798.726562 Penalty: 3439.460938 Iteration 2F: 3 clusters Score -119798.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -119866.273438 Penalty: 3439.460938 Iteration 3Q: 3 clusters Score -119866.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -119949.468750 Penalty: 3439.460938 Iteration 4Q: 3 clusters Score -119949.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -120031.929688 Penalty: 3439.460938 Iteration 5Q: 3 clusters Score -120031.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -120070.882812 Penalty: 3439.460938 Iteration 6Q: 3 clusters Score -120070.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -120094.875000 Penalty: 3439.460938 Iteration 7Q: 3 clusters Score -120094.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -120120.234375 Penalty: 3439.460938 Iteration 8Q: 3 clusters Score -120120.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -120147.390625 Penalty: 3439.460938 Iteration 9Q: 3 clusters Score -120147.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -120163.570312 Penalty: 3439.460938 Iteration 10Q: 3 clusters Score -120163.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -120193.156250 Penalty: 3439.460938 Iteration 11Q: 3 clusters Score -120193.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -120203.468750 Penalty: 3439.460938 Iteration 12Q: 3 clusters Score -120203.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -120213.757812 Penalty: 3439.460938 Iteration 13Q: 3 clusters Score -120213.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -120221.179688 Penalty: 3439.460938 Iteration 14Q: 3 clusters Score -120221.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -120233.718750 Penalty: 3439.460938 Iteration 15Q: 3 clusters Score -120233.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -120250.234375 Penalty: 3439.460938 Iteration 16Q: 3 clusters Score -120250.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -120258.046875 Penalty: 3439.460938 Iteration 17Q: 3 clusters Score -120258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -120264.687500 Penalty: 3439.460938 Iteration 18Q: 3 clusters Score -120264.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -120270.625000 Penalty: 3439.460938 Iteration 19Q: 3 clusters Score -120270.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -120285.859375 Penalty: 3439.460938 Iteration 20F: 3 clusters Score -120285.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -120304.640625 Penalty: 3439.460938 Iteration 21Q: 3 clusters Score -120304.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -120335.343750 Penalty: 3439.460938 Iteration 22Q: 3 clusters Score -120335.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -120363.031250 Penalty: 3439.460938 Iteration 23Q: 3 clusters Score -120363 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -120405.179688 Penalty: 3439.460938 Iteration 24Q: 3 clusters Score -120405.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -120427.296875 Penalty: 3439.460938 Iteration 25Q: 3 clusters Score -120427.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -120433.656250 Penalty: 3439.460938 Iteration 26Q: 3 clusters Score -120433.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -120438.460938 Penalty: 3439.460938 Iteration 27Q: 3 clusters Score -120438.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -120443.023438 Penalty: 3439.460938 Iteration 28Q: 3 clusters Score -120443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -120444.906250 Penalty: 3439.460938 Iteration 29Q: 3 clusters Score -120444.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -120445.984375 Penalty: 3439.460938 Iteration 30Q: 3 clusters Score -120446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -120449.851562 Penalty: 3439.460938 Iteration 31Q: 3 clusters Score -120449.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -120450.710938 Penalty: 3439.460938 Iteration 32Q: 3 clusters Score -120450.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -120451.523438 Penalty: 3439.460938 Iteration 33Q: 3 clusters Score -120451.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -120454.312500 Penalty: 3439.460938 Iteration 34Q: 3 clusters Score -120454.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -120456.007812 Penalty: 3439.460938 Iteration 35Q: 3 clusters Score -120456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -120456.007812 Penalty: 3439.460938 Iteration 36F: 3 clusters Score -120456 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Entering Unmasked Estep Score: -135610.562500 Penalty: 1743.213745 Iteration 0F: 2 clusters Score -135610.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -133548.390625 Penalty: 3486.427490 Iteration 0F: 3 clusters Score -133548.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -133842.031250 Penalty: 3486.427490 Iteration 1F: 3 clusters Score -133842 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -133944.000000 Penalty: 3486.427490 Iteration 2F: 3 clusters Score -133944 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -133987.906250 Penalty: 3486.427490 Iteration 3Q: 3 clusters Score -133987.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -134016.062500 Penalty: 3486.427490 Iteration 4Q: 3 clusters Score -134016.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -134024.890625 Penalty: 3486.427490 Iteration 5Q: 3 clusters Score -134024.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -134033.515625 Penalty: 3486.427490 Iteration 6Q: 3 clusters Score -134033.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -134042.843750 Penalty: 3486.427490 Iteration 7Q: 3 clusters Score -134042.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -134049.718750 Penalty: 3486.427490 Iteration 8Q: 3 clusters Score -134049.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -134052.875000 Penalty: 3486.427490 Iteration 9Q: 3 clusters Score -134052.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -134054.046875 Penalty: 3486.427490 Iteration 10Q: 3 clusters Score -134054 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -134054.625000 Penalty: 3486.427490 Iteration 11Q: 3 clusters Score -134054.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -134054.625000 Penalty: 3486.427490 Iteration 12F: 3 clusters Score -134054.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Entering Unmasked Estep Score: -87187.601562 Penalty: 1671.061768 Iteration 0F: 2 clusters Score -87187.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -85444.273438 Penalty: 3342.123535 Iteration 0F: 3 clusters Score -85444.27 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -85849.843750 Penalty: 3342.123535 Iteration 1F: 3 clusters Score -85849.84 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -86056.781250 Penalty: 3342.123535 Iteration 2F: 3 clusters Score -86056.78 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -86277.523438 Penalty: 3342.123535 Iteration 3F: 3 clusters Score -86277.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -86499.546875 Penalty: 3342.123535 Iteration 4F: 3 clusters Score -86499.55 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -86703.906250 Penalty: 3342.123535 Iteration 5Q: 3 clusters Score -86703.91 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -86895.359375 Penalty: 3342.123535 Iteration 6Q: 3 clusters Score -86895.36 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -87015.718750 Penalty: 3342.123535 Iteration 7Q: 3 clusters Score -87015.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -87079.140625 Penalty: 3342.123535 Iteration 8Q: 3 clusters Score -87079.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -87130.945312 Penalty: 3342.123535 Iteration 9Q: 3 clusters Score -87130.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -87145.812500 Penalty: 3342.123535 Iteration 10Q: 3 clusters Score -87145.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -87147.367188 Penalty: 3342.123535 Iteration 11Q: 3 clusters Score -87147.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -87149.679688 Penalty: 3342.123535 Iteration 12Q: 3 clusters Score -87149.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -87149.679688 Penalty: 3342.123535 Iteration 13F: 3 clusters Score -87149.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4340 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59965 members Mstep: Class 5 contains 16643 members Mstep: Class 6 contains 4314 members Mstep: Class 7 contains 9414 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23150 members Mstep: Class 10 contains 12582 members Mstep: Class 11 contains 42828 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 7472 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40638 members Mstep: Class 16 contains 4114 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 157961 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8783 members Mstep: Class 21 contains 3977 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029672.000000 Penalty: 77242.789062 Iteration 79Q: 25 clusters Score -5.202967e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4342 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59952 members Mstep: Class 5 contains 16598 members Mstep: Class 6 contains 4307 members Mstep: Class 7 contains 9351 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23317 members Mstep: Class 10 contains 12593 members Mstep: Class 11 contains 42822 members Mstep: Class 12 contains 2176 members Mstep: Class 13 contains 7480 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40646 members Mstep: Class 16 contains 4119 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 157894 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8781 members Mstep: Class 21 contains 3978 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029692.000000 Penalty: 77242.789062 Iteration 80F: 25 clusters Score -5.202969e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4346 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59950 members Mstep: Class 5 contains 16552 members Mstep: Class 6 contains 4297 members Mstep: Class 7 contains 9276 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23481 members Mstep: Class 10 contains 12600 members Mstep: Class 11 contains 42817 members Mstep: Class 12 contains 2172 members Mstep: Class 13 contains 7488 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40653 members Mstep: Class 16 contains 4131 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 157831 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8777 members Mstep: Class 21 contains 3980 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029816.000000 Penalty: 77242.789062 Iteration 81Q: 25 clusters Score -5.202982e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 4353 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59926 members Mstep: Class 5 contains 16511 members Mstep: Class 6 contains 4289 members Mstep: Class 7 contains 9204 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23645 members Mstep: Class 10 contains 12603 members Mstep: Class 11 contains 42814 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 7498 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40665 members Mstep: Class 16 contains 4145 members Mstep: Class 17 contains 24420 members Mstep: Class 18 contains 157764 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8772 members Mstep: Class 21 contains 3990 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029876.000000 Penalty: 77242.789062 Iteration 82Q: 25 clusters Score -5.202988e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 4355 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59903 members Mstep: Class 5 contains 16463 members Mstep: Class 6 contains 4289 members Mstep: Class 7 contains 9132 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23803 members Mstep: Class 10 contains 12609 members Mstep: Class 11 contains 42810 members Mstep: Class 12 contains 2163 members Mstep: Class 13 contains 7502 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40674 members Mstep: Class 16 contains 4149 members Mstep: Class 17 contains 24421 members Mstep: Class 18 contains 157717 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8770 members Mstep: Class 21 contains 3995 members Mstep: Class 22 contains 1027 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52030000.000000 Penalty: 77242.789062 Iteration 83Q: 25 clusters Score -5.203e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 4360 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59878 members Mstep: Class 5 contains 16400 members Mstep: Class 6 contains 4294 members Mstep: Class 7 contains 9059 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 23972 members Mstep: Class 10 contains 12615 members Mstep: Class 11 contains 42807 members Mstep: Class 12 contains 2159 members Mstep: Class 13 contains 7504 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40688 members Mstep: Class 16 contains 4163 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 157653 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8769 members Mstep: Class 21 contains 4003 members Mstep: Class 22 contains 1028 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52029988.000000 Penalty: 77242.789062 Iteration 84Q: 25 clusters Score -5.202999e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 4362 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59862 members Mstep: Class 5 contains 16335 members Mstep: Class 6 contains 4295 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24120 members Mstep: Class 10 contains 12619 members Mstep: Class 11 contains 42806 members Mstep: Class 12 contains 2158 members Mstep: Class 13 contains 7507 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40698 members Mstep: Class 16 contains 4168 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 157613 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8762 members Mstep: Class 21 contains 4007 members Mstep: Class 22 contains 1029 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52030012.000000 Penalty: 77242.789062 Iteration 85Q: 25 clusters Score -5.203001e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 4371 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59840 members Mstep: Class 5 contains 16291 members Mstep: Class 6 contains 4288 members Mstep: Class 7 contains 8942 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24271 members Mstep: Class 10 contains 12627 members Mstep: Class 11 contains 42802 members Mstep: Class 12 contains 2152 members Mstep: Class 13 contains 7513 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40702 members Mstep: Class 16 contains 4177 members Mstep: Class 17 contains 24422 members Mstep: Class 18 contains 157574 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8755 members Mstep: Class 21 contains 4006 members Mstep: Class 22 contains 1031 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52030036.000000 Penalty: 77242.789062 Iteration 86Q: 25 clusters Score -5.203004e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 4378 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59820 members Mstep: Class 5 contains 16239 members Mstep: Class 6 contains 4285 members Mstep: Class 7 contains 8883 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24398 members Mstep: Class 10 contains 12633 members Mstep: Class 11 contains 42799 members Mstep: Class 12 contains 2141 members Mstep: Class 13 contains 7524 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40711 members Mstep: Class 16 contains 4199 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 157530 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8750 members Mstep: Class 21 contains 4007 members Mstep: Class 22 contains 1032 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52030324.000000 Penalty: 77242.789062 Iteration 87Q: 25 clusters Score -5.203032e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4387 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59812 members Mstep: Class 5 contains 16192 members Mstep: Class 6 contains 4280 members Mstep: Class 7 contains 8815 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24544 members Mstep: Class 10 contains 12638 members Mstep: Class 11 contains 42795 members Mstep: Class 12 contains 2123 members Mstep: Class 13 contains 7535 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40737 members Mstep: Class 16 contains 4206 members Mstep: Class 17 contains 24423 members Mstep: Class 18 contains 157469 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8743 members Mstep: Class 21 contains 4010 members Mstep: Class 22 contains 1032 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52030500.000000 Penalty: 77242.789062 Iteration 88Q: 25 clusters Score -5.20305e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 4399 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59795 members Mstep: Class 5 contains 16175 members Mstep: Class 6 contains 4281 members Mstep: Class 7 contains 8739 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24667 members Mstep: Class 10 contains 12647 members Mstep: Class 11 contains 42789 members Mstep: Class 12 contains 2102 members Mstep: Class 13 contains 7540 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40775 members Mstep: Class 16 contains 4212 members Mstep: Class 17 contains 24420 members Mstep: Class 18 contains 157405 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8729 members Mstep: Class 21 contains 4015 members Mstep: Class 22 contains 1034 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52030664.000000 Penalty: 77242.789062 Iteration 89Q: 25 clusters Score -5.203066e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 4409 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59791 members Mstep: Class 5 contains 16138 members Mstep: Class 6 contains 4280 members Mstep: Class 7 contains 8684 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24782 members Mstep: Class 10 contains 12655 members Mstep: Class 11 contains 42786 members Mstep: Class 12 contains 2114 members Mstep: Class 13 contains 7542 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40802 members Mstep: Class 16 contains 4219 members Mstep: Class 17 contains 24419 members Mstep: Class 18 contains 157332 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 4018 members Mstep: Class 22 contains 1035 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031004.000000 Penalty: 77242.789062 Iteration 90Q: 25 clusters Score -5.2031e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4419 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59777 members Mstep: Class 5 contains 16079 members Mstep: Class 6 contains 4278 members Mstep: Class 7 contains 8634 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 24915 members Mstep: Class 10 contains 12662 members Mstep: Class 11 contains 42783 members Mstep: Class 12 contains 2151 members Mstep: Class 13 contains 7544 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40818 members Mstep: Class 16 contains 4229 members Mstep: Class 17 contains 24419 members Mstep: Class 18 contains 157253 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8683 members Mstep: Class 21 contains 4024 members Mstep: Class 22 contains 1036 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031232.000000 Penalty: 77242.789062 Iteration 91Q: 25 clusters Score -5.203123e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4427 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59763 members Mstep: Class 5 contains 16020 members Mstep: Class 6 contains 4275 members Mstep: Class 7 contains 8582 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25027 members Mstep: Class 10 contains 12668 members Mstep: Class 11 contains 42781 members Mstep: Class 12 contains 2200 members Mstep: Class 13 contains 7536 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40848 members Mstep: Class 16 contains 4242 members Mstep: Class 17 contains 24417 members Mstep: Class 18 contains 157194 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8661 members Mstep: Class 21 contains 4026 members Mstep: Class 22 contains 1037 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031124.000000 Penalty: 77242.789062 Iteration 92Q: 25 clusters Score -5.203112e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4439 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59762 members Mstep: Class 5 contains 15966 members Mstep: Class 6 contains 4272 members Mstep: Class 7 contains 8541 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25128 members Mstep: Class 10 contains 12672 members Mstep: Class 11 contains 42781 members Mstep: Class 12 contains 2236 members Mstep: Class 13 contains 7539 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40858 members Mstep: Class 16 contains 4244 members Mstep: Class 17 contains 24414 members Mstep: Class 18 contains 157147 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8638 members Mstep: Class 21 contains 4028 members Mstep: Class 22 contains 1038 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031176.000000 Penalty: 77242.789062 Iteration 93Q: 25 clusters Score -5.203118e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4448 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59751 members Mstep: Class 5 contains 15909 members Mstep: Class 6 contains 4275 members Mstep: Class 7 contains 8511 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25216 members Mstep: Class 10 contains 12676 members Mstep: Class 11 contains 42781 members Mstep: Class 12 contains 2260 members Mstep: Class 13 contains 7549 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40855 members Mstep: Class 16 contains 4258 members Mstep: Class 17 contains 24411 members Mstep: Class 18 contains 157115 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8620 members Mstep: Class 21 contains 4029 members Mstep: Class 22 contains 1039 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031160.000000 Penalty: 77242.789062 Iteration 94Q: 25 clusters Score -5.203116e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4454 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59753 members Mstep: Class 5 contains 15839 members Mstep: Class 6 contains 4270 members Mstep: Class 7 contains 8482 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25318 members Mstep: Class 10 contains 12684 members Mstep: Class 11 contains 42780 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 7548 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40862 members Mstep: Class 16 contains 4269 members Mstep: Class 17 contains 24408 members Mstep: Class 18 contains 157083 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8598 members Mstep: Class 21 contains 4032 members Mstep: Class 22 contains 1040 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031104.000000 Penalty: 77242.789062 Iteration 95Q: 25 clusters Score -5.20311e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4460 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59746 members Mstep: Class 5 contains 15792 members Mstep: Class 6 contains 4270 members Mstep: Class 7 contains 8460 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25396 members Mstep: Class 10 contains 12687 members Mstep: Class 11 contains 42779 members Mstep: Class 12 contains 2302 members Mstep: Class 13 contains 7545 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40868 members Mstep: Class 16 contains 4280 members Mstep: Class 17 contains 24406 members Mstep: Class 18 contains 157056 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8578 members Mstep: Class 21 contains 4035 members Mstep: Class 22 contains 1042 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031064.000000 Penalty: 77242.789062 Iteration 96Q: 25 clusters Score -5.203106e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4466 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59741 members Mstep: Class 5 contains 15750 members Mstep: Class 6 contains 4270 members Mstep: Class 7 contains 8439 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25471 members Mstep: Class 10 contains 12691 members Mstep: Class 11 contains 42777 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 7545 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40872 members Mstep: Class 16 contains 4286 members Mstep: Class 17 contains 24405 members Mstep: Class 18 contains 157029 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8562 members Mstep: Class 21 contains 4036 members Mstep: Class 22 contains 1042 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031120.000000 Penalty: 77242.789062 Iteration 97Q: 25 clusters Score -5.203112e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4468 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59735 members Mstep: Class 5 contains 15707 members Mstep: Class 6 contains 4269 members Mstep: Class 7 contains 8419 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25544 members Mstep: Class 10 contains 12696 members Mstep: Class 11 contains 42773 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 7550 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40880 members Mstep: Class 16 contains 4287 members Mstep: Class 17 contains 24403 members Mstep: Class 18 contains 157000 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8550 members Mstep: Class 21 contains 4038 members Mstep: Class 22 contains 1044 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031076.000000 Penalty: 77242.789062 Iteration 98Q: 25 clusters Score -5.203108e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4466 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59728 members Mstep: Class 5 contains 15672 members Mstep: Class 6 contains 4265 members Mstep: Class 7 contains 8400 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25624 members Mstep: Class 10 contains 12701 members Mstep: Class 11 contains 42771 members Mstep: Class 12 contains 2355 members Mstep: Class 13 contains 7551 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40889 members Mstep: Class 16 contains 4293 members Mstep: Class 17 contains 24404 members Mstep: Class 18 contains 156958 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8540 members Mstep: Class 21 contains 4038 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031080.000000 Penalty: 77242.789062 Iteration 99Q: 25 clusters Score -5.203108e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 4473 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59717 members Mstep: Class 5 contains 15631 members Mstep: Class 6 contains 4259 members Mstep: Class 7 contains 8386 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25696 members Mstep: Class 10 contains 12703 members Mstep: Class 11 contains 42770 members Mstep: Class 12 contains 2368 members Mstep: Class 13 contains 7549 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40898 members Mstep: Class 16 contains 4299 members Mstep: Class 17 contains 24406 members Mstep: Class 18 contains 156926 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8531 members Mstep: Class 21 contains 4042 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031196.000000 Penalty: 77242.789062 Iteration 100F: 25 clusters Score -5.20312e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4480 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59707 members Mstep: Class 5 contains 15586 members Mstep: Class 6 contains 4255 members Mstep: Class 7 contains 8374 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25758 members Mstep: Class 10 contains 12704 members Mstep: Class 11 contains 42769 members Mstep: Class 12 contains 2376 members Mstep: Class 13 contains 7553 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40909 members Mstep: Class 16 contains 4304 members Mstep: Class 17 contains 24405 members Mstep: Class 18 contains 156907 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8527 members Mstep: Class 21 contains 4041 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031200.000000 Penalty: 77242.789062 Iteration 101Q: 25 clusters Score -5.20312e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4481 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59703 members Mstep: Class 5 contains 15547 members Mstep: Class 6 contains 4252 members Mstep: Class 7 contains 8368 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25806 members Mstep: Class 10 contains 12708 members Mstep: Class 11 contains 42763 members Mstep: Class 12 contains 2382 members Mstep: Class 13 contains 7560 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40928 members Mstep: Class 16 contains 4305 members Mstep: Class 17 contains 24405 members Mstep: Class 18 contains 156886 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8516 members Mstep: Class 21 contains 4045 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031296.000000 Penalty: 77242.789062 Iteration 102Q: 25 clusters Score -5.20313e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4483 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59699 members Mstep: Class 5 contains 15506 members Mstep: Class 6 contains 4248 members Mstep: Class 7 contains 8363 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25858 members Mstep: Class 10 contains 12716 members Mstep: Class 11 contains 42759 members Mstep: Class 12 contains 2388 members Mstep: Class 13 contains 7561 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40934 members Mstep: Class 16 contains 4308 members Mstep: Class 17 contains 24405 members Mstep: Class 18 contains 156875 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8505 members Mstep: Class 21 contains 4047 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031276.000000 Penalty: 77242.789062 Iteration 103Q: 25 clusters Score -5.203128e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4483 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59696 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 4250 members Mstep: Class 7 contains 8360 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25909 members Mstep: Class 10 contains 12725 members Mstep: Class 11 contains 42753 members Mstep: Class 12 contains 2395 members Mstep: Class 13 contains 7562 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40942 members Mstep: Class 16 contains 4310 members Mstep: Class 17 contains 24404 members Mstep: Class 18 contains 156858 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8497 members Mstep: Class 21 contains 4049 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031280.000000 Penalty: 77242.789062 Iteration 104Q: 25 clusters Score -5.203128e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4489 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59698 members Mstep: Class 5 contains 15429 members Mstep: Class 6 contains 4250 members Mstep: Class 7 contains 8356 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25954 members Mstep: Class 10 contains 12733 members Mstep: Class 11 contains 42749 members Mstep: Class 12 contains 2401 members Mstep: Class 13 contains 7563 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40949 members Mstep: Class 16 contains 4309 members Mstep: Class 17 contains 24404 members Mstep: Class 18 contains 156842 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8480 members Mstep: Class 21 contains 4049 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031284.000000 Penalty: 77242.789062 Iteration 105Q: 25 clusters Score -5.203128e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4493 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59693 members Mstep: Class 5 contains 15398 members Mstep: Class 6 contains 4248 members Mstep: Class 7 contains 8353 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 25996 members Mstep: Class 10 contains 12738 members Mstep: Class 11 contains 42748 members Mstep: Class 12 contains 2406 members Mstep: Class 13 contains 7567 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40953 members Mstep: Class 16 contains 4316 members Mstep: Class 17 contains 24405 members Mstep: Class 18 contains 156824 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8466 members Mstep: Class 21 contains 4051 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031316.000000 Penalty: 77242.789062 Iteration 106Q: 25 clusters Score -5.203132e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4497 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59685 members Mstep: Class 5 contains 15364 members Mstep: Class 6 contains 4247 members Mstep: Class 7 contains 8351 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26030 members Mstep: Class 10 contains 12740 members Mstep: Class 11 contains 42748 members Mstep: Class 12 contains 2406 members Mstep: Class 13 contains 7570 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40963 members Mstep: Class 16 contains 4324 members Mstep: Class 17 contains 24403 members Mstep: Class 18 contains 156816 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8458 members Mstep: Class 21 contains 4053 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031304.000000 Penalty: 77242.789062 Iteration 107Q: 25 clusters Score -5.20313e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4505 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59683 members Mstep: Class 5 contains 15333 members Mstep: Class 6 contains 4246 members Mstep: Class 7 contains 8348 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26068 members Mstep: Class 10 contains 12745 members Mstep: Class 11 contains 42747 members Mstep: Class 12 contains 2406 members Mstep: Class 13 contains 7573 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40971 members Mstep: Class 16 contains 4324 members Mstep: Class 17 contains 24403 members Mstep: Class 18 contains 156794 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8449 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031356.000000 Penalty: 77242.789062 Iteration 108Q: 25 clusters Score -5.203136e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4518 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59684 members Mstep: Class 5 contains 15301 members Mstep: Class 6 contains 4242 members Mstep: Class 7 contains 8346 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26106 members Mstep: Class 10 contains 12747 members Mstep: Class 11 contains 42745 members Mstep: Class 12 contains 2406 members Mstep: Class 13 contains 7575 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40974 members Mstep: Class 16 contains 4329 members Mstep: Class 17 contains 24401 members Mstep: Class 18 contains 156774 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8446 members Mstep: Class 21 contains 4061 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031340.000000 Penalty: 77242.789062 Iteration 109Q: 25 clusters Score -5.203134e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4523 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59679 members Mstep: Class 5 contains 15275 members Mstep: Class 6 contains 4243 members Mstep: Class 7 contains 8345 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26131 members Mstep: Class 10 contains 12750 members Mstep: Class 11 contains 42742 members Mstep: Class 12 contains 2407 members Mstep: Class 13 contains 7577 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40974 members Mstep: Class 16 contains 4333 members Mstep: Class 17 contains 24402 members Mstep: Class 18 contains 156765 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8446 members Mstep: Class 21 contains 4063 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031440.000000 Penalty: 77242.789062 Iteration 110Q: 25 clusters Score -5.203144e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4526 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59680 members Mstep: Class 5 contains 15253 members Mstep: Class 6 contains 4245 members Mstep: Class 7 contains 8343 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26156 members Mstep: Class 10 contains 12752 members Mstep: Class 11 contains 42739 members Mstep: Class 12 contains 2407 members Mstep: Class 13 contains 7581 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40977 members Mstep: Class 16 contains 4331 members Mstep: Class 17 contains 24401 members Mstep: Class 18 contains 156750 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8449 members Mstep: Class 21 contains 4065 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031440.000000 Penalty: 77242.789062 Iteration 111Q: 25 clusters Score -5.203144e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4534 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59681 members Mstep: Class 5 contains 15230 members Mstep: Class 6 contains 4242 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26176 members Mstep: Class 10 contains 12757 members Mstep: Class 11 contains 42735 members Mstep: Class 12 contains 2407 members Mstep: Class 13 contains 7580 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40982 members Mstep: Class 16 contains 4333 members Mstep: Class 17 contains 24401 members Mstep: Class 18 contains 156740 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8451 members Mstep: Class 21 contains 4067 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031480.000000 Penalty: 77242.789062 Iteration 112Q: 25 clusters Score -5.203148e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4538 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59679 members Mstep: Class 5 contains 15204 members Mstep: Class 6 contains 4244 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26197 members Mstep: Class 10 contains 12762 members Mstep: Class 11 contains 42730 members Mstep: Class 12 contains 2408 members Mstep: Class 13 contains 7579 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40983 members Mstep: Class 16 contains 4332 members Mstep: Class 17 contains 24400 members Mstep: Class 18 contains 156743 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8447 members Mstep: Class 21 contains 4070 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031396.000000 Penalty: 77242.789062 Iteration 113Q: 25 clusters Score -5.20314e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4541 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59673 members Mstep: Class 5 contains 15183 members Mstep: Class 6 contains 4244 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26222 members Mstep: Class 10 contains 12764 members Mstep: Class 11 contains 42730 members Mstep: Class 12 contains 2409 members Mstep: Class 13 contains 7579 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40986 members Mstep: Class 16 contains 4336 members Mstep: Class 17 contains 24398 members Mstep: Class 18 contains 156736 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8441 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031280.000000 Penalty: 77242.789062 Iteration 114Q: 25 clusters Score -5.203128e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4545 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59670 members Mstep: Class 5 contains 15170 members Mstep: Class 6 contains 4240 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26239 members Mstep: Class 10 contains 12769 members Mstep: Class 11 contains 42728 members Mstep: Class 12 contains 2410 members Mstep: Class 13 contains 7583 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40989 members Mstep: Class 16 contains 4339 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156724 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8438 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031312.000000 Penalty: 77242.789062 Iteration 115Q: 25 clusters Score -5.203131e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4547 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59671 members Mstep: Class 5 contains 15159 members Mstep: Class 6 contains 4238 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26253 members Mstep: Class 10 contains 12774 members Mstep: Class 11 contains 42725 members Mstep: Class 12 contains 2414 members Mstep: Class 13 contains 7582 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40991 members Mstep: Class 16 contains 4340 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156714 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8437 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031352.000000 Penalty: 77242.789062 Iteration 116Q: 25 clusters Score -5.203135e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4545 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59670 members Mstep: Class 5 contains 15140 members Mstep: Class 6 contains 4235 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26266 members Mstep: Class 10 contains 12779 members Mstep: Class 11 contains 42724 members Mstep: Class 12 contains 2415 members Mstep: Class 13 contains 7582 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40995 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156716 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8436 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031344.000000 Penalty: 77242.789062 Iteration 117Q: 25 clusters Score -5.203134e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4547 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59674 members Mstep: Class 5 contains 15123 members Mstep: Class 6 contains 4236 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26272 members Mstep: Class 10 contains 12782 members Mstep: Class 11 contains 42723 members Mstep: Class 12 contains 2416 members Mstep: Class 13 contains 7583 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40997 members Mstep: Class 16 contains 4348 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156713 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8433 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031348.000000 Penalty: 77242.789062 Iteration 118Q: 25 clusters Score -5.203135e+07 nChanged 45 Entering ConstructFrom: Score: -52031348.000000 Penalty: 77242.789062 Entering ConstructFrom: Trying to split cluster 1 (4575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Entering Unmasked Estep Score: -560159.375000 Penalty: 2090.233643 Iteration 0F: 2 clusters Score -560159.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -555860.562500 Penalty: 4180.467285 Iteration 0F: 3 clusters Score -555860.6 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -556833.437500 Penalty: 4180.467285 Iteration 1F: 3 clusters Score -556833.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -557044.625000 Penalty: 4180.467285 Iteration 2F: 3 clusters Score -557044.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -557191.875000 Penalty: 4180.467285 Iteration 3F: 3 clusters Score -557191.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -557329.062500 Penalty: 4180.467285 Iteration 4Q: 3 clusters Score -557329.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -557489.250000 Penalty: 4180.467285 Iteration 5Q: 3 clusters Score -557489.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -557770.375000 Penalty: 4180.467285 Iteration 6F: 3 clusters Score -557770.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -558112.437500 Penalty: 4180.467285 Iteration 7F: 3 clusters Score -558112.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -558413.437500 Penalty: 4180.467285 Iteration 8F: 3 clusters Score -558413.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -558635.437500 Penalty: 4180.467285 Iteration 9F: 3 clusters Score -558635.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -558793.437500 Penalty: 4180.467285 Iteration 10Q: 3 clusters Score -558793.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -558899.000000 Penalty: 4180.467285 Iteration 11Q: 3 clusters Score -558899 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -558958.312500 Penalty: 4180.467285 Iteration 12Q: 3 clusters Score -558958.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -558995.875000 Penalty: 4180.467285 Iteration 13Q: 3 clusters Score -558995.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -559023.062500 Penalty: 4180.467285 Iteration 14Q: 3 clusters Score -559023.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -559033.562500 Penalty: 4180.467285 Iteration 15Q: 3 clusters Score -559033.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -559045.000000 Penalty: 4180.467285 Iteration 16Q: 3 clusters Score -559045 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -559053.187500 Penalty: 4180.467285 Iteration 17Q: 3 clusters Score -559053.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -559057.562500 Penalty: 4180.467285 Iteration 18Q: 3 clusters Score -559057.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -559058.312500 Penalty: 4180.467285 Iteration 19Q: 3 clusters Score -559058.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -559061.562500 Penalty: 4180.467285 Iteration 20F: 3 clusters Score -559061.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -559063.875000 Penalty: 4180.467285 Iteration 21Q: 3 clusters Score -559063.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -559062.375000 Penalty: 4180.467285 Iteration 22Q: 3 clusters Score -559062.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -559063.500000 Penalty: 4180.467285 Iteration 23Q: 3 clusters Score -559063.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -559064.687500 Penalty: 4180.467285 Iteration 24Q: 3 clusters Score -559064.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -559065.750000 Penalty: 4180.467285 Iteration 25Q: 3 clusters Score -559065.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -559066.875000 Penalty: 4180.467285 Iteration 26Q: 3 clusters Score -559066.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -559067.750000 Penalty: 4180.467285 Iteration 27Q: 3 clusters Score -559067.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -559068.500000 Penalty: 4180.467285 Iteration 28Q: 3 clusters Score -559068.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -559069.687500 Penalty: 4180.467285 Iteration 29Q: 3 clusters Score -559069.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -559070.187500 Penalty: 4180.467285 Iteration 30Q: 3 clusters Score -559070.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -559068.750000 Penalty: 4180.467285 Iteration 31Q: 3 clusters Score -559068.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -559068.750000 Penalty: 4180.467285 Iteration 32F: 3 clusters Score -559068.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Entering Unmasked Estep Score: -554982.062500 Penalty: 2088.874756 Iteration 0F: 2 clusters Score -554982.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -550786.937500 Penalty: 4177.749512 Iteration 0F: 3 clusters Score -550786.9 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -551735.187500 Penalty: 4177.749512 Iteration 1F: 3 clusters Score -551735.2 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -551942.500000 Penalty: 4177.749512 Iteration 2F: 3 clusters Score -551942.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -552068.625000 Penalty: 4177.749512 Iteration 3Q: 3 clusters Score -552068.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -552187.375000 Penalty: 4177.749512 Iteration 4Q: 3 clusters Score -552187.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -552296.062500 Penalty: 4177.749512 Iteration 5Q: 3 clusters Score -552296.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -552407.812500 Penalty: 4177.749512 Iteration 6Q: 3 clusters Score -552407.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -552515.187500 Penalty: 4177.749512 Iteration 7Q: 3 clusters Score -552515.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -552606.875000 Penalty: 4177.749512 Iteration 8Q: 3 clusters Score -552606.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -552711.875000 Penalty: 4177.749512 Iteration 9Q: 3 clusters Score -552711.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -552819.312500 Penalty: 4177.749512 Iteration 10Q: 3 clusters Score -552819.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -552924.375000 Penalty: 4177.749512 Iteration 11Q: 3 clusters Score -552924.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -553019.312500 Penalty: 4177.749512 Iteration 12Q: 3 clusters Score -553019.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -553092.937500 Penalty: 4177.749512 Iteration 13Q: 3 clusters Score -553092.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -553144.312500 Penalty: 4177.749512 Iteration 14Q: 3 clusters Score -553144.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -553199.062500 Penalty: 4177.749512 Iteration 15Q: 3 clusters Score -553199.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -553256.000000 Penalty: 4177.749512 Iteration 16Q: 3 clusters Score -553256 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -553316.562500 Penalty: 4177.749512 Iteration 17Q: 3 clusters Score -553316.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -553371.750000 Penalty: 4177.749512 Iteration 18Q: 3 clusters Score -553371.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -553421.250000 Penalty: 4177.749512 Iteration 19Q: 3 clusters Score -553421.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -553456.562500 Penalty: 4177.749512 Iteration 20F: 3 clusters Score -553456.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -553482.500000 Penalty: 4177.749512 Iteration 21Q: 3 clusters Score -553482.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -553501.250000 Penalty: 4177.749512 Iteration 22Q: 3 clusters Score -553501.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -553519.250000 Penalty: 4177.749512 Iteration 23Q: 3 clusters Score -553519.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -553531.500000 Penalty: 4177.749512 Iteration 24Q: 3 clusters Score -553531.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -553542.812500 Penalty: 4177.749512 Iteration 25Q: 3 clusters Score -553542.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -553553.062500 Penalty: 4177.749512 Iteration 26Q: 3 clusters Score -553553.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -553562.187500 Penalty: 4177.749512 Iteration 27Q: 3 clusters Score -553562.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -553570.437500 Penalty: 4177.749512 Iteration 28Q: 3 clusters Score -553570.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -553574.937500 Penalty: 4177.749512 Iteration 29Q: 3 clusters Score -553574.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -553578.562500 Penalty: 4177.749512 Iteration 30Q: 3 clusters Score -553578.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -553580.625000 Penalty: 4177.749512 Iteration 31Q: 3 clusters Score -553580.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -553585.187500 Penalty: 4177.749512 Iteration 32Q: 3 clusters Score -553585.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -553587.937500 Penalty: 4177.749512 Iteration 33Q: 3 clusters Score -553587.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -553592.062500 Penalty: 4177.749512 Iteration 34Q: 3 clusters Score -553592.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -553594.812500 Penalty: 4177.749512 Iteration 35Q: 3 clusters Score -553594.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -553602.000000 Penalty: 4177.749512 Iteration 36Q: 3 clusters Score -553602 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -553605.062500 Penalty: 4177.749512 Iteration 37Q: 3 clusters Score -553605.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -553607.125000 Penalty: 4177.749512 Iteration 38Q: 3 clusters Score -553607.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -553609.437500 Penalty: 4177.749512 Iteration 39Q: 3 clusters Score -553609.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -553611.187500 Penalty: 4177.749512 Iteration 40F: 3 clusters Score -553611.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -553614.312500 Penalty: 4177.749512 Iteration 41Q: 3 clusters Score -553614.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -553614.437500 Penalty: 4177.749512 Iteration 42Q: 3 clusters Score -553614.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -553616.312500 Penalty: 4177.749512 Iteration 43Q: 3 clusters Score -553616.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -553619.062500 Penalty: 4177.749512 Iteration 44Q: 3 clusters Score -553619.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -553622.250000 Penalty: 4177.749512 Iteration 45Q: 3 clusters Score -553622.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -553621.500000 Penalty: 4177.749512 Iteration 46Q: 3 clusters Score -553621.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -553625.062500 Penalty: 4177.749512 Iteration 47Q: 3 clusters Score -553625.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -553627.125000 Penalty: 4177.749512 Iteration 48Q: 3 clusters Score -553627.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -553628.562500 Penalty: 4177.749512 Iteration 49Q: 3 clusters Score -553628.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -553632.187500 Penalty: 4177.749512 Iteration 50Q: 3 clusters Score -553632.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -553633.250000 Penalty: 4177.749512 Iteration 51Q: 3 clusters Score -553633.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -553635.000000 Penalty: 4177.749512 Iteration 52Q: 3 clusters Score -553635 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -553638.375000 Penalty: 4177.749512 Iteration 53Q: 3 clusters Score -553638.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -553640.687500 Penalty: 4177.749512 Iteration 54Q: 3 clusters Score -553640.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -553642.000000 Penalty: 4177.749512 Iteration 55Q: 3 clusters Score -553642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -553643.187500 Penalty: 4177.749512 Iteration 56Q: 3 clusters Score -553643.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -553643.000000 Penalty: 4177.749512 Iteration 57Q: 3 clusters Score -553643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -553643.000000 Penalty: 4177.749512 Iteration 58F: 3 clusters Score -553643 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -56706.328125 Penalty: 1560.767944 Iteration 0F: 2 clusters Score -56706.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -55165.242188 Penalty: 3121.535889 Iteration 0F: 3 clusters Score -55165.24 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -55407.816406 Penalty: 3121.535889 Iteration 1F: 3 clusters Score -55407.82 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -55554.558594 Penalty: 3121.535889 Iteration 2F: 3 clusters Score -55554.56 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -55657.464844 Penalty: 3121.535889 Iteration 3F: 3 clusters Score -55657.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -55751.968750 Penalty: 3121.535889 Iteration 4Q: 3 clusters Score -55751.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -55853.070312 Penalty: 3121.535889 Iteration 5Q: 3 clusters Score -55853.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -55950.921875 Penalty: 3121.535889 Iteration 6Q: 3 clusters Score -55950.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -55998.734375 Penalty: 3121.535889 Iteration 7Q: 3 clusters Score -55998.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -56033.511719 Penalty: 3121.535889 Iteration 8Q: 3 clusters Score -56033.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -56063.804688 Penalty: 3121.535889 Iteration 9Q: 3 clusters Score -56063.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -56091.609375 Penalty: 3121.535889 Iteration 10Q: 3 clusters Score -56091.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -56107.160156 Penalty: 3121.535889 Iteration 11Q: 3 clusters Score -56107.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -56125.968750 Penalty: 3121.535889 Iteration 12Q: 3 clusters Score -56125.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -56146.250000 Penalty: 3121.535889 Iteration 13Q: 3 clusters Score -56146.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -56169.335938 Penalty: 3121.535889 Iteration 14Q: 3 clusters Score -56169.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -56184.175781 Penalty: 3121.535889 Iteration 15Q: 3 clusters Score -56184.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -56201.230469 Penalty: 3121.535889 Iteration 16Q: 3 clusters Score -56201.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -56204.957031 Penalty: 3121.535889 Iteration 17Q: 3 clusters Score -56204.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -56204.957031 Penalty: 3121.535889 Iteration 18F: 3 clusters Score -56204.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (59680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59680 members Entering Unmasked Estep Score: -7365603.500000 Penalty: 2727.194336 Iteration 0F: 2 clusters Score -7365604 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30077 members Mstep: Class 2 contains 29603 members Entering Unmasked Estep Score: -7325586.000000 Penalty: 5454.388672 Iteration 0F: 3 clusters Score -7325586 nChanged 27680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32781 members Mstep: Class 2 contains 26899 members Entering Unmasked Estep Score: -7341436.500000 Penalty: 5454.388672 Iteration 1F: 3 clusters Score -7341436 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34585 members Mstep: Class 2 contains 25095 members Entering Unmasked Estep Score: -7342403.000000 Penalty: 5454.388672 Iteration 2Q: 3 clusters Score -7342403 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37104 members Mstep: Class 2 contains 22576 members Entering Unmasked Estep Score: -7343850.000000 Penalty: 5454.388672 Iteration 3F: 3 clusters Score -7343850 nChanged 3792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40582 members Mstep: Class 2 contains 19098 members Entering Unmasked Estep Score: -7346238.000000 Penalty: 5454.388672 Iteration 4F: 3 clusters Score -7346238 nChanged 4596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44942 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -7349752.000000 Penalty: 5454.388672 Iteration 5F: 3 clusters Score -7349752 nChanged 4912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49700 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -7354149.000000 Penalty: 5454.388672 Iteration 6F: 3 clusters Score -7354149 nChanged 4166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53802 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -7358071.000000 Penalty: 5454.388672 Iteration 7F: 3 clusters Score -7358071 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56611 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -7360747.500000 Penalty: 5454.388672 Iteration 8Q: 3 clusters Score -7360748 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58105 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -7362109.500000 Penalty: 5454.388672 Iteration 9Q: 3 clusters Score -7362110 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58795 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -7362690.000000 Penalty: 5454.388672 Iteration 10Q: 3 clusters Score -7362690 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59058 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -7362976.000000 Penalty: 5454.388672 Iteration 11Q: 3 clusters Score -7362976 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59150 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -7363072.000000 Penalty: 5454.388672 Iteration 12Q: 3 clusters Score -7363072 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59199 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -7363143.500000 Penalty: 5454.388672 Iteration 13Q: 3 clusters Score -7363144 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59227 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -7363181.500000 Penalty: 5454.388672 Iteration 14Q: 3 clusters Score -7363182 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59251 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -7363223.000000 Penalty: 5454.388672 Iteration 15Q: 3 clusters Score -7363223 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59264 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -7363241.000000 Penalty: 5454.388672 Iteration 16Q: 3 clusters Score -7363241 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59272 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -7363268.000000 Penalty: 5454.388672 Iteration 17Q: 3 clusters Score -7363268 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59281 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -7363277.500000 Penalty: 5454.388672 Iteration 18Q: 3 clusters Score -7363278 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59282 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -7363281.500000 Penalty: 5454.388672 Iteration 19Q: 3 clusters Score -7363282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59283 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -7363288.000000 Penalty: 5454.388672 Iteration 20F: 3 clusters Score -7363288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59282 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -7363293.000000 Penalty: 5454.388672 Iteration 21Q: 3 clusters Score -7363293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59281 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -7363293.000000 Penalty: 5454.388672 Iteration 22Q: 3 clusters Score -7363293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59281 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -7363296.000000 Penalty: 5454.388672 Iteration 23Q: 3 clusters Score -7363296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59283 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -7363296.500000 Penalty: 5454.388672 Iteration 24Q: 3 clusters Score -7363296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59285 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -7363298.000000 Penalty: 5454.388672 Iteration 25Q: 3 clusters Score -7363298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59286 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -7363301.000000 Penalty: 5454.388672 Iteration 26Q: 3 clusters Score -7363301 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59286 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -7363297.000000 Penalty: 5454.388672 Iteration 27Q: 3 clusters Score -7363297 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59286 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -7363297.000000 Penalty: 5454.388672 Iteration 28F: 3 clusters Score -7363297 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15104 members Entering Unmasked Estep Score: -1711289.625000 Penalty: 2386.433350 Iteration 0F: 2 clusters Score -1711290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -1700347.625000 Penalty: 4772.866699 Iteration 0F: 3 clusters Score -1700348 nChanged 6505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -1703876.125000 Penalty: 4772.866699 Iteration 1F: 3 clusters Score -1703876 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -1704454.000000 Penalty: 4772.866699 Iteration 2F: 3 clusters Score -1704454 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1705143.750000 Penalty: 4772.866699 Iteration 3F: 3 clusters Score -1705144 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1705881.625000 Penalty: 4772.866699 Iteration 4F: 3 clusters Score -1705882 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -1706571.500000 Penalty: 4772.866699 Iteration 5F: 3 clusters Score -1706572 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1707142.500000 Penalty: 4772.866699 Iteration 6F: 3 clusters Score -1707142 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -1707590.000000 Penalty: 4772.866699 Iteration 7F: 3 clusters Score -1707590 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1707896.250000 Penalty: 4772.866699 Iteration 8Q: 3 clusters Score -1707896 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1708092.250000 Penalty: 4772.866699 Iteration 9Q: 3 clusters Score -1708092 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1708258.625000 Penalty: 4772.866699 Iteration 10Q: 3 clusters Score -1708259 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1708383.625000 Penalty: 4772.866699 Iteration 11Q: 3 clusters Score -1708384 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -1708496.625000 Penalty: 4772.866699 Iteration 12Q: 3 clusters Score -1708497 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -1708600.125000 Penalty: 4772.866699 Iteration 13Q: 3 clusters Score -1708600 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -1708699.750000 Penalty: 4772.866699 Iteration 14Q: 3 clusters Score -1708700 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -1708786.750000 Penalty: 4772.866699 Iteration 15Q: 3 clusters Score -1708787 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1708855.250000 Penalty: 4772.866699 Iteration 16Q: 3 clusters Score -1708855 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -1708925.125000 Penalty: 4772.866699 Iteration 17Q: 3 clusters Score -1708925 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -1708986.250000 Penalty: 4772.866699 Iteration 18Q: 3 clusters Score -1708986 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -1709051.250000 Penalty: 4772.866699 Iteration 19Q: 3 clusters Score -1709051 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1709110.500000 Penalty: 4772.866699 Iteration 20F: 3 clusters Score -1709110 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1709153.750000 Penalty: 4772.866699 Iteration 21Q: 3 clusters Score -1709154 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1709183.750000 Penalty: 4772.866699 Iteration 22Q: 3 clusters Score -1709184 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1709209.500000 Penalty: 4772.866699 Iteration 23Q: 3 clusters Score -1709210 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -1709221.500000 Penalty: 4772.866699 Iteration 24Q: 3 clusters Score -1709222 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1709235.000000 Penalty: 4772.866699 Iteration 25Q: 3 clusters Score -1709235 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -1709248.375000 Penalty: 4772.866699 Iteration 26Q: 3 clusters Score -1709248 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1709258.625000 Penalty: 4772.866699 Iteration 27Q: 3 clusters Score -1709259 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -1709267.875000 Penalty: 4772.866699 Iteration 28Q: 3 clusters Score -1709268 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -1709280.750000 Penalty: 4772.866699 Iteration 29Q: 3 clusters Score -1709281 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1709284.625000 Penalty: 4772.866699 Iteration 30Q: 3 clusters Score -1709285 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1709304.125000 Penalty: 4772.866699 Iteration 31Q: 3 clusters Score -1709304 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1709316.500000 Penalty: 4772.866699 Iteration 32Q: 3 clusters Score -1709316 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1709324.375000 Penalty: 4772.866699 Iteration 33Q: 3 clusters Score -1709324 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1709339.875000 Penalty: 4772.866699 Iteration 34Q: 3 clusters Score -1709340 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1709349.375000 Penalty: 4772.866699 Iteration 35Q: 3 clusters Score -1709349 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1709351.500000 Penalty: 4772.866699 Iteration 36Q: 3 clusters Score -1709352 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -1709363.875000 Penalty: 4772.866699 Iteration 37Q: 3 clusters Score -1709364 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -1709370.375000 Penalty: 4772.866699 Iteration 38Q: 3 clusters Score -1709370 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1709373.875000 Penalty: 4772.866699 Iteration 39Q: 3 clusters Score -1709374 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1709383.250000 Penalty: 4772.866699 Iteration 40F: 3 clusters Score -1709383 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -1709383.250000 Penalty: 4772.866699 Iteration 41Q: 3 clusters Score -1709383 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -1709380.750000 Penalty: 4772.866699 Iteration 42Q: 3 clusters Score -1709381 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1709380.625000 Penalty: 4772.866699 Iteration 43Q: 3 clusters Score -1709381 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1709387.250000 Penalty: 4772.866699 Iteration 44Q: 3 clusters Score -1709387 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -1709389.500000 Penalty: 4772.866699 Iteration 45Q: 3 clusters Score -1709390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -1709393.500000 Penalty: 4772.866699 Iteration 46Q: 3 clusters Score -1709394 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -1709393.500000 Penalty: 4772.866699 Iteration 47Q: 3 clusters Score -1709394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1709391.375000 Penalty: 4772.866699 Iteration 48Q: 3 clusters Score -1709391 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1709390.250000 Penalty: 4772.866699 Iteration 49Q: 3 clusters Score -1709390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1709389.500000 Penalty: 4772.866699 Iteration 50Q: 3 clusters Score -1709390 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1709391.125000 Penalty: 4772.866699 Iteration 51Q: 3 clusters Score -1709391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -1709390.625000 Penalty: 4772.866699 Iteration 52Q: 3 clusters Score -1709391 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1709396.875000 Penalty: 4772.866699 Iteration 53Q: 3 clusters Score -1709397 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -1709399.125000 Penalty: 4772.866699 Iteration 54Q: 3 clusters Score -1709399 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -1709398.500000 Penalty: 4772.866699 Iteration 55Q: 3 clusters Score -1709398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -1709395.875000 Penalty: 4772.866699 Iteration 56Q: 3 clusters Score -1709396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -1709398.125000 Penalty: 4772.866699 Iteration 57Q: 3 clusters Score -1709398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -1709397.000000 Penalty: 4772.866699 Iteration 58Q: 3 clusters Score -1709397 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -1709403.875000 Penalty: 4772.866699 Iteration 59Q: 3 clusters Score -1709404 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1709403.375000 Penalty: 4772.866699 Iteration 60F: 3 clusters Score -1709403 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1709403.500000 Penalty: 4772.866699 Iteration 61Q: 3 clusters Score -1709404 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1709401.750000 Penalty: 4772.866699 Iteration 62Q: 3 clusters Score -1709402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1709403.125000 Penalty: 4772.866699 Iteration 63Q: 3 clusters Score -1709403 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -1709402.500000 Penalty: 4772.866699 Iteration 64Q: 3 clusters Score -1709402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1709403.250000 Penalty: 4772.866699 Iteration 65Q: 3 clusters Score -1709403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -1709403.125000 Penalty: 4772.866699 Iteration 66Q: 3 clusters Score -1709403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -1709401.375000 Penalty: 4772.866699 Iteration 67Q: 3 clusters Score -1709401 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -1709400.000000 Penalty: 4772.866699 Iteration 68Q: 3 clusters Score -1709400 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -1709405.750000 Penalty: 4772.866699 Iteration 69Q: 3 clusters Score -1709406 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1709403.500000 Penalty: 4772.866699 Iteration 70Q: 3 clusters Score -1709404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1709407.375000 Penalty: 4772.866699 Iteration 71Q: 3 clusters Score -1709407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1709408.250000 Penalty: 4772.866699 Iteration 72Q: 3 clusters Score -1709408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -1709408.500000 Penalty: 4772.866699 Iteration 73Q: 3 clusters Score -1709408 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1709407.625000 Penalty: 4772.866699 Iteration 74Q: 3 clusters Score -1709408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -1709405.625000 Penalty: 4772.866699 Iteration 75Q: 3 clusters Score -1709406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1709404.125000 Penalty: 4772.866699 Iteration 76Q: 3 clusters Score -1709404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -1709406.000000 Penalty: 4772.866699 Iteration 77Q: 3 clusters Score -1709406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -1709404.375000 Penalty: 4772.866699 Iteration 78Q: 3 clusters Score -1709404 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -1709405.750000 Penalty: 4772.866699 Iteration 79Q: 3 clusters Score -1709406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1709408.000000 Penalty: 4772.866699 Iteration 80F: 3 clusters Score -1709408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1709407.125000 Penalty: 4772.866699 Iteration 81Q: 3 clusters Score -1709407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1709407.125000 Penalty: 4772.866699 Iteration 82F: 3 clusters Score -1709407 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Entering Unmasked Estep Score: -510579.218750 Penalty: 2070.848145 Iteration 0F: 2 clusters Score -510579.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -506522.250000 Penalty: 4141.696289 Iteration 0F: 3 clusters Score -506522.2 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -507435.843750 Penalty: 4141.696289 Iteration 1F: 3 clusters Score -507435.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -507612.312500 Penalty: 4141.696289 Iteration 2F: 3 clusters Score -507612.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -507731.687500 Penalty: 4141.696289 Iteration 3Q: 3 clusters Score -507731.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -507792.156250 Penalty: 4141.696289 Iteration 4Q: 3 clusters Score -507792.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -507838.125000 Penalty: 4141.696289 Iteration 5Q: 3 clusters Score -507838.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -507871.468750 Penalty: 4141.696289 Iteration 6Q: 3 clusters Score -507871.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -507892.406250 Penalty: 4141.696289 Iteration 7Q: 3 clusters Score -507892.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -507903.093750 Penalty: 4141.696289 Iteration 8Q: 3 clusters Score -507903.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -507914.593750 Penalty: 4141.696289 Iteration 9Q: 3 clusters Score -507914.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -507929.593750 Penalty: 4141.696289 Iteration 10Q: 3 clusters Score -507929.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -507946.281250 Penalty: 4141.696289 Iteration 11Q: 3 clusters Score -507946.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -507960.656250 Penalty: 4141.696289 Iteration 12Q: 3 clusters Score -507960.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -507971.968750 Penalty: 4141.696289 Iteration 13Q: 3 clusters Score -507972 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -507978.156250 Penalty: 4141.696289 Iteration 14Q: 3 clusters Score -507978.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -507982.093750 Penalty: 4141.696289 Iteration 15Q: 3 clusters Score -507982.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -507984.093750 Penalty: 4141.696289 Iteration 16Q: 3 clusters Score -507984.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -507987.781250 Penalty: 4141.696289 Iteration 17Q: 3 clusters Score -507987.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -507992.250000 Penalty: 4141.696289 Iteration 18Q: 3 clusters Score -507992.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -507995.031250 Penalty: 4141.696289 Iteration 19Q: 3 clusters Score -507995 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -508004.343750 Penalty: 4141.696289 Iteration 20F: 3 clusters Score -508004.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -508012.625000 Penalty: 4141.696289 Iteration 21Q: 3 clusters Score -508012.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -508022.187500 Penalty: 4141.696289 Iteration 22Q: 3 clusters Score -508022.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -508032.125000 Penalty: 4141.696289 Iteration 23Q: 3 clusters Score -508032.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -508039.437500 Penalty: 4141.696289 Iteration 24Q: 3 clusters Score -508039.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -508049.500000 Penalty: 4141.696289 Iteration 25Q: 3 clusters Score -508049.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -508059.781250 Penalty: 4141.696289 Iteration 26Q: 3 clusters Score -508059.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -508067.093750 Penalty: 4141.696289 Iteration 27Q: 3 clusters Score -508067.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -508073.531250 Penalty: 4141.696289 Iteration 28Q: 3 clusters Score -508073.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -508081.500000 Penalty: 4141.696289 Iteration 29Q: 3 clusters Score -508081.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -508087.937500 Penalty: 4141.696289 Iteration 30Q: 3 clusters Score -508087.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -508094.093750 Penalty: 4141.696289 Iteration 31Q: 3 clusters Score -508094.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -508104.687500 Penalty: 4141.696289 Iteration 32Q: 3 clusters Score -508104.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -508116.093750 Penalty: 4141.696289 Iteration 33Q: 3 clusters Score -508116.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -508128.281250 Penalty: 4141.696289 Iteration 34Q: 3 clusters Score -508128.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -508146.156250 Penalty: 4141.696289 Iteration 35Q: 3 clusters Score -508146.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -508159.250000 Penalty: 4141.696289 Iteration 36Q: 3 clusters Score -508159.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -508175.500000 Penalty: 4141.696289 Iteration 37Q: 3 clusters Score -508175.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -508190.937500 Penalty: 4141.696289 Iteration 38Q: 3 clusters Score -508190.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -508206.968750 Penalty: 4141.696289 Iteration 39Q: 3 clusters Score -508207 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -508237.468750 Penalty: 4141.696289 Iteration 40F: 3 clusters Score -508237.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -508272.000000 Penalty: 4141.696289 Iteration 41Q: 3 clusters Score -508272 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -508304.843750 Penalty: 4141.696289 Iteration 42Q: 3 clusters Score -508304.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -508337.781250 Penalty: 4141.696289 Iteration 43Q: 3 clusters Score -508337.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -508363.093750 Penalty: 4141.696289 Iteration 44Q: 3 clusters Score -508363.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -508381.687500 Penalty: 4141.696289 Iteration 45Q: 3 clusters Score -508381.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -508398.562500 Penalty: 4141.696289 Iteration 46Q: 3 clusters Score -508398.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -508420.406250 Penalty: 4141.696289 Iteration 47Q: 3 clusters Score -508420.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -508446.406250 Penalty: 4141.696289 Iteration 48Q: 3 clusters Score -508446.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -508465.875000 Penalty: 4141.696289 Iteration 49Q: 3 clusters Score -508465.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -508493.906250 Penalty: 4141.696289 Iteration 50Q: 3 clusters Score -508493.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -508524.218750 Penalty: 4141.696289 Iteration 51Q: 3 clusters Score -508524.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -508553.531250 Penalty: 4141.696289 Iteration 52Q: 3 clusters Score -508553.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -508585.531250 Penalty: 4141.696289 Iteration 53Q: 3 clusters Score -508585.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -508617.812500 Penalty: 4141.696289 Iteration 54Q: 3 clusters Score -508617.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -508636.562500 Penalty: 4141.696289 Iteration 55Q: 3 clusters Score -508636.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -508653.156250 Penalty: 4141.696289 Iteration 56Q: 3 clusters Score -508653.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -508666.812500 Penalty: 4141.696289 Iteration 57Q: 3 clusters Score -508666.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -508682.375000 Penalty: 4141.696289 Iteration 58Q: 3 clusters Score -508682.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -508696.375000 Penalty: 4141.696289 Iteration 59Q: 3 clusters Score -508696.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -508715.281250 Penalty: 4141.696289 Iteration 60F: 3 clusters Score -508715.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -508726.281250 Penalty: 4141.696289 Iteration 61Q: 3 clusters Score -508726.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -508733.718750 Penalty: 4141.696289 Iteration 62Q: 3 clusters Score -508733.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -508737.812500 Penalty: 4141.696289 Iteration 63Q: 3 clusters Score -508737.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -508741.812500 Penalty: 4141.696289 Iteration 64Q: 3 clusters Score -508741.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -508744.093750 Penalty: 4141.696289 Iteration 65Q: 3 clusters Score -508744.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -508744.250000 Penalty: 4141.696289 Iteration 66Q: 3 clusters Score -508744.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -508744.250000 Penalty: 4141.696289 Iteration 67F: 3 clusters Score -508744.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Entering Unmasked Estep Score: -1020208.437500 Penalty: 2239.117432 Iteration 0F: 2 clusters Score -1020208 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1013520.375000 Penalty: 4478.234863 Iteration 0F: 3 clusters Score -1013520 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1015394.187500 Penalty: 4478.234863 Iteration 1F: 3 clusters Score -1015394 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1015725.312500 Penalty: 4478.234863 Iteration 2F: 3 clusters Score -1015725 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1016035.000000 Penalty: 4478.234863 Iteration 3F: 3 clusters Score -1016035 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1016358.625000 Penalty: 4478.234863 Iteration 4F: 3 clusters Score -1016359 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1016677.000000 Penalty: 4478.234863 Iteration 5F: 3 clusters Score -1016677 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1016964.875000 Penalty: 4478.234863 Iteration 6F: 3 clusters Score -1016965 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1017216.250000 Penalty: 4478.234863 Iteration 7Q: 3 clusters Score -1017216 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1017436.750000 Penalty: 4478.234863 Iteration 8Q: 3 clusters Score -1017437 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1017577.500000 Penalty: 4478.234863 Iteration 9Q: 3 clusters Score -1017578 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1017680.875000 Penalty: 4478.234863 Iteration 10Q: 3 clusters Score -1017681 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1017748.000000 Penalty: 4478.234863 Iteration 11Q: 3 clusters Score -1017748 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1017799.687500 Penalty: 4478.234863 Iteration 12Q: 3 clusters Score -1017800 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1017849.437500 Penalty: 4478.234863 Iteration 13Q: 3 clusters Score -1017849 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1017889.312500 Penalty: 4478.234863 Iteration 14Q: 3 clusters Score -1017889 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1017917.937500 Penalty: 4478.234863 Iteration 15Q: 3 clusters Score -1017918 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1017946.250000 Penalty: 4478.234863 Iteration 16Q: 3 clusters Score -1017946 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1017981.000000 Penalty: 4478.234863 Iteration 17Q: 3 clusters Score -1017981 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1018016.500000 Penalty: 4478.234863 Iteration 18Q: 3 clusters Score -1018016 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1018046.062500 Penalty: 4478.234863 Iteration 19Q: 3 clusters Score -1018046 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1018067.250000 Penalty: 4478.234863 Iteration 20F: 3 clusters Score -1018067 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1018086.500000 Penalty: 4478.234863 Iteration 21Q: 3 clusters Score -1018086 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1018100.437500 Penalty: 4478.234863 Iteration 22Q: 3 clusters Score -1018100 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1018114.125000 Penalty: 4478.234863 Iteration 23Q: 3 clusters Score -1018114 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1018124.312500 Penalty: 4478.234863 Iteration 24Q: 3 clusters Score -1018124 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1018134.125000 Penalty: 4478.234863 Iteration 25Q: 3 clusters Score -1018134 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1018153.125000 Penalty: 4478.234863 Iteration 26Q: 3 clusters Score -1018153 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1018162.187500 Penalty: 4478.234863 Iteration 27Q: 3 clusters Score -1018162 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1018176.875000 Penalty: 4478.234863 Iteration 28Q: 3 clusters Score -1018177 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1018183.062500 Penalty: 4478.234863 Iteration 29Q: 3 clusters Score -1018183 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1018194.437500 Penalty: 4478.234863 Iteration 30Q: 3 clusters Score -1018194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1018205.937500 Penalty: 4478.234863 Iteration 31Q: 3 clusters Score -1018206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1018209.375000 Penalty: 4478.234863 Iteration 32Q: 3 clusters Score -1018209 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1018217.500000 Penalty: 4478.234863 Iteration 33Q: 3 clusters Score -1018218 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1018233.875000 Penalty: 4478.234863 Iteration 34Q: 3 clusters Score -1018234 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1018247.625000 Penalty: 4478.234863 Iteration 35Q: 3 clusters Score -1018248 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1018256.375000 Penalty: 4478.234863 Iteration 36Q: 3 clusters Score -1018256 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1018261.375000 Penalty: 4478.234863 Iteration 37Q: 3 clusters Score -1018261 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1018263.812500 Penalty: 4478.234863 Iteration 38Q: 3 clusters Score -1018264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1018263.250000 Penalty: 4478.234863 Iteration 39Q: 3 clusters Score -1018263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1018266.625000 Penalty: 4478.234863 Iteration 40F: 3 clusters Score -1018267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1018266.750000 Penalty: 4478.234863 Iteration 41Q: 3 clusters Score -1018267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1018266.750000 Penalty: 4478.234863 Iteration 42F: 3 clusters Score -1018267 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -48527.988281 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -48527.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -47137.558594 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -47137.56 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -47340.660156 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -47340.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47388.023438 Penalty: 3040.009033 Iteration 2Q: 3 clusters Score -47388.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -47410.746094 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -47410.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47425.632812 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -47425.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47431.496094 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -47431.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -47441.042969 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -47441.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -47446.589844 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -47446.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -47447.062500 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -47447.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -47447.062500 Penalty: 3040.009033 Iteration 9F: 3 clusters Score -47447.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (26288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26288 members Entering Unmasked Estep Score: -3172035.750000 Penalty: 2523.863037 Iteration 0F: 2 clusters Score -3172036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -3153972.750000 Penalty: 5047.726074 Iteration 0F: 3 clusters Score -3153973 nChanged 11701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12713 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -3160443.250000 Penalty: 5047.726074 Iteration 1F: 3 clusters Score -3160443 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 13848 members Entering Unmasked Estep Score: -3160948.250000 Penalty: 5047.726074 Iteration 2F: 3 clusters Score -3160948 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -3161481.750000 Penalty: 5047.726074 Iteration 3Q: 3 clusters Score -3161482 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 14604 members Entering Unmasked Estep Score: -3161989.000000 Penalty: 5047.726074 Iteration 4Q: 3 clusters Score -3161989 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -3162538.500000 Penalty: 5047.726074 Iteration 5Q: 3 clusters Score -3162538 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 15698 members Entering Unmasked Estep Score: -3163111.500000 Penalty: 5047.726074 Iteration 6Q: 3 clusters Score -3163112 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -3163726.250000 Penalty: 5047.726074 Iteration 7Q: 3 clusters Score -3163726 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 17070 members Entering Unmasked Estep Score: -3164450.750000 Penalty: 5047.726074 Iteration 8Q: 3 clusters Score -3164451 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 17859 members Entering Unmasked Estep Score: -3165219.250000 Penalty: 5047.726074 Iteration 9Q: 3 clusters Score -3165219 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -3165979.750000 Penalty: 5047.726074 Iteration 10Q: 3 clusters Score -3165980 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 19415 members Entering Unmasked Estep Score: -3166698.250000 Penalty: 5047.726074 Iteration 11Q: 3 clusters Score -3166698 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -3167194.250000 Penalty: 5047.726074 Iteration 12Q: 3 clusters Score -3167194 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -3167589.500000 Penalty: 5047.726074 Iteration 13Q: 3 clusters Score -3167590 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 21254 members Entering Unmasked Estep Score: -3167908.000000 Penalty: 5047.726074 Iteration 14Q: 3 clusters Score -3167908 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 21721 members Entering Unmasked Estep Score: -3168150.500000 Penalty: 5047.726074 Iteration 15Q: 3 clusters Score -3168150 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 22163 members Entering Unmasked Estep Score: -3168356.500000 Penalty: 5047.726074 Iteration 16Q: 3 clusters Score -3168356 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 22603 members Entering Unmasked Estep Score: -3168573.250000 Penalty: 5047.726074 Iteration 17Q: 3 clusters Score -3168573 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 23012 members Entering Unmasked Estep Score: -3168791.250000 Penalty: 5047.726074 Iteration 18Q: 3 clusters Score -3168791 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 23350 members Entering Unmasked Estep Score: -3168965.250000 Penalty: 5047.726074 Iteration 19Q: 3 clusters Score -3168965 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 23653 members Entering Unmasked Estep Score: -3169124.250000 Penalty: 5047.726074 Iteration 20F: 3 clusters Score -3169124 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 23947 members Entering Unmasked Estep Score: -3169306.000000 Penalty: 5047.726074 Iteration 21Q: 3 clusters Score -3169306 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 24200 members Entering Unmasked Estep Score: -3169456.250000 Penalty: 5047.726074 Iteration 22Q: 3 clusters Score -3169456 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 24406 members Entering Unmasked Estep Score: -3169582.750000 Penalty: 5047.726074 Iteration 23Q: 3 clusters Score -3169583 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 24570 members Entering Unmasked Estep Score: -3169681.750000 Penalty: 5047.726074 Iteration 24Q: 3 clusters Score -3169682 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 24701 members Entering Unmasked Estep Score: -3169763.000000 Penalty: 5047.726074 Iteration 25Q: 3 clusters Score -3169763 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 24799 members Entering Unmasked Estep Score: -3169803.250000 Penalty: 5047.726074 Iteration 26Q: 3 clusters Score -3169803 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 24881 members Entering Unmasked Estep Score: -3169851.000000 Penalty: 5047.726074 Iteration 27Q: 3 clusters Score -3169851 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 24957 members Entering Unmasked Estep Score: -3169879.500000 Penalty: 5047.726074 Iteration 28Q: 3 clusters Score -3169880 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 25021 members Entering Unmasked Estep Score: -3169921.250000 Penalty: 5047.726074 Iteration 29Q: 3 clusters Score -3169921 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 25070 members Entering Unmasked Estep Score: -3169942.250000 Penalty: 5047.726074 Iteration 30Q: 3 clusters Score -3169942 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 25116 members Entering Unmasked Estep Score: -3169961.750000 Penalty: 5047.726074 Iteration 31Q: 3 clusters Score -3169962 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 25150 members Entering Unmasked Estep Score: -3169969.750000 Penalty: 5047.726074 Iteration 32Q: 3 clusters Score -3169970 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 25179 members Entering Unmasked Estep Score: -3169976.000000 Penalty: 5047.726074 Iteration 33Q: 3 clusters Score -3169976 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 25202 members Entering Unmasked Estep Score: -3169991.500000 Penalty: 5047.726074 Iteration 34Q: 3 clusters Score -3169992 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 25210 members Entering Unmasked Estep Score: -3169992.250000 Penalty: 5047.726074 Iteration 35Q: 3 clusters Score -3169992 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 25228 members Entering Unmasked Estep Score: -3170000.250000 Penalty: 5047.726074 Iteration 36Q: 3 clusters Score -3170000 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 25239 members Entering Unmasked Estep Score: -3170012.250000 Penalty: 5047.726074 Iteration 37Q: 3 clusters Score -3170012 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 25255 members Entering Unmasked Estep Score: -3170016.250000 Penalty: 5047.726074 Iteration 38Q: 3 clusters Score -3170016 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 25266 members Entering Unmasked Estep Score: -3170018.250000 Penalty: 5047.726074 Iteration 39Q: 3 clusters Score -3170018 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 25278 members Entering Unmasked Estep Score: -3170024.000000 Penalty: 5047.726074 Iteration 40F: 3 clusters Score -3170024 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 25293 members Entering Unmasked Estep Score: -3170033.250000 Penalty: 5047.726074 Iteration 41Q: 3 clusters Score -3170033 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 25307 members Entering Unmasked Estep Score: -3170040.000000 Penalty: 5047.726074 Iteration 42Q: 3 clusters Score -3170040 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 25321 members Entering Unmasked Estep Score: -3170047.500000 Penalty: 5047.726074 Iteration 43Q: 3 clusters Score -3170048 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 25334 members Entering Unmasked Estep Score: -3170047.500000 Penalty: 5047.726074 Iteration 44Q: 3 clusters Score -3170048 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 25344 members Entering Unmasked Estep Score: -3170051.500000 Penalty: 5047.726074 Iteration 45Q: 3 clusters Score -3170052 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 25348 members Entering Unmasked Estep Score: -3170056.000000 Penalty: 5047.726074 Iteration 46Q: 3 clusters Score -3170056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 25349 members Entering Unmasked Estep Score: -3170058.000000 Penalty: 5047.726074 Iteration 47Q: 3 clusters Score -3170058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 25350 members Entering Unmasked Estep Score: -3170063.000000 Penalty: 5047.726074 Iteration 48Q: 3 clusters Score -3170063 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 25349 members Entering Unmasked Estep Score: -3170060.500000 Penalty: 5047.726074 Iteration 49Q: 3 clusters Score -3170060 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 25348 members Entering Unmasked Estep Score: -3170062.500000 Penalty: 5047.726074 Iteration 50Q: 3 clusters Score -3170062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 25348 members Entering Unmasked Estep Score: -3170062.500000 Penalty: 5047.726074 Iteration 51F: 3 clusters Score -3170062 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Entering Unmasked Estep Score: -1492841.875000 Penalty: 2345.094971 Iteration 0F: 2 clusters Score -1492842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -1483364.500000 Penalty: 4690.189941 Iteration 0F: 3 clusters Score -1483364 nChanged 5389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1486137.500000 Penalty: 4690.189941 Iteration 1F: 3 clusters Score -1486138 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -1486520.875000 Penalty: 4690.189941 Iteration 2F: 3 clusters Score -1486521 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -1486843.125000 Penalty: 4690.189941 Iteration 3F: 3 clusters Score -1486843 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -1487131.875000 Penalty: 4690.189941 Iteration 4Q: 3 clusters Score -1487132 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1487508.250000 Penalty: 4690.189941 Iteration 5Q: 3 clusters Score -1487508 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1487906.875000 Penalty: 4690.189941 Iteration 6Q: 3 clusters Score -1487907 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1488383.000000 Penalty: 4690.189941 Iteration 7F: 3 clusters Score -1488383 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -1488889.125000 Penalty: 4690.189941 Iteration 8F: 3 clusters Score -1488889 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1489333.875000 Penalty: 4690.189941 Iteration 9F: 3 clusters Score -1489334 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1489650.000000 Penalty: 4690.189941 Iteration 10Q: 3 clusters Score -1489650 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1489828.375000 Penalty: 4690.189941 Iteration 11Q: 3 clusters Score -1489828 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1489955.000000 Penalty: 4690.189941 Iteration 12Q: 3 clusters Score -1489955 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1490057.250000 Penalty: 4690.189941 Iteration 13Q: 3 clusters Score -1490057 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -1490146.250000 Penalty: 4690.189941 Iteration 14Q: 3 clusters Score -1490146 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -1490231.750000 Penalty: 4690.189941 Iteration 15Q: 3 clusters Score -1490232 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -1490323.625000 Penalty: 4690.189941 Iteration 16Q: 3 clusters Score -1490324 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -1490416.125000 Penalty: 4690.189941 Iteration 17Q: 3 clusters Score -1490416 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1490526.500000 Penalty: 4690.189941 Iteration 18Q: 3 clusters Score -1490526 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1490647.750000 Penalty: 4690.189941 Iteration 19Q: 3 clusters Score -1490648 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1490755.750000 Penalty: 4690.189941 Iteration 20F: 3 clusters Score -1490756 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1490866.000000 Penalty: 4690.189941 Iteration 21Q: 3 clusters Score -1490866 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1490976.500000 Penalty: 4690.189941 Iteration 22Q: 3 clusters Score -1490976 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1491067.000000 Penalty: 4690.189941 Iteration 23Q: 3 clusters Score -1491067 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -1491156.250000 Penalty: 4690.189941 Iteration 24Q: 3 clusters Score -1491156 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1491235.875000 Penalty: 4690.189941 Iteration 25Q: 3 clusters Score -1491236 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1491284.750000 Penalty: 4690.189941 Iteration 26Q: 3 clusters Score -1491285 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1491323.625000 Penalty: 4690.189941 Iteration 27Q: 3 clusters Score -1491324 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1491349.250000 Penalty: 4690.189941 Iteration 28Q: 3 clusters Score -1491349 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1491370.500000 Penalty: 4690.189941 Iteration 29Q: 3 clusters Score -1491370 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1491386.500000 Penalty: 4690.189941 Iteration 30Q: 3 clusters Score -1491386 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1491404.875000 Penalty: 4690.189941 Iteration 31Q: 3 clusters Score -1491405 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1491415.375000 Penalty: 4690.189941 Iteration 32Q: 3 clusters Score -1491415 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1491427.250000 Penalty: 4690.189941 Iteration 33Q: 3 clusters Score -1491427 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1491444.000000 Penalty: 4690.189941 Iteration 34Q: 3 clusters Score -1491444 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1491457.250000 Penalty: 4690.189941 Iteration 35Q: 3 clusters Score -1491457 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1491461.750000 Penalty: 4690.189941 Iteration 36Q: 3 clusters Score -1491462 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1491467.625000 Penalty: 4690.189941 Iteration 37Q: 3 clusters Score -1491468 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1491477.500000 Penalty: 4690.189941 Iteration 38Q: 3 clusters Score -1491478 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1491488.000000 Penalty: 4690.189941 Iteration 39Q: 3 clusters Score -1491488 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1491498.375000 Penalty: 4690.189941 Iteration 40F: 3 clusters Score -1491498 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1491500.375000 Penalty: 4690.189941 Iteration 41Q: 3 clusters Score -1491500 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1491505.000000 Penalty: 4690.189941 Iteration 42Q: 3 clusters Score -1491505 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1491506.125000 Penalty: 4690.189941 Iteration 43Q: 3 clusters Score -1491506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1491507.250000 Penalty: 4690.189941 Iteration 44Q: 3 clusters Score -1491507 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1491512.250000 Penalty: 4690.189941 Iteration 45Q: 3 clusters Score -1491512 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1491512.000000 Penalty: 4690.189941 Iteration 46Q: 3 clusters Score -1491512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1491514.375000 Penalty: 4690.189941 Iteration 47Q: 3 clusters Score -1491514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1491515.000000 Penalty: 4690.189941 Iteration 48Q: 3 clusters Score -1491515 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1491513.125000 Penalty: 4690.189941 Iteration 49Q: 3 clusters Score -1491513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1491516.375000 Penalty: 4690.189941 Iteration 50Q: 3 clusters Score -1491516 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1491519.500000 Penalty: 4690.189941 Iteration 51Q: 3 clusters Score -1491520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1491516.625000 Penalty: 4690.189941 Iteration 52Q: 3 clusters Score -1491517 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8925 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1491516.375000 Penalty: 4690.189941 Iteration 53Q: 3 clusters Score -1491516 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1491520.500000 Penalty: 4690.189941 Iteration 54Q: 3 clusters Score -1491520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1491522.250000 Penalty: 4690.189941 Iteration 55Q: 3 clusters Score -1491522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1491526.625000 Penalty: 4690.189941 Iteration 56Q: 3 clusters Score -1491527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1491527.125000 Penalty: 4690.189941 Iteration 57Q: 3 clusters Score -1491527 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1491526.875000 Penalty: 4690.189941 Iteration 58Q: 3 clusters Score -1491527 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1491527.125000 Penalty: 4690.189941 Iteration 59Q: 3 clusters Score -1491527 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1491527.375000 Penalty: 4690.189941 Iteration 60F: 3 clusters Score -1491527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1491529.125000 Penalty: 4690.189941 Iteration 61Q: 3 clusters Score -1491529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1491525.500000 Penalty: 4690.189941 Iteration 62Q: 3 clusters Score -1491526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1491526.375000 Penalty: 4690.189941 Iteration 63Q: 3 clusters Score -1491526 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1491531.500000 Penalty: 4690.189941 Iteration 64Q: 3 clusters Score -1491532 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1491531.125000 Penalty: 4690.189941 Iteration 65Q: 3 clusters Score -1491531 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1491529.625000 Penalty: 4690.189941 Iteration 66Q: 3 clusters Score -1491530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1491531.125000 Penalty: 4690.189941 Iteration 67Q: 3 clusters Score -1491531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1491535.625000 Penalty: 4690.189941 Iteration 68Q: 3 clusters Score -1491536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1491533.375000 Penalty: 4690.189941 Iteration 69Q: 3 clusters Score -1491533 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1491535.250000 Penalty: 4690.189941 Iteration 70Q: 3 clusters Score -1491535 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1491537.250000 Penalty: 4690.189941 Iteration 71Q: 3 clusters Score -1491537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1491538.750000 Penalty: 4690.189941 Iteration 72Q: 3 clusters Score -1491539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1491541.125000 Penalty: 4690.189941 Iteration 73Q: 3 clusters Score -1491541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1491538.000000 Penalty: 4690.189941 Iteration 74Q: 3 clusters Score -1491538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1491537.375000 Penalty: 4690.189941 Iteration 75Q: 3 clusters Score -1491537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1491539.125000 Penalty: 4690.189941 Iteration 76Q: 3 clusters Score -1491539 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1491539.125000 Penalty: 4690.189941 Iteration 77Q: 3 clusters Score -1491539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1491540.625000 Penalty: 4690.189941 Iteration 78Q: 3 clusters Score -1491541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1491540.500000 Penalty: 4690.189941 Iteration 79Q: 3 clusters Score -1491540 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1491538.000000 Penalty: 4690.189941 Iteration 80F: 3 clusters Score -1491538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1491542.500000 Penalty: 4690.189941 Iteration 81Q: 3 clusters Score -1491542 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1491547.875000 Penalty: 4690.189941 Iteration 82Q: 3 clusters Score -1491548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -1491551.000000 Penalty: 4690.189941 Iteration 83Q: 3 clusters Score -1491551 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1491556.000000 Penalty: 4690.189941 Iteration 84Q: 3 clusters Score -1491556 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1491555.250000 Penalty: 4690.189941 Iteration 85Q: 3 clusters Score -1491555 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1491556.250000 Penalty: 4690.189941 Iteration 86Q: 3 clusters Score -1491556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1491558.250000 Penalty: 4690.189941 Iteration 87Q: 3 clusters Score -1491558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1491556.125000 Penalty: 4690.189941 Iteration 88Q: 3 clusters Score -1491556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1491556.625000 Penalty: 4690.189941 Iteration 89Q: 3 clusters Score -1491557 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1491556.000000 Penalty: 4690.189941 Iteration 90Q: 3 clusters Score -1491556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1491556.750000 Penalty: 4690.189941 Iteration 91Q: 3 clusters Score -1491557 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1491557.500000 Penalty: 4690.189941 Iteration 92Q: 3 clusters Score -1491558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9148 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1491557.375000 Penalty: 4690.189941 Iteration 93Q: 3 clusters Score -1491557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1491559.125000 Penalty: 4690.189941 Iteration 94Q: 3 clusters Score -1491559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1491559.500000 Penalty: 4690.189941 Iteration 95Q: 3 clusters Score -1491560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1491556.750000 Penalty: 4690.189941 Iteration 96Q: 3 clusters Score -1491557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1491560.250000 Penalty: 4690.189941 Iteration 97Q: 3 clusters Score -1491560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1491559.625000 Penalty: 4690.189941 Iteration 98Q: 3 clusters Score -1491560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1491563.625000 Penalty: 4690.189941 Iteration 99Q: 3 clusters Score -1491564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -1491560.875000 Penalty: 4690.189941 Iteration 100F: 3 clusters Score -1491561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1491561.875000 Penalty: 4690.189941 Iteration 101Q: 3 clusters Score -1491562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1491562.375000 Penalty: 4690.189941 Iteration 102Q: 3 clusters Score -1491562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1491560.875000 Penalty: 4690.189941 Iteration 103Q: 3 clusters Score -1491561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1491561.500000 Penalty: 4690.189941 Iteration 104Q: 3 clusters Score -1491562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1491563.375000 Penalty: 4690.189941 Iteration 105Q: 3 clusters Score -1491563 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1491562.750000 Penalty: 4690.189941 Iteration 106Q: 3 clusters Score -1491563 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1491562.750000 Penalty: 4690.189941 Iteration 107F: 3 clusters Score -1491563 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (42722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42722 members Entering Unmasked Estep Score: -5289932.500000 Penalty: 2644.292236 Iteration 0F: 2 clusters Score -5289932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21279 members Mstep: Class 2 contains 21443 members Entering Unmasked Estep Score: -5261054.000000 Penalty: 5288.584473 Iteration 0F: 3 clusters Score -5261054 nChanged 19705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20318 members Mstep: Class 2 contains 22404 members Entering Unmasked Estep Score: -5271917.000000 Penalty: 5288.584473 Iteration 1F: 3 clusters Score -5271917 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19715 members Mstep: Class 2 contains 23007 members Entering Unmasked Estep Score: -5272677.000000 Penalty: 5288.584473 Iteration 2Q: 3 clusters Score -5272677 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18834 members Mstep: Class 2 contains 23888 members Entering Unmasked Estep Score: -5273469.000000 Penalty: 5288.584473 Iteration 3Q: 3 clusters Score -5273469 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17691 members Mstep: Class 2 contains 25031 members Entering Unmasked Estep Score: -5274483.500000 Penalty: 5288.584473 Iteration 4Q: 3 clusters Score -5274484 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 26470 members Entering Unmasked Estep Score: -5275767.500000 Penalty: 5288.584473 Iteration 5F: 3 clusters Score -5275768 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14368 members Mstep: Class 2 contains 28354 members Entering Unmasked Estep Score: -5277460.500000 Penalty: 5288.584473 Iteration 6F: 3 clusters Score -5277460 nChanged 2796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 30628 members Entering Unmasked Estep Score: -5279355.500000 Penalty: 5288.584473 Iteration 7F: 3 clusters Score -5279356 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 33004 members Entering Unmasked Estep Score: -5281347.000000 Penalty: 5288.584473 Iteration 8F: 3 clusters Score -5281347 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 35264 members Entering Unmasked Estep Score: -5283233.500000 Penalty: 5288.584473 Iteration 9F: 3 clusters Score -5283234 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 37090 members Entering Unmasked Estep Score: -5284817.500000 Penalty: 5288.584473 Iteration 10Q: 3 clusters Score -5284818 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 38378 members Entering Unmasked Estep Score: -5286010.000000 Penalty: 5288.584473 Iteration 11Q: 3 clusters Score -5286010 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 39181 members Entering Unmasked Estep Score: -5286808.000000 Penalty: 5288.584473 Iteration 12Q: 3 clusters Score -5286808 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 39678 members Entering Unmasked Estep Score: -5287246.500000 Penalty: 5288.584473 Iteration 13Q: 3 clusters Score -5287246 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 39990 members Entering Unmasked Estep Score: -5287483.500000 Penalty: 5288.584473 Iteration 14Q: 3 clusters Score -5287484 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 40234 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -5287857.500000 Penalty: 5288.584473 Iteration 19Q: 3 clusters Score -5287858 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 40933 members Entering Unmasked Estep Score: -5287891.500000 Penalty: 5288.584473 Iteration 20F: 3 clusters Score -5287892 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 41014 members Entering Unmasked Estep Score: -5287925.000000 Penalty: 5288.584473 Iteration 21Q: 3 clusters Score -5287925 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 41070 members Entering Unmasked Estep Score: -5287933.500000 Penalty: 5288.584473 Iteration 22Q: 3 clusters Score -5287934 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 41116 members Entering Unmasked Estep Score: -5287950.000000 Penalty: 5288.584473 Iteration 23Q: 3 clusters Score -5287950 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 41156 members Entering Unmasked Estep Score: -5287964.000000 Penalty: 5288.584473 Iteration 24Q: 3 clusters Score -5287964 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 41196 members Entering Unmasked Estep Score: -5287976.500000 Penalty: 5288.584473 Iteration 25Q: 3 clusters Score -5287976 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 41229 members Entering Unmasked Estep Score: -5287980.500000 Penalty: 5288.584473 Iteration 26Q: 3 clusters Score -5287980 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 41255 members Entering Unmasked Estep Score: -5287995.500000 Penalty: 5288.584473 Iteration 27Q: 3 clusters Score -5287996 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 41277 members Entering Unmasked Estep Score: -5287992.500000 Penalty: 5288.584473 Iteration 28Q: 3 clusters Score -5287992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 41292 members Entering Unmasked Estep Score: -5287998.000000 Penalty: 5288.584473 Iteration 29Q: 3 clusters Score -5287998 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 41313 members Entering Unmasked Estep Score: -5288005.500000 Penalty: 5288.584473 Iteration 30Q: 3 clusters Score -5288006 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 41334 members Entering Unmasked Estep Score: -5288010.500000 Penalty: 5288.584473 Iteration 31Q: 3 clusters Score -5288010 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 41358 members Entering Unmasked Estep Score: -5288022.500000 Penalty: 5288.584473 Iteration 32Q: 3 clusters Score -5288022 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 41380 members Entering Unmasked Estep Score: -5288031.500000 Penalty: 5288.584473 Iteration 33Q: 3 clusters Score -5288032 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 41391 members Entering Unmasked Estep Score: -5288031.000000 Penalty: 5288.584473 Iteration 34Q: 3 clusters Score -5288031 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 41402 members Entering Unmasked Estep Score: -5288029.000000 Penalty: 5288.584473 Iteration 35Q: 3 clusters Score -5288029 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 41408 members Entering Unmasked Estep Score: -5288031.000000 Penalty: 5288.584473 Iteration 36Q: 3 clusters Score -5288031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 41412 members Entering Unmasked Estep Score: -5288035.500000 Penalty: 5288.584473 Iteration 37Q: 3 clusters Score -5288036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 41418 members Entering Unmasked Estep Score: -5288043.500000 Penalty: 5288.584473 Iteration 38Q: 3 clusters Score -5288044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 41428 members Entering Unmasked Estep Score: -5288043.500000 Penalty: 5288.584473 Iteration 39Q: 3 clusters Score -5288044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 41438 members Entering Unmasked Estep Score: -5288046.500000 Penalty: 5288.584473 Iteration 40F: 3 clusters Score -5288046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 41445 members Entering Unmasked Estep Score: -5288048.000000 Penalty: 5288.584473 Iteration 41Q: 3 clusters Score -5288048 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 41451 members Entering Unmasked Estep Score: -5288045.000000 Penalty: 5288.584473 Iteration 42Q: 3 clusters Score -5288045 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 41458 members Entering Unmasked Estep Score: -5288055.000000 Penalty: 5288.584473 Iteration 43Q: 3 clusters Score -5288055 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 41465 members Entering Unmasked Estep Score: -5288054.500000 Penalty: 5288.584473 Iteration 44Q: 3 clusters Score -5288054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 41472 members Entering Unmasked Estep Score: -5288062.500000 Penalty: 5288.584473 Iteration 45Q: 3 clusters Score -5288062 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 41479 members Entering Unmasked Estep Score: -5288056.500000 Penalty: 5288.584473 Iteration 46Q: 3 clusters Score -5288056 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 41489 members Entering Unmasked Estep Score: -5288062.000000 Penalty: 5288.584473 Iteration 47Q: 3 clusters Score -5288062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 41500 members Entering Unmasked Estep Score: -5288064.500000 Penalty: 5288.584473 Iteration 48Q: 3 clusters Score -5288064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 41506 members Entering Unmasked Estep Score: -5288068.500000 Penalty: 5288.584473 Iteration 49Q: 3 clusters Score -5288068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 41508 members Entering Unmasked Estep Score: -5288063.500000 Penalty: 5288.584473 Iteration 50Q: 3 clusters Score -5288064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 41512 members Entering Unmasked Estep Score: -5288066.500000 Penalty: 5288.584473 Iteration 51Q: 3 clusters Score -5288066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 41516 members Entering Unmasked Estep Score: -5288070.000000 Penalty: 5288.584473 Iteration 52Q: 3 clusters Score -5288070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 41517 members Entering Unmasked Estep Score: -5288070.500000 Penalty: 5288.584473 Iteration 53Q: 3 clusters Score -5288070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 41522 members Entering Unmasked Estep Score: -5288072.500000 Penalty: 5288.584473 Iteration 54Q: 3 clusters Score -5288072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 41529 members Entering Unmasked Estep Score: -5288076.500000 Penalty: 5288.584473 Iteration 55Q: 3 clusters Score -5288076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 41531 members Entering Unmasked Estep Score: -5288075.000000 Penalty: 5288.584473 Iteration 56Q: 3 clusters Score -5288075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 41534 members Entering Unmasked Estep Score: -5288074.500000 Penalty: 5288.584473 Iteration 57Q: 3 clusters Score -5288074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 41538 members Entering Unmasked Estep Score: -5288076.500000 Penalty: 5288.584473 Iteration 58Q: 3 clusters Score -5288076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 41540 members Entering Unmasked Estep Score: -5288074.500000 Penalty: 5288.584473 Iteration 59Q: 3 clusters Score -5288074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 41544 members Entering Unmasked Estep Score: -5288075.000000 Penalty: 5288.584473 Iteration 60F: 3 clusters Score -5288075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 41547 members Entering Unmasked Estep Score: -5288076.500000 Penalty: 5288.584473 Iteration 61Q: 3 clusters Score -5288076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 41549 members Entering Unmasked Estep Score: -5288082.000000 Penalty: 5288.584473 Iteration 62Q: 3 clusters Score -5288082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 41550 members Entering Unmasked Estep Score: -5288081.000000 Penalty: 5288.584473 Iteration 63Q: 3 clusters Score -5288081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 41552 members Entering Unmasked Estep Score: -5288081.000000 Penalty: 5288.584473 Iteration 64Q: 3 clusters Score -5288081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 41552 members Entering Unmasked Estep Score: -5288081.000000 Penalty: 5288.584473 Iteration 65F: 3 clusters Score -5288081 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Entering Unmasked Estep Score: -285604.437500 Penalty: 1931.989990 Iteration 0F: 2 clusters Score -285604.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -282745.156250 Penalty: 3863.979980 Iteration 0F: 3 clusters Score -282745.2 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -283286.531250 Penalty: 3863.979980 Iteration 1F: 3 clusters Score -283286.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -283437.968750 Penalty: 3863.979980 Iteration 2F: 3 clusters Score -283438 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -283502.562500 Penalty: 3863.979980 Iteration 3Q: 3 clusters Score -283502.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -283535.000000 Penalty: 3863.979980 Iteration 4Q: 3 clusters Score -283535 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -283562.531250 Penalty: 3863.979980 Iteration 5Q: 3 clusters Score -283562.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -283580.031250 Penalty: 3863.979980 Iteration 6Q: 3 clusters Score -283580 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -283595.906250 Penalty: 3863.979980 Iteration 7Q: 3 clusters Score -283595.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -283611.500000 Penalty: 3863.979980 Iteration 8Q: 3 clusters Score -283611.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -283628.906250 Penalty: 3863.979980 Iteration 9Q: 3 clusters Score -283628.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -283638.656250 Penalty: 3863.979980 Iteration 10Q: 3 clusters Score -283638.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -283644.781250 Penalty: 3863.979980 Iteration 11Q: 3 clusters Score -283644.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -283647.593750 Penalty: 3863.979980 Iteration 12Q: 3 clusters Score -283647.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -283651.843750 Penalty: 3863.979980 Iteration 13Q: 3 clusters Score -283651.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -283653.218750 Penalty: 3863.979980 Iteration 14Q: 3 clusters Score -283653.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -283653.218750 Penalty: 3863.979980 Iteration 15F: 3 clusters Score -283653.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Entering Unmasked Estep Score: -883928.500000 Penalty: 2215.516113 Iteration 0F: 2 clusters Score -883928.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -877717.750000 Penalty: 4431.032227 Iteration 0F: 3 clusters Score -877717.8 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -879422.125000 Penalty: 4431.032227 Iteration 1F: 3 clusters Score -879422.1 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -879738.000000 Penalty: 4431.032227 Iteration 2F: 3 clusters Score -879738 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -880005.187500 Penalty: 4431.032227 Iteration 3F: 3 clusters Score -880005.2 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -880267.000000 Penalty: 4431.032227 Iteration 4F: 3 clusters Score -880267 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -880507.937500 Penalty: 4431.032227 Iteration 5Q: 3 clusters Score -880507.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -880697.625000 Penalty: 4431.032227 Iteration 6Q: 3 clusters Score -880697.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -880888.187500 Penalty: 4431.032227 Iteration 7Q: 3 clusters Score -880888.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -881033.250000 Penalty: 4431.032227 Iteration 8Q: 3 clusters Score -881033.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -881162.125000 Penalty: 4431.032227 Iteration 9Q: 3 clusters Score -881162.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -881275.375000 Penalty: 4431.032227 Iteration 10Q: 3 clusters Score -881275.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -881389.500000 Penalty: 4431.032227 Iteration 11Q: 3 clusters Score -881389.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -881511.687500 Penalty: 4431.032227 Iteration 12Q: 3 clusters Score -881511.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -881615.875000 Penalty: 4431.032227 Iteration 13Q: 3 clusters Score -881615.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -881721.437500 Penalty: 4431.032227 Iteration 14Q: 3 clusters Score -881721.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -881821.437500 Penalty: 4431.032227 Iteration 15Q: 3 clusters Score -881821.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -881904.312500 Penalty: 4431.032227 Iteration 16Q: 3 clusters Score -881904.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -881968.875000 Penalty: 4431.032227 Iteration 17Q: 3 clusters Score -881968.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -882032.250000 Penalty: 4431.032227 Iteration 18Q: 3 clusters Score -882032.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -882091.625000 Penalty: 4431.032227 Iteration 19Q: 3 clusters Score -882091.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -882135.000000 Penalty: 4431.032227 Iteration 20F: 3 clusters Score -882135 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -882177.312500 Penalty: 4431.032227 Iteration 21Q: 3 clusters Score -882177.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -882225.312500 Penalty: 4431.032227 Iteration 22Q: 3 clusters Score -882225.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -882270.500000 Penalty: 4431.032227 Iteration 23Q: 3 clusters Score -882270.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -882308.125000 Penalty: 4431.032227 Iteration 24Q: 3 clusters Score -882308.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -882341.937500 Penalty: 4431.032227 Iteration 25Q: 3 clusters Score -882341.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -882373.687500 Penalty: 4431.032227 Iteration 26Q: 3 clusters Score -882373.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -882397.687500 Penalty: 4431.032227 Iteration 27Q: 3 clusters Score -882397.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -882421.125000 Penalty: 4431.032227 Iteration 28Q: 3 clusters Score -882421.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -882446.875000 Penalty: 4431.032227 Iteration 29Q: 3 clusters Score -882446.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -882465.250000 Penalty: 4431.032227 Iteration 30Q: 3 clusters Score -882465.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -882480.000000 Penalty: 4431.032227 Iteration 31Q: 3 clusters Score -882480 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -882495.312500 Penalty: 4431.032227 Iteration 32Q: 3 clusters Score -882495.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -882510.687500 Penalty: 4431.032227 Iteration 33Q: 3 clusters Score -882510.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -882526.125000 Penalty: 4431.032227 Iteration 34Q: 3 clusters Score -882526.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -882540.375000 Penalty: 4431.032227 Iteration 35Q: 3 clusters Score -882540.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -882561.062500 Penalty: 4431.032227 Iteration 36Q: 3 clusters Score -882561.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -882576.437500 Penalty: 4431.032227 Iteration 37Q: 3 clusters Score -882576.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -882587.437500 Penalty: 4431.032227 Iteration 38Q: 3 clusters Score -882587.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -882597.937500 Penalty: 4431.032227 Iteration 39Q: 3 clusters Score -882597.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -882604.875000 Penalty: 4431.032227 Iteration 40F: 3 clusters Score -882604.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -882610.875000 Penalty: 4431.032227 Iteration 41Q: 3 clusters Score -882610.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -882616.812500 Penalty: 4431.032227 Iteration 42Q: 3 clusters Score -882616.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -882623.937500 Penalty: 4431.032227 Iteration 43Q: 3 clusters Score -882623.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -882629.500000 Penalty: 4431.032227 Iteration 44Q: 3 clusters Score -882629.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -882634.375000 Penalty: 4431.032227 Iteration 45Q: 3 clusters Score -882634.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -882637.437500 Penalty: 4431.032227 Iteration 46Q: 3 clusters Score -882637.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -882641.000000 Penalty: 4431.032227 Iteration 47Q: 3 clusters Score -882641 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -882642.125000 Penalty: 4431.032227 Iteration 48Q: 3 clusters Score -882642.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -882646.250000 Penalty: 4431.032227 Iteration 49Q: 3 clusters Score -882646.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -882645.375000 Penalty: 4431.032227 Iteration 50Q: 3 clusters Score -882645.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -882647.062500 Penalty: 4431.032227 Iteration 51Q: 3 clusters Score -882647.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -882645.562500 Penalty: 4431.032227 Iteration 52Q: 3 clusters Score -882645.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -882647.750000 Penalty: 4431.032227 Iteration 53Q: 3 clusters Score -882647.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -882650.062500 Penalty: 4431.032227 Iteration 54Q: 3 clusters Score -882650.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -882650.625000 Penalty: 4431.032227 Iteration 55Q: 3 clusters Score -882650.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -882651.937500 Penalty: 4431.032227 Iteration 56Q: 3 clusters Score -882651.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -882653.750000 Penalty: 4431.032227 Iteration 57Q: 3 clusters Score -882653.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -882652.937500 Penalty: 4431.032227 Iteration 58Q: 3 clusters Score -882652.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -882653.125000 Penalty: 4431.032227 Iteration 59Q: 3 clusters Score -882653.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -882653.625000 Penalty: 4431.032227 Iteration 60F: 3 clusters Score -882653.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -882654.687500 Penalty: 4431.032227 Iteration 61Q: 3 clusters Score -882654.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -882654.187500 Penalty: 4431.032227 Iteration 62Q: 3 clusters Score -882654.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -882655.625000 Penalty: 4431.032227 Iteration 63Q: 3 clusters Score -882655.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -882655.625000 Penalty: 4431.032227 Iteration 64F: 3 clusters Score -882655.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -60521.722656 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -60521.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -59057.199219 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -59057.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -59412.031250 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -59412.03 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -59524.082031 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -59524.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -59589.664062 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -59589.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -59650.878906 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -59650.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -59677.367188 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -59677.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -59683.382812 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -59683.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -59688.527344 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -59688.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -59696.761719 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -59696.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -59707.199219 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -59707.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -59716.765625 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -59716.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -59721.714844 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -59721.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -59726.531250 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -59726.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -59732.886719 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -59732.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -59734.632812 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -59734.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -59734.632812 Penalty: 3131.519775 Iteration 15F: 3 clusters Score -59734.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (40997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40997 members Entering Unmasked Estep Score: -5062898.000000 Penalty: 2634.071045 Iteration 0F: 2 clusters Score -5062898 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20537 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -5034965.500000 Penalty: 5268.142090 Iteration 0F: 3 clusters Score -5034966 nChanged 18938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20927 members Mstep: Class 2 contains 20070 members Entering Unmasked Estep Score: -5045351.000000 Penalty: 5268.142090 Iteration 1F: 3 clusters Score -5045351 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21156 members Mstep: Class 2 contains 19841 members Entering Unmasked Estep Score: -5045791.000000 Penalty: 5268.142090 Iteration 2Q: 3 clusters Score -5045791 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21452 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -5046218.000000 Penalty: 5268.142090 Iteration 3Q: 3 clusters Score -5046218 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21855 members Mstep: Class 2 contains 19142 members Entering Unmasked Estep Score: -5046583.500000 Penalty: 5268.142090 Iteration 4Q: 3 clusters Score -5046584 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22415 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -5047022.000000 Penalty: 5268.142090 Iteration 5Q: 3 clusters Score -5047022 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23191 members Mstep: Class 2 contains 17806 members Entering Unmasked Estep Score: -5047564.500000 Penalty: 5268.142090 Iteration 6Q: 3 clusters Score -5047564 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24291 members Mstep: Class 2 contains 16706 members Entering Unmasked Estep Score: -5048306.500000 Penalty: 5268.142090 Iteration 7Q: 3 clusters Score -5048306 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25765 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -5049402.000000 Penalty: 5268.142090 Iteration 8F: 3 clusters Score -5049402 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27494 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -5050924.000000 Penalty: 5268.142090 Iteration 9F: 3 clusters Score -5050924 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29399 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -5052902.500000 Penalty: 5268.142090 Iteration 10F: 3 clusters Score -5052902 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31114 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -5054997.500000 Penalty: 5268.142090 Iteration 11F: 3 clusters Score -5054998 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32437 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -5056748.500000 Penalty: 5268.142090 Iteration 12Q: 3 clusters Score -5056748 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33271 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -5057821.000000 Penalty: 5268.142090 Iteration 13Q: 3 clusters Score -5057821 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33762 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -5058362.500000 Penalty: 5268.142090 Iteration 14Q: 3 clusters Score -5058362 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34155 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -5058672.000000 Penalty: 5268.142090 Iteration 15Q: 3 clusters Score -5058672 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34504 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -5058891.000000 Penalty: 5268.142090 Iteration 16Q: 3 clusters Score -5058891 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34819 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -5058985.000000 Penalty: 5268.142090 Iteration 17Q: 3 clusters Score -5058985 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35100 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -5059088.500000 Penalty: 5268.142090 Iteration 18Q: 3 clusters Score -5059088 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35378 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -5059192.500000 Penalty: 5268.142090 Iteration 19Q: 3 clusters Score -5059192 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35639 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -5059291.500000 Penalty: 5268.142090 Iteration 20F: 3 clusters Score -5059292 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35889 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -5059405.500000 Penalty: 5268.142090 Iteration 21Q: 3 clusters Score -5059406 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36131 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -5059523.000000 Penalty: 5268.142090 Iteration 22Q: 3 clusters Score -5059523 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36369 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -5059639.500000 Penalty: 5268.142090 Iteration 23Q: 3 clusters Score -5059640 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36610 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -5059747.000000 Penalty: 5268.142090 Iteration 24Q: 3 clusters Score -5059747 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36793 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -5059840.500000 Penalty: 5268.142090 Iteration 25Q: 3 clusters Score -5059840 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36985 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -5059925.000000 Penalty: 5268.142090 Iteration 26Q: 3 clusters Score -5059925 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37159 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -5059991.000000 Penalty: 5268.142090 Iteration 27Q: 3 clusters Score -5059991 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37341 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -5060051.500000 Penalty: 5268.142090 Iteration 28Q: 3 clusters Score -5060052 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37499 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -5060136.000000 Penalty: 5268.142090 Iteration 29Q: 3 clusters Score -5060136 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37651 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -5060179.000000 Penalty: 5268.142090 Iteration 30Q: 3 clusters Score -5060179 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37775 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -5060251.500000 Penalty: 5268.142090 Iteration 31Q: 3 clusters Score -5060252 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37887 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -5060289.000000 Penalty: 5268.142090 Iteration 32Q: 3 clusters Score -5060289 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37994 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -5060328.000000 Penalty: 5268.142090 Iteration 33Q: 3 clusters Score -5060328 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38097 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -5060370.500000 Penalty: 5268.142090 Iteration 34Q: 3 clusters Score -5060370 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38183 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -5060409.500000 Penalty: 5268.142090 Iteration 35Q: 3 clusters Score -5060410 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38261 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -5060423.500000 Penalty: 5268.142090 Iteration 36Q: 3 clusters Score -5060424 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38341 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -5060440.000000 Penalty: 5268.142090 Iteration 37Q: 3 clusters Score -5060440 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38418 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -5060469.000000 Penalty: 5268.142090 Iteration 38Q: 3 clusters Score -5060469 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38486 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -5060480.500000 Penalty: 5268.142090 Iteration 39Q: 3 clusters Score -5060480 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38559 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -5060525.500000 Penalty: 5268.142090 Iteration 40F: 3 clusters Score -5060526 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38639 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -5060550.000000 Penalty: 5268.142090 Iteration 41Q: 3 clusters Score -5060550 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38704 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -5060587.500000 Penalty: 5268.142090 Iteration 42Q: 3 clusters Score -5060588 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38764 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -5060599.000000 Penalty: 5268.142090 Iteration 43Q: 3 clusters Score -5060599 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38826 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -5060604.000000 Penalty: 5268.142090 Iteration 44Q: 3 clusters Score -5060604 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38877 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -5060609.500000 Penalty: 5268.142090 Iteration 45Q: 3 clusters Score -5060610 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38916 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -5060635.000000 Penalty: 5268.142090 Iteration 46Q: 3 clusters Score -5060635 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38951 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -5060644.000000 Penalty: 5268.142090 Iteration 47Q: 3 clusters Score -5060644 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38976 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -5060648.500000 Penalty: 5268.142090 Iteration 48Q: 3 clusters Score -5060648 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39007 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -5060659.500000 Penalty: 5268.142090 Iteration 49Q: 3 clusters Score -5060660 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39030 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -5060661.500000 Penalty: 5268.142090 Iteration 50Q: 3 clusters Score -5060662 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39051 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -5060667.000000 Penalty: 5268.142090 Iteration 51Q: 3 clusters Score -5060667 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39071 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -5060677.000000 Penalty: 5268.142090 Iteration 52Q: 3 clusters Score -5060677 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39092 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -5060674.000000 Penalty: 5268.142090 Iteration 53Q: 3 clusters Score -5060674 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39108 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -5060684.000000 Penalty: 5268.142090 Iteration 54Q: 3 clusters Score -5060684 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39126 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -5060688.000000 Penalty: 5268.142090 Iteration 55Q: 3 clusters Score -5060688 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39135 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -5060699.000000 Penalty: 5268.142090 Iteration 56Q: 3 clusters Score -5060699 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39146 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -5060693.000000 Penalty: 5268.142090 Iteration 57Q: 3 clusters Score -5060693 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39160 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -5060707.500000 Penalty: 5268.142090 Iteration 58Q: 3 clusters Score -5060708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39174 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -5060708.000000 Penalty: 5268.142090 Iteration 59Q: 3 clusters Score -5060708 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39190 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -5060703.500000 Penalty: 5268.142090 Iteration 60F: 3 clusters Score -5060704 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39206 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -5060726.500000 Penalty: 5268.142090 Iteration 61Q: 3 clusters Score -5060726 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39225 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -5060716.000000 Penalty: 5268.142090 Iteration 62Q: 3 clusters Score -5060716 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39247 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -5060716.500000 Penalty: 5268.142090 Iteration 63Q: 3 clusters Score -5060716 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39259 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -5060727.000000 Penalty: 5268.142090 Iteration 64Q: 3 clusters Score -5060727 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39266 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -5060725.000000 Penalty: 5268.142090 Iteration 65Q: 3 clusters Score -5060725 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39275 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -5060723.000000 Penalty: 5268.142090 Iteration 66Q: 3 clusters Score -5060723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39280 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -5060725.000000 Penalty: 5268.142090 Iteration 67Q: 3 clusters Score -5060725 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39283 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -5060726.500000 Penalty: 5268.142090 Iteration 68Q: 3 clusters Score -5060726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39288 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -5060727.500000 Penalty: 5268.142090 Iteration 69Q: 3 clusters Score -5060728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39293 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -5060720.000000 Penalty: 5268.142090 Iteration 70Q: 3 clusters Score -5060720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39293 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -5060714.500000 Penalty: 5268.142090 Iteration 71Q: 3 clusters Score -5060714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39296 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -5060721.000000 Penalty: 5268.142090 Iteration 72Q: 3 clusters Score -5060721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39298 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -5060721.500000 Penalty: 5268.142090 Iteration 73Q: 3 clusters Score -5060722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39299 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -5060719.000000 Penalty: 5268.142090 Iteration 74Q: 3 clusters Score -5060719 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39299 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -5060719.000000 Penalty: 5268.142090 Iteration 75F: 3 clusters Score -5060719 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Entering Unmasked Estep Score: -507850.593750 Penalty: 2077.669922 Iteration 0F: 2 clusters Score -507850.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -503735.968750 Penalty: 4155.339844 Iteration 0F: 3 clusters Score -503736 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -504682.781250 Penalty: 4155.339844 Iteration 1F: 3 clusters Score -504682.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -504893.750000 Penalty: 4155.339844 Iteration 2F: 3 clusters Score -504893.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -505036.281250 Penalty: 4155.339844 Iteration 3F: 3 clusters Score -505036.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -505136.343750 Penalty: 4155.339844 Iteration 4Q: 3 clusters Score -505136.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -505200.500000 Penalty: 4155.339844 Iteration 5Q: 3 clusters Score -505200.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -505249.281250 Penalty: 4155.339844 Iteration 6Q: 3 clusters Score -505249.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -505286.500000 Penalty: 4155.339844 Iteration 7Q: 3 clusters Score -505286.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -505320.781250 Penalty: 4155.339844 Iteration 8Q: 3 clusters Score -505320.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -505356.031250 Penalty: 4155.339844 Iteration 9Q: 3 clusters Score -505356 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -505380.718750 Penalty: 4155.339844 Iteration 10Q: 3 clusters Score -505380.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -505395.937500 Penalty: 4155.339844 Iteration 11Q: 3 clusters Score -505395.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -505409.218750 Penalty: 4155.339844 Iteration 12Q: 3 clusters Score -505409.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -505423.468750 Penalty: 4155.339844 Iteration 13Q: 3 clusters Score -505423.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -505439.812500 Penalty: 4155.339844 Iteration 14Q: 3 clusters Score -505439.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -505456.906250 Penalty: 4155.339844 Iteration 15Q: 3 clusters Score -505456.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -505477.062500 Penalty: 4155.339844 Iteration 16Q: 3 clusters Score -505477.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -505496.031250 Penalty: 4155.339844 Iteration 17Q: 3 clusters Score -505496 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -505516.031250 Penalty: 4155.339844 Iteration 18Q: 3 clusters Score -505516 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -505536.406250 Penalty: 4155.339844 Iteration 19Q: 3 clusters Score -505536.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -505556.156250 Penalty: 4155.339844 Iteration 20F: 3 clusters Score -505556.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -505573.343750 Penalty: 4155.339844 Iteration 21Q: 3 clusters Score -505573.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -505588.718750 Penalty: 4155.339844 Iteration 22Q: 3 clusters Score -505588.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -505602.625000 Penalty: 4155.339844 Iteration 23Q: 3 clusters Score -505602.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -505615.375000 Penalty: 4155.339844 Iteration 24Q: 3 clusters Score -505615.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -505628.625000 Penalty: 4155.339844 Iteration 25Q: 3 clusters Score -505628.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -505646.062500 Penalty: 4155.339844 Iteration 26Q: 3 clusters Score -505646.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -505663.093750 Penalty: 4155.339844 Iteration 27Q: 3 clusters Score -505663.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -505677.468750 Penalty: 4155.339844 Iteration 28Q: 3 clusters Score -505677.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -505692.593750 Penalty: 4155.339844 Iteration 29Q: 3 clusters Score -505692.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -505711.468750 Penalty: 4155.339844 Iteration 30Q: 3 clusters Score -505711.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -505725.875000 Penalty: 4155.339844 Iteration 31Q: 3 clusters Score -505725.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -505738.843750 Penalty: 4155.339844 Iteration 32Q: 3 clusters Score -505738.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -505747.062500 Penalty: 4155.339844 Iteration 33Q: 3 clusters Score -505747.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -505762.062500 Penalty: 4155.339844 Iteration 34Q: 3 clusters Score -505762.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -505782.656250 Penalty: 4155.339844 Iteration 35Q: 3 clusters Score -505782.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -505799.781250 Penalty: 4155.339844 Iteration 36Q: 3 clusters Score -505799.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -505812.937500 Penalty: 4155.339844 Iteration 37Q: 3 clusters Score -505812.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -505825.312500 Penalty: 4155.339844 Iteration 38Q: 3 clusters Score -505825.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -505830.593750 Penalty: 4155.339844 Iteration 39Q: 3 clusters Score -505830.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -505834.468750 Penalty: 4155.339844 Iteration 40F: 3 clusters Score -505834.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -505839.218750 Penalty: 4155.339844 Iteration 41Q: 3 clusters Score -505839.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -505842.968750 Penalty: 4155.339844 Iteration 42Q: 3 clusters Score -505843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -505846.687500 Penalty: 4155.339844 Iteration 43Q: 3 clusters Score -505846.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -505853.187500 Penalty: 4155.339844 Iteration 44Q: 3 clusters Score -505853.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -505859.843750 Penalty: 4155.339844 Iteration 45Q: 3 clusters Score -505859.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -505863.093750 Penalty: 4155.339844 Iteration 46Q: 3 clusters Score -505863.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -505869.562500 Penalty: 4155.339844 Iteration 47Q: 3 clusters Score -505869.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -505874.156250 Penalty: 4155.339844 Iteration 48Q: 3 clusters Score -505874.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -505885.812500 Penalty: 4155.339844 Iteration 49Q: 3 clusters Score -505885.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -505893.187500 Penalty: 4155.339844 Iteration 50Q: 3 clusters Score -505893.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -505900.625000 Penalty: 4155.339844 Iteration 51Q: 3 clusters Score -505900.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -505906.156250 Penalty: 4155.339844 Iteration 52Q: 3 clusters Score -505906.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -505909.468750 Penalty: 4155.339844 Iteration 53Q: 3 clusters Score -505909.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -505914.812500 Penalty: 4155.339844 Iteration 54Q: 3 clusters Score -505914.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -505921.593750 Penalty: 4155.339844 Iteration 55Q: 3 clusters Score -505921.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -505931.843750 Penalty: 4155.339844 Iteration 56Q: 3 clusters Score -505931.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -505940.250000 Penalty: 4155.339844 Iteration 57Q: 3 clusters Score -505940.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -505948.562500 Penalty: 4155.339844 Iteration 58Q: 3 clusters Score -505948.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -505952.031250 Penalty: 4155.339844 Iteration 59Q: 3 clusters Score -505952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -505958.875000 Penalty: 4155.339844 Iteration 60F: 3 clusters Score -505958.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -505969.500000 Penalty: 4155.339844 Iteration 61Q: 3 clusters Score -505969.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -505977.968750 Penalty: 4155.339844 Iteration 62Q: 3 clusters Score -505978 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -505989.375000 Penalty: 4155.339844 Iteration 63Q: 3 clusters Score -505989.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -506002.656250 Penalty: 4155.339844 Iteration 64Q: 3 clusters Score -506002.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -506013.750000 Penalty: 4155.339844 Iteration 65Q: 3 clusters Score -506013.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -506019.000000 Penalty: 4155.339844 Iteration 66Q: 3 clusters Score -506019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -506026.312500 Penalty: 4155.339844 Iteration 67Q: 3 clusters Score -506026.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -506031.812500 Penalty: 4155.339844 Iteration 68Q: 3 clusters Score -506031.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -506038.906250 Penalty: 4155.339844 Iteration 69Q: 3 clusters Score -506038.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -506047.625000 Penalty: 4155.339844 Iteration 70Q: 3 clusters Score -506047.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -506055.343750 Penalty: 4155.339844 Iteration 71Q: 3 clusters Score -506055.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -506061.500000 Penalty: 4155.339844 Iteration 72Q: 3 clusters Score -506061.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -506069.281250 Penalty: 4155.339844 Iteration 73Q: 3 clusters Score -506069.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -506075.187500 Penalty: 4155.339844 Iteration 74Q: 3 clusters Score -506075.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -506078.687500 Penalty: 4155.339844 Iteration 75Q: 3 clusters Score -506078.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -506087.687500 Penalty: 4155.339844 Iteration 76Q: 3 clusters Score -506087.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -506098.906250 Penalty: 4155.339844 Iteration 77Q: 3 clusters Score -506098.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -506105.406250 Penalty: 4155.339844 Iteration 78Q: 3 clusters Score -506105.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -506109.250000 Penalty: 4155.339844 Iteration 79Q: 3 clusters Score -506109.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -506111.750000 Penalty: 4155.339844 Iteration 80F: 3 clusters Score -506111.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -506112.906250 Penalty: 4155.339844 Iteration 81Q: 3 clusters Score -506112.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -506113.781250 Penalty: 4155.339844 Iteration 82Q: 3 clusters Score -506113.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -506114.093750 Penalty: 4155.339844 Iteration 83Q: 3 clusters Score -506114.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -506114.750000 Penalty: 4155.339844 Iteration 84Q: 3 clusters Score -506114.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -506114.843750 Penalty: 4155.339844 Iteration 85Q: 3 clusters Score -506114.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -506115.593750 Penalty: 4155.339844 Iteration 86Q: 3 clusters Score -506115.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -506115.593750 Penalty: 4155.339844 Iteration 87F: 3 clusters Score -506115.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (24397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24397 members Entering Unmasked Estep Score: -2956286.500000 Penalty: 2505.349609 Iteration 0F: 2 clusters Score -2956286 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -2939271.500000 Penalty: 5010.699219 Iteration 0F: 3 clusters Score -2939272 nChanged 11014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12872 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -2944964.000000 Penalty: 5010.699219 Iteration 1F: 3 clusters Score -2944964 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -2945417.750000 Penalty: 5010.699219 Iteration 2F: 3 clusters Score -2945418 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -2945850.000000 Penalty: 5010.699219 Iteration 3Q: 3 clusters Score -2945850 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14220 members Mstep: Class 2 contains 10177 members Entering Unmasked Estep Score: -2946270.500000 Penalty: 5010.699219 Iteration 4Q: 3 clusters Score -2946270 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14881 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -2946725.250000 Penalty: 5010.699219 Iteration 5Q: 3 clusters Score -2946725 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -2947281.250000 Penalty: 5010.699219 Iteration 6Q: 3 clusters Score -2947281 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16586 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -2948010.500000 Penalty: 5010.699219 Iteration 7Q: 3 clusters Score -2948010 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -2948919.750000 Penalty: 5010.699219 Iteration 8Q: 3 clusters Score -2948920 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -2949942.000000 Penalty: 5010.699219 Iteration 9F: 3 clusters Score -2949942 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20104 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -2950941.500000 Penalty: 5010.699219 Iteration 10F: 3 clusters Score -2950942 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21238 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -2951876.500000 Penalty: 5010.699219 Iteration 11Q: 3 clusters Score -2951876 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22200 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -2952611.250000 Penalty: 5010.699219 Iteration 12Q: 3 clusters Score -2952611 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -2953175.250000 Penalty: 5010.699219 Iteration 13Q: 3 clusters Score -2953175 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23349 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -2953542.000000 Penalty: 5010.699219 Iteration 14Q: 3 clusters Score -2953542 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23641 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -2953777.500000 Penalty: 5010.699219 Iteration 15Q: 3 clusters Score -2953778 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23799 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -2953921.500000 Penalty: 5010.699219 Iteration 16Q: 3 clusters Score -2953922 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23901 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -2953997.750000 Penalty: 5010.699219 Iteration 17Q: 3 clusters Score -2953998 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23954 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -2954052.000000 Penalty: 5010.699219 Iteration 18Q: 3 clusters Score -2954052 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23986 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -2954088.250000 Penalty: 5010.699219 Iteration 19Q: 3 clusters Score -2954088 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24014 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -2954115.500000 Penalty: 5010.699219 Iteration 20F: 3 clusters Score -2954116 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24026 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -2954127.500000 Penalty: 5010.699219 Iteration 21Q: 3 clusters Score -2954128 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24039 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -2954144.750000 Penalty: 5010.699219 Iteration 22Q: 3 clusters Score -2954145 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24048 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -2954156.000000 Penalty: 5010.699219 Iteration 23Q: 3 clusters Score -2954156 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -2954162.750000 Penalty: 5010.699219 Iteration 24Q: 3 clusters Score -2954163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24057 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -2954166.500000 Penalty: 5010.699219 Iteration 25Q: 3 clusters Score -2954166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24058 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -2954165.750000 Penalty: 5010.699219 Iteration 26Q: 3 clusters Score -2954166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24058 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -2954165.750000 Penalty: 5010.699219 Iteration 27F: 3 clusters Score -2954166 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (156709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156709 members Entering Unmasked Estep Score: -19563654.000000 Penalty: 2966.612061 Iteration 0F: 2 clusters Score -1.956365e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78531 members Mstep: Class 2 contains 78178 members Entering Unmasked Estep Score: -19460978.000000 Penalty: 5933.224121 Iteration 0F: 3 clusters Score -1.946098e+07 nChanged 74938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81731 members Mstep: Class 2 contains 74978 members Entering Unmasked Estep Score: -19504530.000000 Penalty: 5933.224121 Iteration 1F: 3 clusters Score -1.950453e+07 nChanged 5014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84231 members Mstep: Class 2 contains 72478 members Entering Unmasked Estep Score: -19505872.000000 Penalty: 5933.224121 Iteration 2Q: 3 clusters Score -1.950587e+07 nChanged 6357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88424 members Mstep: Class 2 contains 68285 members Entering Unmasked Estep Score: -19508068.000000 Penalty: 5933.224121 Iteration 3Q: 3 clusters Score -1.950807e+07 nChanged 8301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94755 members Mstep: Class 2 contains 61954 members Entering Unmasked Estep Score: -19511860.000000 Penalty: 5933.224121 Iteration 4F: 3 clusters Score -1.951186e+07 nChanged 10955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103758 members Mstep: Class 2 contains 52951 members Entering Unmasked Estep Score: -19518792.000000 Penalty: 5933.224121 Iteration 5F: 3 clusters Score -1.951879e+07 nChanged 12839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114831 members Mstep: Class 2 contains 41878 members Entering Unmasked Estep Score: -19528322.000000 Penalty: 5933.224121 Iteration 6F: 3 clusters Score -1.952832e+07 nChanged 12628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126023 members Mstep: Class 2 contains 30686 members Entering Unmasked Estep Score: -19538186.000000 Penalty: 5933.224121 Iteration 7F: 3 clusters Score -1.953819e+07 nChanged 10067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135312 members Mstep: Class 2 contains 21397 members Entering Unmasked Estep Score: -19546056.000000 Penalty: 5933.224121 Iteration 8F: 3 clusters Score -1.954606e+07 nChanged 7279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142295 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -19551444.000000 Penalty: 5933.224121 Iteration 9Q: 3 clusters Score -1.955144e+07 nChanged 5042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147287 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -19555018.000000 Penalty: 5933.224121 Iteration 10Q: 3 clusters Score -1.955502e+07 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150769 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -19557448.000000 Penalty: 5933.224121 Iteration 11Q: 3 clusters Score -1.955745e+07 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153058 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -19559166.000000 Penalty: 5933.224121 Iteration 12Q: 3 clusters Score -1.955917e+07 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154418 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -19560064.000000 Penalty: 5933.224121 Iteration 13Q: 3 clusters Score -1.956006e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155129 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -19560530.000000 Penalty: 5933.224121 Iteration 14Q: 3 clusters Score -1.956053e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155474 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -19560818.000000 Penalty: 5933.224121 Iteration 15Q: 3 clusters Score -1.956082e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155651 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -19561016.000000 Penalty: 5933.224121 Iteration 16Q: 3 clusters Score -1.956102e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155738 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -19561108.000000 Penalty: 5933.224121 Iteration 17Q: 3 clusters Score -1.956111e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155775 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -19561140.000000 Penalty: 5933.224121 Iteration 18Q: 3 clusters Score -1.956114e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155808 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -19561192.000000 Penalty: 5933.224121 Iteration 19Q: 3 clusters Score -1.956119e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155838 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -19561192.000000 Penalty: 5933.224121 Iteration 20F: 3 clusters Score -1.956119e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155866 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -19561236.000000 Penalty: 5933.224121 Iteration 21Q: 3 clusters Score -1.956124e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155880 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -19561244.000000 Penalty: 5933.224121 Iteration 22Q: 3 clusters Score -1.956124e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155879 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -19561268.000000 Penalty: 5933.224121 Iteration 23Q: 3 clusters Score -1.956127e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155888 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -19561288.000000 Penalty: 5933.224121 Iteration 24Q: 3 clusters Score -1.956129e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155896 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -19561324.000000 Penalty: 5933.224121 Iteration 25Q: 3 clusters Score -1.956132e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155898 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -19561348.000000 Penalty: 5933.224121 Iteration 26Q: 3 clusters Score -1.956135e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155911 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -19561376.000000 Penalty: 5933.224121 Iteration 27Q: 3 clusters Score -1.956138e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155928 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -19561372.000000 Penalty: 5933.224121 Iteration 28Q: 3 clusters Score -1.956137e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155932 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -19561396.000000 Penalty: 5933.224121 Iteration 29Q: 3 clusters Score -1.95614e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155939 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -19561400.000000 Penalty: 5933.224121 Iteration 30Q: 3 clusters Score -1.95614e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155944 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -19561418.000000 Penalty: 5933.224121 Iteration 31Q: 3 clusters Score -1.956142e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155954 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -19561428.000000 Penalty: 5933.224121 Iteration 32Q: 3 clusters Score -1.956143e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155959 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -19561422.000000 Penalty: 5933.224121 Iteration 33Q: 3 clusters Score -1.956142e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155967 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -19561434.000000 Penalty: 5933.224121 Iteration 34Q: 3 clusters Score -1.956143e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155968 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -19561448.000000 Penalty: 5933.224121 Iteration 35Q: 3 clusters Score -1.956145e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155969 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -19561452.000000 Penalty: 5933.224121 Iteration 36Q: 3 clusters Score -1.956145e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155976 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -19561450.000000 Penalty: 5933.224121 Iteration 37Q: 3 clusters Score -1.956145e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155976 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -19561448.000000 Penalty: 5933.224121 Iteration 38Q: 3 clusters Score -1.956145e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155974 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -19561454.000000 Penalty: 5933.224121 Iteration 39Q: 3 clusters Score -1.956145e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155974 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -19561460.000000 Penalty: 5933.224121 Iteration 40F: 3 clusters Score -1.956146e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155977 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -19561474.000000 Penalty: 5933.224121 Iteration 41Q: 3 clusters Score -1.956147e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155980 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -19561474.000000 Penalty: 5933.224121 Iteration 42Q: 3 clusters Score -1.956147e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155979 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -19561468.000000 Penalty: 5933.224121 Iteration 43Q: 3 clusters Score -1.956147e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155980 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -19561472.000000 Penalty: 5933.224121 Iteration 44Q: 3 clusters Score -1.956147e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155980 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -19561472.000000 Penalty: 5933.224121 Iteration 45F: 3 clusters Score -1.956147e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -84449.453125 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -84449.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -82782.281250 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -82782.28 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -83289.257812 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -83289.26 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -83594.421875 Penalty: 3318.657715 Iteration 2F: 3 clusters Score -83594.42 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -83842.343750 Penalty: 3318.657715 Iteration 3F: 3 clusters Score -83842.34 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -84103.382812 Penalty: 3318.657715 Iteration 4F: 3 clusters Score -84103.38 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84380.859375 Penalty: 3318.657715 Iteration 5F: 3 clusters Score -84380.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -84652.328125 Penalty: 3318.657715 Iteration 6Q: 3 clusters Score -84652.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -84851.617188 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -84851.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -84941.890625 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -84941.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -84961.601562 Penalty: 3318.657715 Iteration 9Q: 3 clusters Score -84961.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -85014.851562 Penalty: 3318.657715 Iteration 10Q: 3 clusters Score -85014.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -85034.843750 Penalty: 3318.657715 Iteration 11Q: 3 clusters Score -85034.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -85052.460938 Penalty: 3318.657715 Iteration 12Q: 3 clusters Score -85052.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -85065.007812 Penalty: 3318.657715 Iteration 13Q: 3 clusters Score -85065.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -85078.070312 Penalty: 3318.657715 Iteration 14Q: 3 clusters Score -85078.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -85090.023438 Penalty: 3318.657715 Iteration 15Q: 3 clusters Score -85090.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -85098.687500 Penalty: 3318.657715 Iteration 16Q: 3 clusters Score -85098.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -85114.960938 Penalty: 3318.657715 Iteration 17Q: 3 clusters Score -85114.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -85120.507812 Penalty: 3318.657715 Iteration 18Q: 3 clusters Score -85120.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -85121.187500 Penalty: 3318.657715 Iteration 19Q: 3 clusters Score -85121.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -85121.187500 Penalty: 3318.657715 Iteration 20F: 3 clusters Score -85121.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4550 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59680 members Mstep: Class 5 contains 15104 members Mstep: Class 6 contains 4231 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26288 members Mstep: Class 10 contains 12785 members Mstep: Class 11 contains 42722 members Mstep: Class 12 contains 2417 members Mstep: Class 13 contains 7582 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40997 members Mstep: Class 16 contains 4349 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156709 members Mstep: Class 19 contains 410 members Mstep: Class 20 contains 8432 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Mstep: Class 25 contains 395 members Entering Unmasked Estep Score: -52030500.000000 Penalty: 80461.242188 Splitting cluster 19 changes total score from -52031348.000000 to -52030500.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (8432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Entering Unmasked Estep Score: -986397.187500 Penalty: 2241.867676 Iteration 0F: 2 clusters Score -986397.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -979794.812500 Penalty: 4483.735352 Iteration 0F: 3 clusters Score -979794.8 nChanged 3438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -981766.937500 Penalty: 4483.735352 Iteration 1F: 3 clusters Score -981766.9 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -982203.750000 Penalty: 4483.735352 Iteration 2F: 3 clusters Score -982203.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -982535.500000 Penalty: 4483.735352 Iteration 3F: 3 clusters Score -982535.5 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -982835.062500 Penalty: 4483.735352 Iteration 4F: 3 clusters Score -982835.1 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -983077.812500 Penalty: 4483.735352 Iteration 5Q: 3 clusters Score -983077.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -983241.375000 Penalty: 4483.735352 Iteration 6Q: 3 clusters Score -983241.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -983368.187500 Penalty: 4483.735352 Iteration 7Q: 3 clusters Score -983368.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -983464.062500 Penalty: 4483.735352 Iteration 8Q: 3 clusters Score -983464.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -983549.562500 Penalty: 4483.735352 Iteration 9Q: 3 clusters Score -983549.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -983633.937500 Penalty: 4483.735352 Iteration 10Q: 3 clusters Score -983633.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -983697.562500 Penalty: 4483.735352 Iteration 11Q: 3 clusters Score -983697.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -983758.937500 Penalty: 4483.735352 Iteration 12Q: 3 clusters Score -983758.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -983809.625000 Penalty: 4483.735352 Iteration 13Q: 3 clusters Score -983809.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -983849.875000 Penalty: 4483.735352 Iteration 14Q: 3 clusters Score -983849.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -983895.562500 Penalty: 4483.735352 Iteration 15Q: 3 clusters Score -983895.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -983942.625000 Penalty: 4483.735352 Iteration 16Q: 3 clusters Score -983942.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -983989.875000 Penalty: 4483.735352 Iteration 17Q: 3 clusters Score -983989.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -984042.437500 Penalty: 4483.735352 Iteration 18Q: 3 clusters Score -984042.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -984111.687500 Penalty: 4483.735352 Iteration 19Q: 3 clusters Score -984111.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -984174.187500 Penalty: 4483.735352 Iteration 20F: 3 clusters Score -984174.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -984233.812500 Penalty: 4483.735352 Iteration 21Q: 3 clusters Score -984233.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -984277.312500 Penalty: 4483.735352 Iteration 22Q: 3 clusters Score -984277.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -984315.875000 Penalty: 4483.735352 Iteration 23Q: 3 clusters Score -984315.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -984353.062500 Penalty: 4483.735352 Iteration 24Q: 3 clusters Score -984353.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -984386.125000 Penalty: 4483.735352 Iteration 25Q: 3 clusters Score -984386.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -984418.125000 Penalty: 4483.735352 Iteration 26Q: 3 clusters Score -984418.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -984462.875000 Penalty: 4483.735352 Iteration 27Q: 3 clusters Score -984462.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -984499.250000 Penalty: 4483.735352 Iteration 28Q: 3 clusters Score -984499.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -984522.750000 Penalty: 4483.735352 Iteration 29Q: 3 clusters Score -984522.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -984543.187500 Penalty: 4483.735352 Iteration 30Q: 3 clusters Score -984543.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -984558.937500 Penalty: 4483.735352 Iteration 31Q: 3 clusters Score -984558.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -984575.312500 Penalty: 4483.735352 Iteration 32Q: 3 clusters Score -984575.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -984589.562500 Penalty: 4483.735352 Iteration 33Q: 3 clusters Score -984589.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -984603.937500 Penalty: 4483.735352 Iteration 34Q: 3 clusters Score -984603.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -984615.875000 Penalty: 4483.735352 Iteration 35Q: 3 clusters Score -984615.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -984631.875000 Penalty: 4483.735352 Iteration 36Q: 3 clusters Score -984631.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -984646.312500 Penalty: 4483.735352 Iteration 37Q: 3 clusters Score -984646.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -984654.875000 Penalty: 4483.735352 Iteration 38Q: 3 clusters Score -984654.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -984664.187500 Penalty: 4483.735352 Iteration 39Q: 3 clusters Score -984664.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -984667.625000 Penalty: 4483.735352 Iteration 40F: 3 clusters Score -984667.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -984667.562500 Penalty: 4483.735352 Iteration 41Q: 3 clusters Score -984667.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -984669.375000 Penalty: 4483.735352 Iteration 42Q: 3 clusters Score -984669.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -984668.562500 Penalty: 4483.735352 Iteration 43Q: 3 clusters Score -984668.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -984668.562500 Penalty: 4483.735352 Iteration 44F: 3 clusters Score -984668.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Entering Unmasked Estep Score: -492770.125000 Penalty: 2061.470459 Iteration 0F: 2 clusters Score -492770.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -488833.937500 Penalty: 4122.940918 Iteration 0F: 3 clusters Score -488833.9 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -489731.406250 Penalty: 4122.940918 Iteration 1F: 3 clusters Score -489731.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -489940.906250 Penalty: 4122.940918 Iteration 2F: 3 clusters Score -489940.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -490052.250000 Penalty: 4122.940918 Iteration 3Q: 3 clusters Score -490052.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -490107.968750 Penalty: 4122.940918 Iteration 4Q: 3 clusters Score -490108 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -490146.375000 Penalty: 4122.940918 Iteration 5Q: 3 clusters Score -490146.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -490174.781250 Penalty: 4122.940918 Iteration 6Q: 3 clusters Score -490174.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -490186.312500 Penalty: 4122.940918 Iteration 7Q: 3 clusters Score -490186.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -490196.312500 Penalty: 4122.940918 Iteration 8Q: 3 clusters Score -490196.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -490209.562500 Penalty: 4122.940918 Iteration 9Q: 3 clusters Score -490209.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -490219.406250 Penalty: 4122.940918 Iteration 10Q: 3 clusters Score -490219.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -490227.843750 Penalty: 4122.940918 Iteration 11Q: 3 clusters Score -490227.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -490234.531250 Penalty: 4122.940918 Iteration 12Q: 3 clusters Score -490234.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -490243.312500 Penalty: 4122.940918 Iteration 13Q: 3 clusters Score -490243.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -490252.312500 Penalty: 4122.940918 Iteration 14Q: 3 clusters Score -490252.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -490257.250000 Penalty: 4122.940918 Iteration 15Q: 3 clusters Score -490257.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -490261.906250 Penalty: 4122.940918 Iteration 16Q: 3 clusters Score -490261.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -490263.406250 Penalty: 4122.940918 Iteration 17Q: 3 clusters Score -490263.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -490265.156250 Penalty: 4122.940918 Iteration 18Q: 3 clusters Score -490265.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -490266.406250 Penalty: 4122.940918 Iteration 19Q: 3 clusters Score -490266.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -490267.000000 Penalty: 4122.940918 Iteration 20F: 3 clusters Score -490267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -490266.593750 Penalty: 4122.940918 Iteration 21Q: 3 clusters Score -490266.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -490268.062500 Penalty: 4122.940918 Iteration 22Q: 3 clusters Score -490268.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -490268.718750 Penalty: 4122.940918 Iteration 23Q: 3 clusters Score -490268.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -490269.062500 Penalty: 4122.940918 Iteration 24Q: 3 clusters Score -490269.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -490269.531250 Penalty: 4122.940918 Iteration 25Q: 3 clusters Score -490269.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -490271.375000 Penalty: 4122.940918 Iteration 26Q: 3 clusters Score -490271.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -490272.812500 Penalty: 4122.940918 Iteration 27Q: 3 clusters Score -490272.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -490273.468750 Penalty: 4122.940918 Iteration 28Q: 3 clusters Score -490273.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -490273.812500 Penalty: 4122.940918 Iteration 29Q: 3 clusters Score -490273.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -490274.562500 Penalty: 4122.940918 Iteration 30Q: 3 clusters Score -490274.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -490274.562500 Penalty: 4122.940918 Iteration 31F: 3 clusters Score -490274.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -123408.867188 Penalty: 1724.039551 Iteration 0F: 2 clusters Score -123408.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -121480.507812 Penalty: 3448.079102 Iteration 0F: 3 clusters Score -121480.5 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -121799.585938 Penalty: 3448.079102 Iteration 1F: 3 clusters Score -121799.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -121907.546875 Penalty: 3448.079102 Iteration 2F: 3 clusters Score -121907.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -121980.054688 Penalty: 3448.079102 Iteration 3Q: 3 clusters Score -121980.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -122031.710938 Penalty: 3448.079102 Iteration 4Q: 3 clusters Score -122031.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -122080.132812 Penalty: 3448.079102 Iteration 5Q: 3 clusters Score -122080.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -122131.390625 Penalty: 3448.079102 Iteration 6Q: 3 clusters Score -122131.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -122179.875000 Penalty: 3448.079102 Iteration 7Q: 3 clusters Score -122179.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -122227.148438 Penalty: 3448.079102 Iteration 8Q: 3 clusters Score -122227.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -122268.531250 Penalty: 3448.079102 Iteration 9Q: 3 clusters Score -122268.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -122332.648438 Penalty: 3448.079102 Iteration 10Q: 3 clusters Score -122332.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -122418.468750 Penalty: 3448.079102 Iteration 11Q: 3 clusters Score -122418.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -122525.429688 Penalty: 3448.079102 Iteration 12Q: 3 clusters Score -122525.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -122599.546875 Penalty: 3448.079102 Iteration 13Q: 3 clusters Score -122599.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -122636.789062 Penalty: 3448.079102 Iteration 14Q: 3 clusters Score -122636.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -122659.101562 Penalty: 3448.079102 Iteration 15Q: 3 clusters Score -122659.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -122668.421875 Penalty: 3448.079102 Iteration 16Q: 3 clusters Score -122668.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -122679.031250 Penalty: 3448.079102 Iteration 17Q: 3 clusters Score -122679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -122681.937500 Penalty: 3448.079102 Iteration 18Q: 3 clusters Score -122681.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -122684.281250 Penalty: 3448.079102 Iteration 19Q: 3 clusters Score -122684.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -122684.281250 Penalty: 3448.079102 Iteration 20F: 3 clusters Score -122684.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Entering Unmasked Estep Score: -135619.921875 Penalty: 1743.213745 Iteration 0F: 2 clusters Score -135619.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -133554.421875 Penalty: 3486.427490 Iteration 0F: 3 clusters Score -133554.4 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -133856.953125 Penalty: 3486.427490 Iteration 1F: 3 clusters Score -133857 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -133948.359375 Penalty: 3486.427490 Iteration 2F: 3 clusters Score -133948.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -133994.812500 Penalty: 3486.427490 Iteration 3Q: 3 clusters Score -133994.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -134026.609375 Penalty: 3486.427490 Iteration 4Q: 3 clusters Score -134026.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -134044.218750 Penalty: 3486.427490 Iteration 5Q: 3 clusters Score -134044.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -134057.250000 Penalty: 3486.427490 Iteration 6Q: 3 clusters Score -134057.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -134069.000000 Penalty: 3486.427490 Iteration 7Q: 3 clusters Score -134069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -134082.875000 Penalty: 3486.427490 Iteration 8Q: 3 clusters Score -134082.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -134088.515625 Penalty: 3486.427490 Iteration 9Q: 3 clusters Score -134088.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -134093.625000 Penalty: 3486.427490 Iteration 10Q: 3 clusters Score -134093.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -134100.171875 Penalty: 3486.427490 Iteration 11Q: 3 clusters Score -134100.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -134108.453125 Penalty: 3486.427490 Iteration 12Q: 3 clusters Score -134108.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -134111.500000 Penalty: 3486.427490 Iteration 13Q: 3 clusters Score -134111.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -134118.515625 Penalty: 3486.427490 Iteration 14Q: 3 clusters Score -134118.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -134122.968750 Penalty: 3486.427490 Iteration 15Q: 3 clusters Score -134123 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -134127.796875 Penalty: 3486.427490 Iteration 16Q: 3 clusters Score -134127.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -134131.968750 Penalty: 3486.427490 Iteration 17Q: 3 clusters Score -134132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -134133.421875 Penalty: 3486.427490 Iteration 18Q: 3 clusters Score -134133.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -134133.937500 Penalty: 3486.427490 Iteration 19Q: 3 clusters Score -134133.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -134133.937500 Penalty: 3486.427490 Iteration 20F: 3 clusters Score -134133.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Entering Unmasked Estep Score: -87187.601562 Penalty: 1671.061768 Iteration 0F: 2 clusters Score -87187.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -85499.945312 Penalty: 3342.123535 Iteration 0F: 3 clusters Score -85499.95 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -85830.328125 Penalty: 3342.123535 Iteration 1F: 3 clusters Score -85830.33 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -85980.195312 Penalty: 3342.123535 Iteration 2F: 3 clusters Score -85980.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -86091.390625 Penalty: 3342.123535 Iteration 3Q: 3 clusters Score -86091.39 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -86269.000000 Penalty: 3342.123535 Iteration 4F: 3 clusters Score -86269 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -86513.554688 Penalty: 3342.123535 Iteration 5F: 3 clusters Score -86513.55 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -86853.953125 Penalty: 3342.123535 Iteration 6Q: 3 clusters Score -86853.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -87220.617188 Penalty: 3342.123535 Iteration 7Q: 3 clusters Score -87220.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -87272.015625 Penalty: 3342.123535 Iteration 8Q: 3 clusters Score -87272.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -87332.070312 Penalty: 3342.123535 Iteration 9Q: 3 clusters Score -87332.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -87428.257812 Penalty: 3342.123535 Iteration 10Q: 3 clusters Score -87428.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -87480.039062 Penalty: 3342.123535 Iteration 11Q: 3 clusters Score -87480.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -87515.351562 Penalty: 3342.123535 Iteration 12Q: 3 clusters Score -87515.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -87542.617188 Penalty: 3342.123535 Iteration 13Q: 3 clusters Score -87542.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -87543.343750 Penalty: 3342.123535 Iteration 14Q: 3 clusters Score -87543.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -87545.335938 Penalty: 3342.123535 Iteration 15Q: 3 clusters Score -87545.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -87548.085938 Penalty: 3342.123535 Iteration 16Q: 3 clusters Score -87548.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -87548.085938 Penalty: 3342.123535 Iteration 17F: 3 clusters Score -87548.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4550 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59680 members Mstep: Class 5 contains 15104 members Mstep: Class 6 contains 4231 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26288 members Mstep: Class 10 contains 12785 members Mstep: Class 11 contains 42722 members Mstep: Class 12 contains 2417 members Mstep: Class 13 contains 7582 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40997 members Mstep: Class 16 contains 4349 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156709 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8432 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 589 members Mstep: Class 25 contains 255 members Entering Unmasked Estep Score: -52030280.000000 Penalty: 80461.242188 Splitting cluster 24 changes total score from -52031348.000000 to -52030280.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4550 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59680 members Mstep: Class 5 contains 15104 members Mstep: Class 6 contains 4231 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26288 members Mstep: Class 10 contains 12785 members Mstep: Class 11 contains 42722 members Mstep: Class 12 contains 2417 members Mstep: Class 13 contains 7582 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40997 members Mstep: Class 16 contains 4349 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156709 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8432 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031416.000000 Penalty: 77242.789062 Iteration 119Q: 25 clusters Score -5.203142e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4552 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59681 members Mstep: Class 5 contains 15087 members Mstep: Class 6 contains 4224 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26306 members Mstep: Class 10 contains 12788 members Mstep: Class 11 contains 42722 members Mstep: Class 12 contains 2418 members Mstep: Class 13 contains 7583 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40998 members Mstep: Class 16 contains 4353 members Mstep: Class 17 contains 24397 members Mstep: Class 18 contains 156705 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8429 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031452.000000 Penalty: 77242.789062 Iteration 120F: 25 clusters Score -5.203145e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4556 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59681 members Mstep: Class 5 contains 15071 members Mstep: Class 6 contains 4223 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26320 members Mstep: Class 10 contains 12790 members Mstep: Class 11 contains 42721 members Mstep: Class 12 contains 2417 members Mstep: Class 13 contains 7585 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40998 members Mstep: Class 16 contains 4354 members Mstep: Class 17 contains 24396 members Mstep: Class 18 contains 156705 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8426 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031480.000000 Penalty: 77242.789062 Iteration 121Q: 25 clusters Score -5.203148e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4560 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59678 members Mstep: Class 5 contains 15064 members Mstep: Class 6 contains 4220 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26328 members Mstep: Class 10 contains 12792 members Mstep: Class 11 contains 42719 members Mstep: Class 12 contains 2417 members Mstep: Class 13 contains 7588 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40998 members Mstep: Class 16 contains 4356 members Mstep: Class 17 contains 24395 members Mstep: Class 18 contains 156704 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8425 members Mstep: Class 21 contains 4073 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031468.000000 Penalty: 77242.789062 Iteration 122Q: 25 clusters Score -5.203147e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4561 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59674 members Mstep: Class 5 contains 15057 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26340 members Mstep: Class 10 contains 12795 members Mstep: Class 11 contains 42716 members Mstep: Class 12 contains 2418 members Mstep: Class 13 contains 7589 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 40999 members Mstep: Class 16 contains 4359 members Mstep: Class 17 contains 24395 members Mstep: Class 18 contains 156701 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8425 members Mstep: Class 21 contains 4073 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031436.000000 Penalty: 77242.789062 Iteration 123Q: 25 clusters Score -5.203144e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4563 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59672 members Mstep: Class 5 contains 15049 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26344 members Mstep: Class 10 contains 12796 members Mstep: Class 11 contains 42715 members Mstep: Class 12 contains 2420 members Mstep: Class 13 contains 7591 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41000 members Mstep: Class 16 contains 4359 members Mstep: Class 17 contains 24395 members Mstep: Class 18 contains 156696 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8425 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031376.000000 Penalty: 77242.789062 Iteration 124Q: 25 clusters Score -5.203138e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4566 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59669 members Mstep: Class 5 contains 15042 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26351 members Mstep: Class 10 contains 12799 members Mstep: Class 11 contains 42712 members Mstep: Class 12 contains 2421 members Mstep: Class 13 contains 7591 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41002 members Mstep: Class 16 contains 4360 members Mstep: Class 17 contains 24395 members Mstep: Class 18 contains 156694 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8424 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1129 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031412.000000 Penalty: 77242.789062 Iteration 125Q: 25 clusters Score -5.203141e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4571 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59663 members Mstep: Class 5 contains 15034 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26365 members Mstep: Class 10 contains 12802 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2422 members Mstep: Class 13 contains 7593 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41001 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24395 members Mstep: Class 18 contains 156686 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8420 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1128 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031396.000000 Penalty: 77242.789062 Iteration 126Q: 25 clusters Score -5.20314e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4575 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59662 members Mstep: Class 5 contains 15028 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26370 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42709 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7594 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41002 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24395 members Mstep: Class 18 contains 156683 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8419 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1127 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031400.000000 Penalty: 77242.789062 Iteration 127Q: 25 clusters Score -5.20314e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59661 members Mstep: Class 5 contains 15026 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26372 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41002 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24394 members Mstep: Class 18 contains 156684 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8417 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031360.000000 Penalty: 77242.789062 Iteration 128Q: 25 clusters Score -5.203136e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59657 members Mstep: Class 5 contains 15024 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26375 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41003 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24394 members Mstep: Class 18 contains 156685 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8415 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031376.000000 Penalty: 77242.789062 Iteration 129Q: 25 clusters Score -5.203138e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59656 members Mstep: Class 5 contains 15020 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26379 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24394 members Mstep: Class 18 contains 156684 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8415 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031336.000000 Penalty: 77242.789062 Iteration 130Q: 25 clusters Score -5.203134e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59655 members Mstep: Class 5 contains 15017 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26386 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156683 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8415 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031324.000000 Penalty: 77242.789062 Iteration 131Q: 25 clusters Score -5.203132e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59655 members Mstep: Class 5 contains 15010 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26392 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41006 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156684 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8415 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031296.000000 Penalty: 77242.789062 Iteration 132Q: 25 clusters Score -5.20313e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59654 members Mstep: Class 5 contains 15001 members Mstep: Class 6 contains 4214 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26404 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41006 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156683 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8414 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031352.000000 Penalty: 77242.789062 Iteration 133Q: 25 clusters Score -5.203135e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4577 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59653 members Mstep: Class 5 contains 14994 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26412 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2422 members Mstep: Class 13 contains 7599 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156684 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8413 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031320.000000 Penalty: 77242.789062 Iteration 134Q: 25 clusters Score -5.203132e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4578 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59653 members Mstep: Class 5 contains 14985 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26422 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2423 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156682 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8413 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031348.000000 Penalty: 77242.789062 Iteration 135Q: 25 clusters Score -5.203135e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59653 members Mstep: Class 5 contains 14970 members Mstep: Class 6 contains 4218 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26436 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2427 members Mstep: Class 13 contains 7597 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4364 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156677 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8411 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031376.000000 Penalty: 77242.789062 Iteration 136Q: 25 clusters Score -5.203138e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4581 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59654 members Mstep: Class 5 contains 14956 members Mstep: Class 6 contains 4219 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26448 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2433 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41006 members Mstep: Class 16 contains 4363 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156672 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8410 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031328.000000 Penalty: 77242.789062 Iteration 137Q: 25 clusters Score -5.203133e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4581 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59655 members Mstep: Class 5 contains 14943 members Mstep: Class 6 contains 4214 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26463 members Mstep: Class 10 contains 12804 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2437 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4365 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156672 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8408 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031424.000000 Penalty: 77242.789062 Iteration 138Q: 25 clusters Score -5.203142e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59653 members Mstep: Class 5 contains 14931 members Mstep: Class 6 contains 4213 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26479 members Mstep: Class 10 contains 12804 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2441 members Mstep: Class 13 contains 7595 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4367 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156670 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8405 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031388.000000 Penalty: 77242.789062 Iteration 139Q: 25 clusters Score -5.203139e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59652 members Mstep: Class 5 contains 14917 members Mstep: Class 6 contains 4211 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26494 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2446 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41005 members Mstep: Class 16 contains 4369 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156664 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8404 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031340.000000 Penalty: 77242.789062 Iteration 140F: 25 clusters Score -5.203134e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59654 members Mstep: Class 5 contains 14901 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26512 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2450 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41006 members Mstep: Class 16 contains 4373 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156662 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8397 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031404.000000 Penalty: 77242.789062 Iteration 141Q: 25 clusters Score -5.20314e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59654 members Mstep: Class 5 contains 14885 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26533 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2451 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41006 members Mstep: Class 16 contains 4376 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156658 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8390 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031384.000000 Penalty: 77242.789062 Iteration 142Q: 25 clusters Score -5.203138e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4581 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59650 members Mstep: Class 5 contains 14869 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26552 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2453 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41006 members Mstep: Class 16 contains 4378 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 156652 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8390 members Mstep: Class 21 contains 4077 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031368.000000 Penalty: 77242.789062 Iteration 143Q: 25 clusters Score -5.203137e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4583 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59648 members Mstep: Class 5 contains 14852 members Mstep: Class 6 contains 4205 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26571 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2456 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41008 members Mstep: Class 16 contains 4379 members Mstep: Class 17 contains 24394 members Mstep: Class 18 contains 156637 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8390 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031420.000000 Penalty: 77242.789062 Iteration 144Q: 25 clusters Score -5.203142e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4587 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59644 members Mstep: Class 5 contains 14835 members Mstep: Class 6 contains 4205 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26594 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2457 members Mstep: Class 13 contains 7602 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41008 members Mstep: Class 16 contains 4380 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156623 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8391 members Mstep: Class 21 contains 4085 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031416.000000 Penalty: 77242.789062 Iteration 145Q: 25 clusters Score -5.203142e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4590 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14815 members Mstep: Class 6 contains 4204 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26606 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2458 members Mstep: Class 13 contains 7605 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41011 members Mstep: Class 16 contains 4383 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156617 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8391 members Mstep: Class 21 contains 4092 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031384.000000 Penalty: 77242.789062 Iteration 146Q: 25 clusters Score -5.203138e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4593 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59636 members Mstep: Class 5 contains 14799 members Mstep: Class 6 contains 4204 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26627 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2461 members Mstep: Class 13 contains 7607 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41010 members Mstep: Class 16 contains 4382 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156606 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8390 members Mstep: Class 21 contains 4099 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031372.000000 Penalty: 77242.789062 Iteration 147Q: 25 clusters Score -5.203137e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4594 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59632 members Mstep: Class 5 contains 14777 members Mstep: Class 6 contains 4205 members Mstep: Class 7 contains 8338 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26653 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2464 members Mstep: Class 13 contains 7608 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41011 members Mstep: Class 16 contains 4383 members Mstep: Class 17 contains 24392 members Mstep: Class 18 contains 156595 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8390 members Mstep: Class 21 contains 4103 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031408.000000 Penalty: 77242.789062 Iteration 148Q: 25 clusters Score -5.203141e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4597 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59630 members Mstep: Class 5 contains 14758 members Mstep: Class 6 contains 4205 members Mstep: Class 7 contains 8337 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26666 members Mstep: Class 10 contains 12805 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2465 members Mstep: Class 13 contains 7615 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41015 members Mstep: Class 16 contains 4386 members Mstep: Class 17 contains 24391 members Mstep: Class 18 contains 156585 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8389 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031400.000000 Penalty: 77242.789062 Iteration 149Q: 25 clusters Score -5.20314e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4600 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59629 members Mstep: Class 5 contains 14743 members Mstep: Class 6 contains 4205 members Mstep: Class 7 contains 8337 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26675 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2464 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41017 members Mstep: Class 16 contains 4387 members Mstep: Class 17 contains 24390 members Mstep: Class 18 contains 156585 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8389 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031340.000000 Penalty: 77242.789062 Iteration 150Q: 25 clusters Score -5.203134e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4601 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59628 members Mstep: Class 5 contains 14735 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8338 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26680 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42710 members Mstep: Class 12 contains 2467 members Mstep: Class 13 contains 7615 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41020 members Mstep: Class 16 contains 4388 members Mstep: Class 17 contains 24390 members Mstep: Class 18 contains 156582 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8387 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031392.000000 Penalty: 77242.789062 Iteration 151Q: 25 clusters Score -5.203139e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59627 members Mstep: Class 5 contains 14727 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8338 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26688 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 7616 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41024 members Mstep: Class 16 contains 4388 members Mstep: Class 17 contains 24390 members Mstep: Class 18 contains 156577 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8385 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031420.000000 Penalty: 77242.789062 Iteration 152Q: 25 clusters Score -5.203142e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59627 members Mstep: Class 5 contains 14719 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26692 members Mstep: Class 10 contains 12806 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2471 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41028 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24390 members Mstep: Class 18 contains 156573 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8383 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1125 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031412.000000 Penalty: 77242.789062 Iteration 153Q: 25 clusters Score -5.203141e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59628 members Mstep: Class 5 contains 14714 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26694 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2473 members Mstep: Class 13 contains 7616 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41029 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24389 members Mstep: Class 18 contains 156572 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8382 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031396.000000 Penalty: 77242.789062 Iteration 154Q: 25 clusters Score -5.20314e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59628 members Mstep: Class 5 contains 14710 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26701 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2474 members Mstep: Class 13 contains 7615 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41029 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24389 members Mstep: Class 18 contains 156569 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8382 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031432.000000 Penalty: 77242.789062 Iteration 155Q: 25 clusters Score -5.203143e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59628 members Mstep: Class 5 contains 14706 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26709 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2475 members Mstep: Class 13 contains 7614 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41030 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24389 members Mstep: Class 18 contains 156565 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8382 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031464.000000 Penalty: 77242.789062 Iteration 156Q: 25 clusters Score -5.203146e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59630 members Mstep: Class 5 contains 14695 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26720 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 7615 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41033 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24389 members Mstep: Class 18 contains 156559 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8380 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031452.000000 Penalty: 77242.789062 Iteration 157Q: 25 clusters Score -5.203145e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59630 members Mstep: Class 5 contains 14684 members Mstep: Class 6 contains 4206 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26737 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7614 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41036 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24389 members Mstep: Class 18 contains 156551 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031456.000000 Penalty: 77242.789062 Iteration 158Q: 25 clusters Score -5.203146e+07 nChanged 25 Entering ConstructFrom: Score: -52031456.000000 Penalty: 77242.789062 Entering ConstructFrom: Trying to split cluster 1 (4575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Entering Unmasked Estep Score: -560174.125000 Penalty: 2090.233643 Iteration 0F: 2 clusters Score -560174.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -555922.625000 Penalty: 4180.467285 Iteration 0F: 3 clusters Score -555922.6 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -556984.062500 Penalty: 4180.467285 Iteration 1F: 3 clusters Score -556984.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -557236.000000 Penalty: 4180.467285 Iteration 2F: 3 clusters Score -557236 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -557409.437500 Penalty: 4180.467285 Iteration 3F: 3 clusters Score -557409.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -557544.062500 Penalty: 4180.467285 Iteration 4Q: 3 clusters Score -557544.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -557646.000000 Penalty: 4180.467285 Iteration 5Q: 3 clusters Score -557646 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -557705.250000 Penalty: 4180.467285 Iteration 6Q: 3 clusters Score -557705.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -557749.625000 Penalty: 4180.467285 Iteration 7Q: 3 clusters Score -557749.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -557800.000000 Penalty: 4180.467285 Iteration 8Q: 3 clusters Score -557800 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -557841.000000 Penalty: 4180.467285 Iteration 9Q: 3 clusters Score -557841 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -557888.625000 Penalty: 4180.467285 Iteration 10Q: 3 clusters Score -557888.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -557935.187500 Penalty: 4180.467285 Iteration 11Q: 3 clusters Score -557935.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -557972.625000 Penalty: 4180.467285 Iteration 12Q: 3 clusters Score -557972.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -558024.500000 Penalty: 4180.467285 Iteration 13Q: 3 clusters Score -558024.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -558065.875000 Penalty: 4180.467285 Iteration 14Q: 3 clusters Score -558065.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -558113.625000 Penalty: 4180.467285 Iteration 15Q: 3 clusters Score -558113.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -558157.937500 Penalty: 4180.467285 Iteration 16Q: 3 clusters Score -558157.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -558209.250000 Penalty: 4180.467285 Iteration 17Q: 3 clusters Score -558209.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -558263.500000 Penalty: 4180.467285 Iteration 18Q: 3 clusters Score -558263.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -558325.062500 Penalty: 4180.467285 Iteration 19Q: 3 clusters Score -558325.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -558391.312500 Penalty: 4180.467285 Iteration 20F: 3 clusters Score -558391.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -558465.937500 Penalty: 4180.467285 Iteration 21Q: 3 clusters Score -558465.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -558534.812500 Penalty: 4180.467285 Iteration 22Q: 3 clusters Score -558534.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -558606.062500 Penalty: 4180.467285 Iteration 23Q: 3 clusters Score -558606.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -558655.687500 Penalty: 4180.467285 Iteration 24Q: 3 clusters Score -558655.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -558686.062500 Penalty: 4180.467285 Iteration 25Q: 3 clusters Score -558686.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -558719.437500 Penalty: 4180.467285 Iteration 26Q: 3 clusters Score -558719.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -558757.062500 Penalty: 4180.467285 Iteration 27Q: 3 clusters Score -558757.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -558793.000000 Penalty: 4180.467285 Iteration 28Q: 3 clusters Score -558793 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -558823.312500 Penalty: 4180.467285 Iteration 29Q: 3 clusters Score -558823.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -558847.687500 Penalty: 4180.467285 Iteration 30Q: 3 clusters Score -558847.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -558869.687500 Penalty: 4180.467285 Iteration 31Q: 3 clusters Score -558869.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -558886.187500 Penalty: 4180.467285 Iteration 32Q: 3 clusters Score -558886.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -558898.125000 Penalty: 4180.467285 Iteration 33Q: 3 clusters Score -558898.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -558904.375000 Penalty: 4180.467285 Iteration 34Q: 3 clusters Score -558904.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -558909.875000 Penalty: 4180.467285 Iteration 35Q: 3 clusters Score -558909.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -558910.937500 Penalty: 4180.467285 Iteration 36Q: 3 clusters Score -558910.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -558914.875000 Penalty: 4180.467285 Iteration 37Q: 3 clusters Score -558914.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -558915.937500 Penalty: 4180.467285 Iteration 38Q: 3 clusters Score -558915.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -558916.625000 Penalty: 4180.467285 Iteration 39Q: 3 clusters Score -558916.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -558917.687500 Penalty: 4180.467285 Iteration 40F: 3 clusters Score -558917.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -558919.312500 Penalty: 4180.467285 Iteration 41Q: 3 clusters Score -558919.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -558921.500000 Penalty: 4180.467285 Iteration 42Q: 3 clusters Score -558921.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -558923.000000 Penalty: 4180.467285 Iteration 43Q: 3 clusters Score -558923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -558925.812500 Penalty: 4180.467285 Iteration 44Q: 3 clusters Score -558925.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -558926.750000 Penalty: 4180.467285 Iteration 45Q: 3 clusters Score -558926.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -558926.437500 Penalty: 4180.467285 Iteration 46Q: 3 clusters Score -558926.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -558926.437500 Penalty: 4180.467285 Iteration 47F: 3 clusters Score -558926.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Entering Unmasked Estep Score: -561214.625000 Penalty: 2091.693115 Iteration 0F: 2 clusters Score -561214.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -556949.062500 Penalty: 4183.386230 Iteration 0F: 3 clusters Score -556949.1 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -557944.687500 Penalty: 4183.386230 Iteration 1F: 3 clusters Score -557944.7 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -558144.437500 Penalty: 4183.386230 Iteration 2F: 3 clusters Score -558144.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -558262.937500 Penalty: 4183.386230 Iteration 3Q: 3 clusters Score -558262.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -558339.000000 Penalty: 4183.386230 Iteration 4Q: 3 clusters Score -558339 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -558397.062500 Penalty: 4183.386230 Iteration 5Q: 3 clusters Score -558397.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -558440.500000 Penalty: 4183.386230 Iteration 6Q: 3 clusters Score -558440.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -558474.437500 Penalty: 4183.386230 Iteration 7Q: 3 clusters Score -558474.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -558507.250000 Penalty: 4183.386230 Iteration 8Q: 3 clusters Score -558507.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -558540.250000 Penalty: 4183.386230 Iteration 9Q: 3 clusters Score -558540.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -558571.750000 Penalty: 4183.386230 Iteration 10Q: 3 clusters Score -558571.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -558610.750000 Penalty: 4183.386230 Iteration 11Q: 3 clusters Score -558610.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -558657.375000 Penalty: 4183.386230 Iteration 12Q: 3 clusters Score -558657.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -558709.000000 Penalty: 4183.386230 Iteration 13Q: 3 clusters Score -558709 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -558763.187500 Penalty: 4183.386230 Iteration 14Q: 3 clusters Score -558763.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -558815.187500 Penalty: 4183.386230 Iteration 15Q: 3 clusters Score -558815.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -558862.187500 Penalty: 4183.386230 Iteration 16Q: 3 clusters Score -558862.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -558909.812500 Penalty: 4183.386230 Iteration 17Q: 3 clusters Score -558909.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -558962.187500 Penalty: 4183.386230 Iteration 18Q: 3 clusters Score -558962.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -559022.562500 Penalty: 4183.386230 Iteration 19Q: 3 clusters Score -559022.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -559086.000000 Penalty: 4183.386230 Iteration 20F: 3 clusters Score -559086 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -559136.937500 Penalty: 4183.386230 Iteration 21Q: 3 clusters Score -559136.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -559181.500000 Penalty: 4183.386230 Iteration 22Q: 3 clusters Score -559181.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -559219.812500 Penalty: 4183.386230 Iteration 23Q: 3 clusters Score -559219.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -559254.562500 Penalty: 4183.386230 Iteration 24Q: 3 clusters Score -559254.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -559288.562500 Penalty: 4183.386230 Iteration 25Q: 3 clusters Score -559288.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -559327.062500 Penalty: 4183.386230 Iteration 26Q: 3 clusters Score -559327.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -559375.750000 Penalty: 4183.386230 Iteration 27Q: 3 clusters Score -559375.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -559420.375000 Penalty: 4183.386230 Iteration 28Q: 3 clusters Score -559420.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -559470.187500 Penalty: 4183.386230 Iteration 29Q: 3 clusters Score -559470.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -559513.000000 Penalty: 4183.386230 Iteration 30Q: 3 clusters Score -559513 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -559551.187500 Penalty: 4183.386230 Iteration 31Q: 3 clusters Score -559551.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -559580.562500 Penalty: 4183.386230 Iteration 32Q: 3 clusters Score -559580.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -559608.375000 Penalty: 4183.386230 Iteration 33Q: 3 clusters Score -559608.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -559631.750000 Penalty: 4183.386230 Iteration 34Q: 3 clusters Score -559631.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -559648.250000 Penalty: 4183.386230 Iteration 35Q: 3 clusters Score -559648.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -559665.687500 Penalty: 4183.386230 Iteration 36Q: 3 clusters Score -559665.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -559677.000000 Penalty: 4183.386230 Iteration 37Q: 3 clusters Score -559677 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -559686.375000 Penalty: 4183.386230 Iteration 38Q: 3 clusters Score -559686.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -559691.250000 Penalty: 4183.386230 Iteration 39Q: 3 clusters Score -559691.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -559694.625000 Penalty: 4183.386230 Iteration 40F: 3 clusters Score -559694.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -559698.687500 Penalty: 4183.386230 Iteration 41Q: 3 clusters Score -559698.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -559702.125000 Penalty: 4183.386230 Iteration 42Q: 3 clusters Score -559702.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -559705.562500 Penalty: 4183.386230 Iteration 43Q: 3 clusters Score -559705.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -559709.187500 Penalty: 4183.386230 Iteration 44Q: 3 clusters Score -559709.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -559710.187500 Penalty: 4183.386230 Iteration 45Q: 3 clusters Score -559710.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -559711.750000 Penalty: 4183.386230 Iteration 46Q: 3 clusters Score -559711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -559712.250000 Penalty: 4183.386230 Iteration 47Q: 3 clusters Score -559712.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -559712.250000 Penalty: 4183.386230 Iteration 48F: 3 clusters Score -559712.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -56706.328125 Penalty: 1560.767944 Iteration 0F: 2 clusters Score -56706.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -55194.386719 Penalty: 3121.535889 Iteration 0F: 3 clusters Score -55194.39 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -55443.703125 Penalty: 3121.535889 Iteration 1F: 3 clusters Score -55443.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -55568.929688 Penalty: 3121.535889 Iteration 2F: 3 clusters Score -55568.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -55675.121094 Penalty: 3121.535889 Iteration 3F: 3 clusters Score -55675.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -55768.125000 Penalty: 3121.535889 Iteration 4Q: 3 clusters Score -55768.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -55849.855469 Penalty: 3121.535889 Iteration 5Q: 3 clusters Score -55849.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -55942.441406 Penalty: 3121.535889 Iteration 6Q: 3 clusters Score -55942.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -56103.894531 Penalty: 3121.535889 Iteration 7Q: 3 clusters Score -56103.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -56155.648438 Penalty: 3121.535889 Iteration 8Q: 3 clusters Score -56155.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -56165.687500 Penalty: 3121.535889 Iteration 9Q: 3 clusters Score -56165.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -56184.316406 Penalty: 3121.535889 Iteration 10Q: 3 clusters Score -56184.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -56212.425781 Penalty: 3121.535889 Iteration 11Q: 3 clusters Score -56212.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56263.347656 Penalty: 3121.535889 Iteration 12Q: 3 clusters Score -56263.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56266.035156 Penalty: 3121.535889 Iteration 13Q: 3 clusters Score -56266.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56270.761719 Penalty: 3121.535889 Iteration 14Q: 3 clusters Score -56270.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56273.617188 Penalty: 3121.535889 Iteration 15Q: 3 clusters Score -56273.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -56276.957031 Penalty: 3121.535889 Iteration 16Q: 3 clusters Score -56276.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -56276.957031 Penalty: 3121.535889 Iteration 17F: 3 clusters Score -56276.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (59631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59631 members Entering Unmasked Estep Score: -7359833.000000 Penalty: 2726.990723 Iteration 0F: 2 clusters Score -7359833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29717 members Mstep: Class 2 contains 29914 members Entering Unmasked Estep Score: -7319592.000000 Penalty: 5453.981445 Iteration 0F: 3 clusters Score -7319592 nChanged 27881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30244 members Mstep: Class 2 contains 29387 members Entering Unmasked Estep Score: -7335484.000000 Penalty: 5453.981445 Iteration 1F: 3 clusters Score -7335484 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30615 members Mstep: Class 2 contains 29016 members Entering Unmasked Estep Score: -7336581.500000 Penalty: 5453.981445 Iteration 2Q: 3 clusters Score -7336582 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31050 members Mstep: Class 2 contains 28581 members Entering Unmasked Estep Score: -7337873.000000 Penalty: 5453.981445 Iteration 3F: 3 clusters Score -7337873 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31456 members Mstep: Class 2 contains 28175 members Entering Unmasked Estep Score: -7339436.500000 Penalty: 5453.981445 Iteration 4F: 3 clusters Score -7339436 nChanged 3310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31822 members Mstep: Class 2 contains 27809 members Entering Unmasked Estep Score: -7341047.000000 Penalty: 5453.981445 Iteration 5F: 3 clusters Score -7341047 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32055 members Mstep: Class 2 contains 27576 members Entering Unmasked Estep Score: -7342550.500000 Penalty: 5453.981445 Iteration 6F: 3 clusters Score -7342550 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32146 members Mstep: Class 2 contains 27485 members Entering Unmasked Estep Score: -7343777.500000 Penalty: 5453.981445 Iteration 7Q: 3 clusters Score -7343778 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32151 members Mstep: Class 2 contains 27480 members Entering Unmasked Estep Score: -7344658.000000 Penalty: 5453.981445 Iteration 8Q: 3 clusters Score -7344658 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32035 members Mstep: Class 2 contains 27596 members Entering Unmasked Estep Score: -7345098.500000 Penalty: 5453.981445 Iteration 9Q: 3 clusters Score -7345098 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31767 members Mstep: Class 2 contains 27864 members Entering Unmasked Estep Score: -7345517.500000 Penalty: 5453.981445 Iteration 10Q: 3 clusters Score -7345518 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31377 members Mstep: Class 2 contains 28254 members Entering Unmasked Estep Score: -7345773.000000 Penalty: 5453.981445 Iteration 11Q: 3 clusters Score -7345773 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30904 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -7345969.000000 Penalty: 5453.981445 Iteration 12Q: 3 clusters Score -7345969 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30374 members Mstep: Class 2 contains 29257 members Entering Unmasked Estep Score: -7346129.500000 Penalty: 5453.981445 Iteration 13Q: 3 clusters Score -7346130 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29740 members Mstep: Class 2 contains 29891 members Entering Unmasked Estep Score: -7346215.000000 Penalty: 5453.981445 Iteration 14Q: 3 clusters Score -7346215 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28991 members Mstep: Class 2 contains 30640 members Entering Unmasked Estep Score: -7346353.500000 Penalty: 5453.981445 Iteration 15Q: 3 clusters Score -7346354 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28088 members Mstep: Class 2 contains 31543 members Entering Unmasked Estep Score: -7346540.000000 Penalty: 5453.981445 Iteration 16Q: 3 clusters Score -7346540 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27071 members Mstep: Class 2 contains 32560 members Entering Unmasked Estep Score: -7346734.000000 Penalty: 5453.981445 Iteration 17Q: 3 clusters Score -7346734 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25940 members Mstep: Class 2 contains 33691 members Entering Unmasked Estep Score: -7346979.500000 Penalty: 5453.981445 Iteration 18Q: 3 clusters Score -7346980 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24593 members Mstep: Class 2 contains 35038 members Entering Unmasked Estep Score: -7347301.500000 Penalty: 5453.981445 Iteration 19Q: 3 clusters Score -7347302 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23042 members Mstep: Class 2 contains 36589 members Entering Unmasked Estep Score: -7347804.500000 Penalty: 5453.981445 Iteration 20F: 3 clusters Score -7347804 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21281 members Mstep: Class 2 contains 38350 members Entering Unmasked Estep Score: -7348358.500000 Penalty: 5453.981445 Iteration 21Q: 3 clusters Score -7348358 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19299 members Mstep: Class 2 contains 40332 members Entering Unmasked Estep Score: -7349117.500000 Penalty: 5453.981445 Iteration 22Q: 3 clusters Score -7349118 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 42457 members Entering Unmasked Estep Score: -7349981.500000 Penalty: 5453.981445 Iteration 23Q: 3 clusters Score -7349982 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Mstep: Class 2 contains 44778 members Entering Unmasked Estep Score: -7350934.500000 Penalty: 5453.981445 Iteration 24Q: 3 clusters Score -7350934 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 47085 members Entering Unmasked Estep Score: -7352038.500000 Penalty: 5453.981445 Iteration 25Q: 3 clusters Score -7352038 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 49261 members Entering Unmasked Estep Score: -7353092.500000 Penalty: 5453.981445 Iteration 26Q: 3 clusters Score -7353092 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 51269 members Entering Unmasked Estep Score: -7354042.500000 Penalty: 5453.981445 Iteration 27Q: 3 clusters Score -7354042 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 53000 members Entering Unmasked Estep Score: -7354914.500000 Penalty: 5453.981445 Iteration 28Q: 3 clusters Score -7354914 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 54434 members Entering Unmasked Estep Score: -7355630.500000 Penalty: 5453.981445 Iteration 29Q: 3 clusters Score -7355630 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 55478 members Entering Unmasked Estep Score: -7356085.500000 Penalty: 5453.981445 Iteration 30Q: 3 clusters Score -7356086 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 56289 members Entering Unmasked Estep Score: -7356444.500000 Penalty: 5453.981445 Iteration 31Q: 3 clusters Score -7356444 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 56878 members Entering Unmasked Estep Score: -7356730.500000 Penalty: 5453.981445 Iteration 32Q: 3 clusters Score -7356730 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 57319 members Entering Unmasked Estep Score: -7356940.000000 Penalty: 5453.981445 Iteration 33Q: 3 clusters Score -7356940 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 57635 members Entering Unmasked Estep Score: -7357110.000000 Penalty: 5453.981445 Iteration 34Q: 3 clusters Score -7357110 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 57863 members Entering Unmasked Estep Score: -7357224.000000 Penalty: 5453.981445 Iteration 35Q: 3 clusters Score -7357224 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 58024 members Entering Unmasked Estep Score: -7357312.500000 Penalty: 5453.981445 Iteration 36Q: 3 clusters Score -7357312 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 58125 members Entering Unmasked Estep Score: -7357357.000000 Penalty: 5453.981445 Iteration 37Q: 3 clusters Score -7357357 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 58224 members Entering Unmasked Estep Score: -7357398.000000 Penalty: 5453.981445 Iteration 38Q: 3 clusters Score -7357398 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 58297 members Entering Unmasked Estep Score: -7357423.000000 Penalty: 5453.981445 Iteration 39Q: 3 clusters Score -7357423 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 58350 members Entering Unmasked Estep Score: -7357458.500000 Penalty: 5453.981445 Iteration 40F: 3 clusters Score -7357458 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 58395 members Entering Unmasked Estep Score: -7357483.000000 Penalty: 5453.981445 Iteration 41Q: 3 clusters Score -7357483 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 58446 members Entering Unmasked Estep Score: -7357503.500000 Penalty: 5453.981445 Iteration 42Q: 3 clusters Score -7357504 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 58471 members Entering Unmasked Estep Score: -7357521.000000 Penalty: 5453.981445 Iteration 43Q: 3 clusters Score -7357521 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 58503 members Entering Unmasked Estep Score: -7357542.000000 Penalty: 5453.981445 Iteration 44Q: 3 clusters Score -7357542 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 58528 members Entering Unmasked Estep Score: -7357554.000000 Penalty: 5453.981445 Iteration 45Q: 3 clusters Score -7357554 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 58555 members Entering Unmasked Estep Score: -7357563.500000 Penalty: 5453.981445 Iteration 46Q: 3 clusters Score -7357564 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 58569 members Entering Unmasked Estep Score: -7357575.500000 Penalty: 5453.981445 Iteration 47Q: 3 clusters Score -7357576 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 58586 members Entering Unmasked Estep Score: -7357578.500000 Penalty: 5453.981445 Iteration 48Q: 3 clusters Score -7357578 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 58602 members Entering Unmasked Estep Score: -7357583.000000 Penalty: 5453.981445 Iteration 49Q: 3 clusters Score -7357583 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 58615 members Entering Unmasked Estep Score: -7357591.500000 Penalty: 5453.981445 Iteration 50Q: 3 clusters Score -7357592 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 58629 members Entering Unmasked Estep Score: -7357600.000000 Penalty: 5453.981445 Iteration 51Q: 3 clusters Score -7357600 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 58641 members Entering Unmasked Estep Score: -7357603.000000 Penalty: 5453.981445 Iteration 52Q: 3 clusters Score -7357603 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 58653 members Entering Unmasked Estep Score: -7357597.000000 Penalty: 5453.981445 Iteration 53Q: 3 clusters Score -7357597 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 58665 members Entering Unmasked Estep Score: -7357604.000000 Penalty: 5453.981445 Iteration 54Q: 3 clusters Score -7357604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 58672 members Entering Unmasked Estep Score: -7357612.000000 Penalty: 5453.981445 Iteration 55Q: 3 clusters Score -7357612 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 58681 members Entering Unmasked Estep Score: -7357612.500000 Penalty: 5453.981445 Iteration 56Q: 3 clusters Score -7357612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 58686 members Entering Unmasked Estep Score: -7357615.000000 Penalty: 5453.981445 Iteration 57Q: 3 clusters Score -7357615 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 58690 members Entering Unmasked Estep Score: -7357615.500000 Penalty: 5453.981445 Iteration 58Q: 3 clusters Score -7357616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 58694 members Entering Unmasked Estep Score: -7357616.000000 Penalty: 5453.981445 Iteration 59Q: 3 clusters Score -7357616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 58696 members Entering Unmasked Estep Score: -7357618.500000 Penalty: 5453.981445 Iteration 60F: 3 clusters Score -7357618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 58697 members Entering Unmasked Estep Score: -7357617.500000 Penalty: 5453.981445 Iteration 61Q: 3 clusters Score -7357618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 58697 members Entering Unmasked Estep Score: -7357619.000000 Penalty: 5453.981445 Iteration 62Q: 3 clusters Score -7357619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 58698 members Entering Unmasked Estep Score: -7357618.000000 Penalty: 5453.981445 Iteration 63Q: 3 clusters Score -7357618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 58698 members Entering Unmasked Estep Score: -7357618.000000 Penalty: 5453.981445 Iteration 64F: 3 clusters Score -7357618 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14670 members Entering Unmasked Estep Score: -1661287.000000 Penalty: 2379.202881 Iteration 0F: 2 clusters Score -1661287 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1650599.000000 Penalty: 4758.405762 Iteration 0F: 3 clusters Score -1650599 nChanged 6283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -1653933.875000 Penalty: 4758.405762 Iteration 1F: 3 clusters Score -1653934 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -1654354.750000 Penalty: 4758.405762 Iteration 2F: 3 clusters Score -1654355 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -1654796.500000 Penalty: 4758.405762 Iteration 3F: 3 clusters Score -1654796 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -1655284.375000 Penalty: 4758.405762 Iteration 4F: 3 clusters Score -1655284 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1655806.750000 Penalty: 4758.405762 Iteration 5F: 3 clusters Score -1655807 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -1656316.750000 Penalty: 4758.405762 Iteration 6F: 3 clusters Score -1656317 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -1656782.625000 Penalty: 4758.405762 Iteration 7F: 3 clusters Score -1656783 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -1657177.875000 Penalty: 4758.405762 Iteration 8Q: 3 clusters Score -1657178 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1657498.125000 Penalty: 4758.405762 Iteration 9Q: 3 clusters Score -1657498 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1657735.375000 Penalty: 4758.405762 Iteration 10Q: 3 clusters Score -1657735 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1657933.875000 Penalty: 4758.405762 Iteration 11Q: 3 clusters Score -1657934 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1658091.750000 Penalty: 4758.405762 Iteration 12Q: 3 clusters Score -1658092 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1658242.625000 Penalty: 4758.405762 Iteration 13Q: 3 clusters Score -1658243 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1658378.500000 Penalty: 4758.405762 Iteration 14Q: 3 clusters Score -1658378 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -1658477.000000 Penalty: 4758.405762 Iteration 15Q: 3 clusters Score -1658477 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1658582.875000 Penalty: 4758.405762 Iteration 16Q: 3 clusters Score -1658583 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -1658688.000000 Penalty: 4758.405762 Iteration 17Q: 3 clusters Score -1658688 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1658788.625000 Penalty: 4758.405762 Iteration 18Q: 3 clusters Score -1658789 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -1658878.500000 Penalty: 4758.405762 Iteration 19Q: 3 clusters Score -1658878 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1658961.000000 Penalty: 4758.405762 Iteration 20F: 3 clusters Score -1658961 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -1659057.000000 Penalty: 4758.405762 Iteration 21Q: 3 clusters Score -1659057 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -1659128.250000 Penalty: 4758.405762 Iteration 22Q: 3 clusters Score -1659128 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1659192.000000 Penalty: 4758.405762 Iteration 23Q: 3 clusters Score -1659192 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1659232.125000 Penalty: 4758.405762 Iteration 24Q: 3 clusters Score -1659232 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9990 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -1659268.000000 Penalty: 4758.405762 Iteration 25Q: 3 clusters Score -1659268 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -1659289.875000 Penalty: 4758.405762 Iteration 26Q: 3 clusters Score -1659290 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1659301.750000 Penalty: 4758.405762 Iteration 27Q: 3 clusters Score -1659302 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1659318.125000 Penalty: 4758.405762 Iteration 28Q: 3 clusters Score -1659318 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1659329.250000 Penalty: 4758.405762 Iteration 29Q: 3 clusters Score -1659329 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1659336.250000 Penalty: 4758.405762 Iteration 30Q: 3 clusters Score -1659336 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1659347.375000 Penalty: 4758.405762 Iteration 31Q: 3 clusters Score -1659347 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1659358.875000 Penalty: 4758.405762 Iteration 32Q: 3 clusters Score -1659359 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1659367.625000 Penalty: 4758.405762 Iteration 33Q: 3 clusters Score -1659368 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1659378.375000 Penalty: 4758.405762 Iteration 34Q: 3 clusters Score -1659378 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1659383.375000 Penalty: 4758.405762 Iteration 35Q: 3 clusters Score -1659383 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10385 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1659388.625000 Penalty: 4758.405762 Iteration 36Q: 3 clusters Score -1659389 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1659393.000000 Penalty: 4758.405762 Iteration 37Q: 3 clusters Score -1659393 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1659395.375000 Penalty: 4758.405762 Iteration 38Q: 3 clusters Score -1659395 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1659395.000000 Penalty: 4758.405762 Iteration 39Q: 3 clusters Score -1659395 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1659399.500000 Penalty: 4758.405762 Iteration 40F: 3 clusters Score -1659400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1659399.375000 Penalty: 4758.405762 Iteration 41Q: 3 clusters Score -1659399 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1659403.375000 Penalty: 4758.405762 Iteration 42Q: 3 clusters Score -1659403 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1659406.750000 Penalty: 4758.405762 Iteration 43Q: 3 clusters Score -1659407 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1659409.000000 Penalty: 4758.405762 Iteration 44Q: 3 clusters Score -1659409 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1659410.375000 Penalty: 4758.405762 Iteration 45Q: 3 clusters Score -1659410 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10522 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1659410.250000 Penalty: 4758.405762 Iteration 46Q: 3 clusters Score -1659410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10527 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1659411.375000 Penalty: 4758.405762 Iteration 47Q: 3 clusters Score -1659411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10530 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1659416.375000 Penalty: 4758.405762 Iteration 48Q: 3 clusters Score -1659416 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1659417.375000 Penalty: 4758.405762 Iteration 49Q: 3 clusters Score -1659417 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1659419.000000 Penalty: 4758.405762 Iteration 50Q: 3 clusters Score -1659419 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1659423.125000 Penalty: 4758.405762 Iteration 51Q: 3 clusters Score -1659423 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1659426.625000 Penalty: 4758.405762 Iteration 52Q: 3 clusters Score -1659427 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1659427.875000 Penalty: 4758.405762 Iteration 53Q: 3 clusters Score -1659428 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10617 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1659434.250000 Penalty: 4758.405762 Iteration 54Q: 3 clusters Score -1659434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1659435.875000 Penalty: 4758.405762 Iteration 55Q: 3 clusters Score -1659436 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -1659438.125000 Penalty: 4758.405762 Iteration 56Q: 3 clusters Score -1659438 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1659441.500000 Penalty: 4758.405762 Iteration 57Q: 3 clusters Score -1659442 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1659441.375000 Penalty: 4758.405762 Iteration 58Q: 3 clusters Score -1659441 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1659447.000000 Penalty: 4758.405762 Iteration 59Q: 3 clusters Score -1659447 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1659447.125000 Penalty: 4758.405762 Iteration 60F: 3 clusters Score -1659447 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1659447.125000 Penalty: 4758.405762 Iteration 61Q: 3 clusters Score -1659447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1659449.750000 Penalty: 4758.405762 Iteration 62Q: 3 clusters Score -1659450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1659453.875000 Penalty: 4758.405762 Iteration 63Q: 3 clusters Score -1659454 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1659450.500000 Penalty: 4758.405762 Iteration 64Q: 3 clusters Score -1659450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1659453.250000 Penalty: 4758.405762 Iteration 65Q: 3 clusters Score -1659453 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1659457.000000 Penalty: 4758.405762 Iteration 66Q: 3 clusters Score -1659457 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1659453.500000 Penalty: 4758.405762 Iteration 67Q: 3 clusters Score -1659454 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1659459.625000 Penalty: 4758.405762 Iteration 68Q: 3 clusters Score -1659460 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1659456.625000 Penalty: 4758.405762 Iteration 69Q: 3 clusters Score -1659457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1659456.875000 Penalty: 4758.405762 Iteration 70Q: 3 clusters Score -1659457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1659457.500000 Penalty: 4758.405762 Iteration 71Q: 3 clusters Score -1659458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1659458.000000 Penalty: 4758.405762 Iteration 72Q: 3 clusters Score -1659458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1659459.625000 Penalty: 4758.405762 Iteration 73Q: 3 clusters Score -1659460 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1659458.000000 Penalty: 4758.405762 Iteration 74Q: 3 clusters Score -1659458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1659461.625000 Penalty: 4758.405762 Iteration 75Q: 3 clusters Score -1659462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1659461.250000 Penalty: 4758.405762 Iteration 76Q: 3 clusters Score -1659461 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1659465.500000 Penalty: 4758.405762 Iteration 77Q: 3 clusters Score -1659466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1659467.875000 Penalty: 4758.405762 Iteration 78Q: 3 clusters Score -1659468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1659468.375000 Penalty: 4758.405762 Iteration 79Q: 3 clusters Score -1659468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1659469.625000 Penalty: 4758.405762 Iteration 80F: 3 clusters Score -1659470 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -507586.000000 Penalty: 2069.437256 Iteration 0F: 2 clusters Score -507586 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -503558.781250 Penalty: 4138.874512 Iteration 0F: 3 clusters Score -503558.8 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -504467.281250 Penalty: 4138.874512 Iteration 1F: 3 clusters Score -504467.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -504630.406250 Penalty: 4138.874512 Iteration 2F: 3 clusters Score -504630.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -504718.312500 Penalty: 4138.874512 Iteration 3Q: 3 clusters Score -504718.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -504769.281250 Penalty: 4138.874512 Iteration 4Q: 3 clusters Score -504769.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -504807.125000 Penalty: 4138.874512 Iteration 5Q: 3 clusters Score -504807.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -504844.250000 Penalty: 4138.874512 Iteration 6Q: 3 clusters Score -504844.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -504880.906250 Penalty: 4138.874512 Iteration 7Q: 3 clusters Score -504880.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -504910.687500 Penalty: 4138.874512 Iteration 8Q: 3 clusters Score -504910.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -504932.218750 Penalty: 4138.874512 Iteration 9Q: 3 clusters Score -504932.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -504950.312500 Penalty: 4138.874512 Iteration 10Q: 3 clusters Score -504950.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -504966.406250 Penalty: 4138.874512 Iteration 11Q: 3 clusters Score -504966.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -504979.781250 Penalty: 4138.874512 Iteration 12Q: 3 clusters Score -504979.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -504996.906250 Penalty: 4138.874512 Iteration 13Q: 3 clusters Score -504996.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -505008.156250 Penalty: 4138.874512 Iteration 14Q: 3 clusters Score -505008.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -505019.468750 Penalty: 4138.874512 Iteration 15Q: 3 clusters Score -505019.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -505033.125000 Penalty: 4138.874512 Iteration 16Q: 3 clusters Score -505033.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -505046.343750 Penalty: 4138.874512 Iteration 17Q: 3 clusters Score -505046.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -505061.500000 Penalty: 4138.874512 Iteration 18Q: 3 clusters Score -505061.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -505070.625000 Penalty: 4138.874512 Iteration 19Q: 3 clusters Score -505070.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -505078.812500 Penalty: 4138.874512 Iteration 20F: 3 clusters Score -505078.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -505084.531250 Penalty: 4138.874512 Iteration 21Q: 3 clusters Score -505084.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -505089.718750 Penalty: 4138.874512 Iteration 22Q: 3 clusters Score -505089.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -505095.062500 Penalty: 4138.874512 Iteration 23Q: 3 clusters Score -505095.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -505099.656250 Penalty: 4138.874512 Iteration 24Q: 3 clusters Score -505099.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -505105.062500 Penalty: 4138.874512 Iteration 25Q: 3 clusters Score -505105.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -505111.156250 Penalty: 4138.874512 Iteration 26Q: 3 clusters Score -505111.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -505114.500000 Penalty: 4138.874512 Iteration 27Q: 3 clusters Score -505114.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -505121.843750 Penalty: 4138.874512 Iteration 28Q: 3 clusters Score -505121.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -505125.750000 Penalty: 4138.874512 Iteration 29Q: 3 clusters Score -505125.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -505129.625000 Penalty: 4138.874512 Iteration 30Q: 3 clusters Score -505129.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -505133.906250 Penalty: 4138.874512 Iteration 31Q: 3 clusters Score -505133.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -505138.812500 Penalty: 4138.874512 Iteration 32Q: 3 clusters Score -505138.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -505144.906250 Penalty: 4138.874512 Iteration 33Q: 3 clusters Score -505144.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -505149.781250 Penalty: 4138.874512 Iteration 34Q: 3 clusters Score -505149.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -505157.343750 Penalty: 4138.874512 Iteration 35Q: 3 clusters Score -505157.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -505163.562500 Penalty: 4138.874512 Iteration 36Q: 3 clusters Score -505163.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -505167.968750 Penalty: 4138.874512 Iteration 37Q: 3 clusters Score -505168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -505169.625000 Penalty: 4138.874512 Iteration 38Q: 3 clusters Score -505169.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -505171.250000 Penalty: 4138.874512 Iteration 39Q: 3 clusters Score -505171.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -505173.625000 Penalty: 4138.874512 Iteration 40F: 3 clusters Score -505173.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -505175.500000 Penalty: 4138.874512 Iteration 41Q: 3 clusters Score -505175.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -505176.968750 Penalty: 4138.874512 Iteration 42Q: 3 clusters Score -505177 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -505177.906250 Penalty: 4138.874512 Iteration 43Q: 3 clusters Score -505177.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -505178.250000 Penalty: 4138.874512 Iteration 44Q: 3 clusters Score -505178.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -505179.687500 Penalty: 4138.874512 Iteration 45Q: 3 clusters Score -505179.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -505183.187500 Penalty: 4138.874512 Iteration 46Q: 3 clusters Score -505183.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -505186.875000 Penalty: 4138.874512 Iteration 47Q: 3 clusters Score -505186.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -505190.625000 Penalty: 4138.874512 Iteration 48Q: 3 clusters Score -505190.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -505193.843750 Penalty: 4138.874512 Iteration 49Q: 3 clusters Score -505193.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -505197.156250 Penalty: 4138.874512 Iteration 50Q: 3 clusters Score -505197.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -505201.531250 Penalty: 4138.874512 Iteration 51Q: 3 clusters Score -505201.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -505205.843750 Penalty: 4138.874512 Iteration 52Q: 3 clusters Score -505205.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -505210.218750 Penalty: 4138.874512 Iteration 53Q: 3 clusters Score -505210.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -505214.250000 Penalty: 4138.874512 Iteration 54Q: 3 clusters Score -505214.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -505222.687500 Penalty: 4138.874512 Iteration 55Q: 3 clusters Score -505222.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -505230.312500 Penalty: 4138.874512 Iteration 56Q: 3 clusters Score -505230.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -505237.531250 Penalty: 4138.874512 Iteration 57Q: 3 clusters Score -505237.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -505243.593750 Penalty: 4138.874512 Iteration 58Q: 3 clusters Score -505243.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -505247.843750 Penalty: 4138.874512 Iteration 59Q: 3 clusters Score -505247.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -505252.343750 Penalty: 4138.874512 Iteration 60F: 3 clusters Score -505252.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -505255.000000 Penalty: 4138.874512 Iteration 61Q: 3 clusters Score -505255 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -505259.625000 Penalty: 4138.874512 Iteration 62Q: 3 clusters Score -505259.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -505263.312500 Penalty: 4138.874512 Iteration 63Q: 3 clusters Score -505263.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -505267.718750 Penalty: 4138.874512 Iteration 64Q: 3 clusters Score -505267.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -505270.875000 Penalty: 4138.874512 Iteration 65Q: 3 clusters Score -505270.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -505273.093750 Penalty: 4138.874512 Iteration 66Q: 3 clusters Score -505273.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -505275.843750 Penalty: 4138.874512 Iteration 67Q: 3 clusters Score -505275.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -505278.937500 Penalty: 4138.874512 Iteration 68Q: 3 clusters Score -505278.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -505280.906250 Penalty: 4138.874512 Iteration 69Q: 3 clusters Score -505280.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -505282.250000 Penalty: 4138.874512 Iteration 70Q: 3 clusters Score -505282.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -505282.125000 Penalty: 4138.874512 Iteration 71Q: 3 clusters Score -505282.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -505282.750000 Penalty: 4138.874512 Iteration 72Q: 3 clusters Score -505282.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -505283.062500 Penalty: 4138.874512 Iteration 73Q: 3 clusters Score -505283.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -505283.062500 Penalty: 4138.874512 Iteration 74F: 3 clusters Score -505283.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Entering Unmasked Estep Score: -1020210.875000 Penalty: 2239.117432 Iteration 0F: 2 clusters Score -1020211 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1013597.812500 Penalty: 4478.234863 Iteration 0F: 3 clusters Score -1013598 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1015391.000000 Penalty: 4478.234863 Iteration 1F: 3 clusters Score -1015391 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1015702.812500 Penalty: 4478.234863 Iteration 2F: 3 clusters Score -1015703 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1015890.937500 Penalty: 4478.234863 Iteration 3F: 3 clusters Score -1015891 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1016015.562500 Penalty: 4478.234863 Iteration 4Q: 3 clusters Score -1016016 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1016105.437500 Penalty: 4478.234863 Iteration 5Q: 3 clusters Score -1016105 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1016177.687500 Penalty: 4478.234863 Iteration 6Q: 3 clusters Score -1016178 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -1016250.250000 Penalty: 4478.234863 Iteration 7Q: 3 clusters Score -1016250 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1016322.500000 Penalty: 4478.234863 Iteration 8Q: 3 clusters Score -1016322 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1016398.750000 Penalty: 4478.234863 Iteration 9Q: 3 clusters Score -1016399 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1016487.750000 Penalty: 4478.234863 Iteration 10Q: 3 clusters Score -1016488 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1016607.125000 Penalty: 4478.234863 Iteration 11Q: 3 clusters Score -1016607 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1016746.375000 Penalty: 4478.234863 Iteration 12Q: 3 clusters Score -1016746 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1016906.687500 Penalty: 4478.234863 Iteration 13Q: 3 clusters Score -1016907 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1017091.062500 Penalty: 4478.234863 Iteration 14Q: 3 clusters Score -1017091 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1017256.062500 Penalty: 4478.234863 Iteration 15Q: 3 clusters Score -1017256 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1017391.000000 Penalty: 4478.234863 Iteration 16Q: 3 clusters Score -1017391 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1017489.000000 Penalty: 4478.234863 Iteration 17Q: 3 clusters Score -1017489 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1017575.750000 Penalty: 4478.234863 Iteration 18Q: 3 clusters Score -1017576 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1017664.375000 Penalty: 4478.234863 Iteration 19Q: 3 clusters Score -1017664 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1017736.625000 Penalty: 4478.234863 Iteration 20F: 3 clusters Score -1017737 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1017801.000000 Penalty: 4478.234863 Iteration 21Q: 3 clusters Score -1017801 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1017862.812500 Penalty: 4478.234863 Iteration 22Q: 3 clusters Score -1017863 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1017907.625000 Penalty: 4478.234863 Iteration 23Q: 3 clusters Score -1017908 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1017949.375000 Penalty: 4478.234863 Iteration 24Q: 3 clusters Score -1017949 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1017977.687500 Penalty: 4478.234863 Iteration 25Q: 3 clusters Score -1017978 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1017996.125000 Penalty: 4478.234863 Iteration 26Q: 3 clusters Score -1017996 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1018027.375000 Penalty: 4478.234863 Iteration 27Q: 3 clusters Score -1018027 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1018050.437500 Penalty: 4478.234863 Iteration 28Q: 3 clusters Score -1018050 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -1018074.562500 Penalty: 4478.234863 Iteration 29Q: 3 clusters Score -1018075 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1018092.187500 Penalty: 4478.234863 Iteration 30Q: 3 clusters Score -1018092 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1018115.000000 Penalty: 4478.234863 Iteration 31Q: 3 clusters Score -1018115 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1018136.312500 Penalty: 4478.234863 Iteration 32Q: 3 clusters Score -1018136 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1018162.500000 Penalty: 4478.234863 Iteration 33Q: 3 clusters Score -1018162 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1018184.500000 Penalty: 4478.234863 Iteration 34Q: 3 clusters Score -1018184 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1018206.125000 Penalty: 4478.234863 Iteration 35Q: 3 clusters Score -1018206 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1018217.250000 Penalty: 4478.234863 Iteration 36Q: 3 clusters Score -1018217 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1018228.250000 Penalty: 4478.234863 Iteration 37Q: 3 clusters Score -1018228 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1018239.562500 Penalty: 4478.234863 Iteration 38Q: 3 clusters Score -1018240 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1018247.750000 Penalty: 4478.234863 Iteration 39Q: 3 clusters Score -1018248 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1018257.937500 Penalty: 4478.234863 Iteration 40F: 3 clusters Score -1018258 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1018267.062500 Penalty: 4478.234863 Iteration 41Q: 3 clusters Score -1018267 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1018272.750000 Penalty: 4478.234863 Iteration 42Q: 3 clusters Score -1018273 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1018276.187500 Penalty: 4478.234863 Iteration 43Q: 3 clusters Score -1018276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1018281.375000 Penalty: 4478.234863 Iteration 44Q: 3 clusters Score -1018281 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1018287.000000 Penalty: 4478.234863 Iteration 45Q: 3 clusters Score -1018287 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1018294.437500 Penalty: 4478.234863 Iteration 46Q: 3 clusters Score -1018294 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1018296.750000 Penalty: 4478.234863 Iteration 47Q: 3 clusters Score -1018297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1018298.250000 Penalty: 4478.234863 Iteration 48Q: 3 clusters Score -1018298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1018300.312500 Penalty: 4478.234863 Iteration 49Q: 3 clusters Score -1018300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1018300.312500 Penalty: 4478.234863 Iteration 50F: 3 clusters Score -1018300 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -48527.988281 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -48527.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -47125.824219 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -47125.82 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -47353.687500 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -47353.69 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -47410.296875 Penalty: 3040.009033 Iteration 2Q: 3 clusters Score -47410.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -47429.789062 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -47429.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -47444.496094 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -47444.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47464.070312 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -47464.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47471.574219 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -47471.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -47472.175781 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -47472.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -47472.175781 Penalty: 3040.009033 Iteration 8F: 3 clusters Score -47472.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (26748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26748 members Entering Unmasked Estep Score: -3225712.000000 Penalty: 2528.165283 Iteration 0F: 2 clusters Score -3225712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -3207215.500000 Penalty: 5056.330566 Iteration 0F: 3 clusters Score -3207216 nChanged 11980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 13973 members Entering Unmasked Estep Score: -3213770.500000 Penalty: 5056.330566 Iteration 1F: 3 clusters Score -3213770 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12439 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -3214301.000000 Penalty: 5056.330566 Iteration 2F: 3 clusters Score -3214301 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 14758 members Entering Unmasked Estep Score: -3214787.000000 Penalty: 5056.330566 Iteration 3Q: 3 clusters Score -3214787 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 15319 members Entering Unmasked Estep Score: -3215262.250000 Penalty: 5056.330566 Iteration 4Q: 3 clusters Score -3215262 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -3215875.000000 Penalty: 5056.330566 Iteration 5Q: 3 clusters Score -3215875 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 16915 members Entering Unmasked Estep Score: -3216646.250000 Penalty: 5056.330566 Iteration 6Q: 3 clusters Score -3216646 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 17921 members Entering Unmasked Estep Score: -3217589.750000 Penalty: 5056.330566 Iteration 7F: 3 clusters Score -3217590 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 18943 members Entering Unmasked Estep Score: -3218602.000000 Penalty: 5056.330566 Iteration 8F: 3 clusters Score -3218602 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 19831 members Entering Unmasked Estep Score: -3219570.000000 Penalty: 5056.330566 Iteration 9Q: 3 clusters Score -3219570 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 20596 members Entering Unmasked Estep Score: -3220534.500000 Penalty: 5056.330566 Iteration 10Q: 3 clusters Score -3220534 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 21162 members Entering Unmasked Estep Score: -3221261.250000 Penalty: 5056.330566 Iteration 11Q: 3 clusters Score -3221261 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 21558 members Entering Unmasked Estep Score: -3221807.500000 Penalty: 5056.330566 Iteration 12Q: 3 clusters Score -3221808 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 21852 members Entering Unmasked Estep Score: -3222207.250000 Penalty: 5056.330566 Iteration 13Q: 3 clusters Score -3222207 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 22073 members Entering Unmasked Estep Score: -3222499.000000 Penalty: 5056.330566 Iteration 14Q: 3 clusters Score -3222499 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 22251 members Entering Unmasked Estep Score: -3222740.500000 Penalty: 5056.330566 Iteration 15Q: 3 clusters Score -3222740 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 22372 members Entering Unmasked Estep Score: -3222960.000000 Penalty: 5056.330566 Iteration 16Q: 3 clusters Score -3222960 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 22477 members Entering Unmasked Estep Score: -3223214.250000 Penalty: 5056.330566 Iteration 17Q: 3 clusters Score -3223214 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 22523 members Entering Unmasked Estep Score: -3223466.750000 Penalty: 5056.330566 Iteration 18Q: 3 clusters Score -3223467 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 22542 members Entering Unmasked Estep Score: -3223672.250000 Penalty: 5056.330566 Iteration 19Q: 3 clusters Score -3223672 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 22478 members Entering Unmasked Estep Score: -3223862.000000 Penalty: 5056.330566 Iteration 20F: 3 clusters Score -3223862 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 22358 members Entering Unmasked Estep Score: -3224046.000000 Penalty: 5056.330566 Iteration 21Q: 3 clusters Score -3224046 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 22224 members Entering Unmasked Estep Score: -3224193.000000 Penalty: 5056.330566 Iteration 22Q: 3 clusters Score -3224193 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 22096 members Entering Unmasked Estep Score: -3224330.000000 Penalty: 5056.330566 Iteration 23Q: 3 clusters Score -3224330 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 21927 members Entering Unmasked Estep Score: -3224452.000000 Penalty: 5056.330566 Iteration 24Q: 3 clusters Score -3224452 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 21756 members Entering Unmasked Estep Score: -3224580.750000 Penalty: 5056.330566 Iteration 25Q: 3 clusters Score -3224581 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 21595 members Entering Unmasked Estep Score: -3224666.000000 Penalty: 5056.330566 Iteration 26Q: 3 clusters Score -3224666 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 21431 members Entering Unmasked Estep Score: -3224731.750000 Penalty: 5056.330566 Iteration 27Q: 3 clusters Score -3224732 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 21312 members Entering Unmasked Estep Score: -3224763.500000 Penalty: 5056.330566 Iteration 28Q: 3 clusters Score -3224764 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 21210 members Entering Unmasked Estep Score: -3224795.000000 Penalty: 5056.330566 Iteration 29Q: 3 clusters Score -3224795 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -3224812.500000 Penalty: 5056.330566 Iteration 30Q: 3 clusters Score -3224812 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 21066 members Entering Unmasked Estep Score: -3224823.250000 Penalty: 5056.330566 Iteration 31Q: 3 clusters Score -3224823 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 21017 members Entering Unmasked Estep Score: -3224833.000000 Penalty: 5056.330566 Iteration 32Q: 3 clusters Score -3224833 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 20977 members Entering Unmasked Estep Score: -3224837.250000 Penalty: 5056.330566 Iteration 33Q: 3 clusters Score -3224837 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 20945 members Entering Unmasked Estep Score: -3224838.000000 Penalty: 5056.330566 Iteration 34Q: 3 clusters Score -3224838 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 20913 members Entering Unmasked Estep Score: -3224839.500000 Penalty: 5056.330566 Iteration 35Q: 3 clusters Score -3224840 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 20892 members Entering Unmasked Estep Score: -3224847.250000 Penalty: 5056.330566 Iteration 36Q: 3 clusters Score -3224847 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -3224848.500000 Penalty: 5056.330566 Iteration 37Q: 3 clusters Score -3224848 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 20856 members Entering Unmasked Estep Score: -3224855.500000 Penalty: 5056.330566 Iteration 38Q: 3 clusters Score -3224856 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 20845 members Entering Unmasked Estep Score: -3224856.500000 Penalty: 5056.330566 Iteration 39Q: 3 clusters Score -3224856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -3224863.250000 Penalty: 5056.330566 Iteration 40F: 3 clusters Score -3224863 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -3224866.750000 Penalty: 5056.330566 Iteration 41Q: 3 clusters Score -3224867 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 20799 members Entering Unmasked Estep Score: -3224871.750000 Penalty: 5056.330566 Iteration 42Q: 3 clusters Score -3224872 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 20786 members Entering Unmasked Estep Score: -3224876.250000 Penalty: 5056.330566 Iteration 43Q: 3 clusters Score -3224876 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 20773 members Entering Unmasked Estep Score: -3224871.250000 Penalty: 5056.330566 Iteration 44Q: 3 clusters Score -3224871 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 20766 members Entering Unmasked Estep Score: -3224868.000000 Penalty: 5056.330566 Iteration 45Q: 3 clusters Score -3224868 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 20761 members Entering Unmasked Estep Score: -3224870.750000 Penalty: 5056.330566 Iteration 46Q: 3 clusters Score -3224871 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 20754 members Entering Unmasked Estep Score: -3224874.000000 Penalty: 5056.330566 Iteration 47Q: 3 clusters Score -3224874 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -3224877.500000 Penalty: 5056.330566 Iteration 48Q: 3 clusters Score -3224878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 20738 members Entering Unmasked Estep Score: -3224873.250000 Penalty: 5056.330566 Iteration 49Q: 3 clusters Score -3224873 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 20731 members Entering Unmasked Estep Score: -3224871.250000 Penalty: 5056.330566 Iteration 50Q: 3 clusters Score -3224871 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 20720 members Entering Unmasked Estep Score: -3224867.500000 Penalty: 5056.330566 Iteration 51Q: 3 clusters Score -3224868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 20712 members Entering Unmasked Estep Score: -3224873.250000 Penalty: 5056.330566 Iteration 52Q: 3 clusters Score -3224873 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -3224873.750000 Penalty: 5056.330566 Iteration 53Q: 3 clusters Score -3224874 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 20691 members Entering Unmasked Estep Score: -3224872.250000 Penalty: 5056.330566 Iteration 54Q: 3 clusters Score -3224872 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 20681 members Entering Unmasked Estep Score: -3224878.250000 Penalty: 5056.330566 Iteration 55Q: 3 clusters Score -3224878 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 20670 members Entering Unmasked Estep Score: -3224877.500000 Penalty: 5056.330566 Iteration 56Q: 3 clusters Score -3224878 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 20659 members Entering Unmasked Estep Score: -3224877.750000 Penalty: 5056.330566 Iteration 57Q: 3 clusters Score -3224878 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 20648 members Entering Unmasked Estep Score: -3224877.250000 Penalty: 5056.330566 Iteration 58Q: 3 clusters Score -3224877 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 20636 members Entering Unmasked Estep Score: -3224878.250000 Penalty: 5056.330566 Iteration 59Q: 3 clusters Score -3224878 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 20629 members Entering Unmasked Estep Score: -3224879.500000 Penalty: 5056.330566 Iteration 60F: 3 clusters Score -3224880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 20626 members Entering Unmasked Estep Score: -3224879.750000 Penalty: 5056.330566 Iteration 61Q: 3 clusters Score -3224880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 20622 members Entering Unmasked Estep Score: -3224873.750000 Penalty: 5056.330566 Iteration 62Q: 3 clusters Score -3224874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 20618 members Entering Unmasked Estep Score: -3224878.500000 Penalty: 5056.330566 Iteration 63Q: 3 clusters Score -3224878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 20615 members Entering Unmasked Estep Score: -3224883.000000 Penalty: 5056.330566 Iteration 64Q: 3 clusters Score -3224883 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 20613 members Entering Unmasked Estep Score: -3224878.500000 Penalty: 5056.330566 Iteration 65Q: 3 clusters Score -3224878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -3224876.500000 Penalty: 5056.330566 Iteration 66Q: 3 clusters Score -3224876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 20608 members Entering Unmasked Estep Score: -3224875.500000 Penalty: 5056.330566 Iteration 67Q: 3 clusters Score -3224876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 20606 members Entering Unmasked Estep Score: -3224877.250000 Penalty: 5056.330566 Iteration 68Q: 3 clusters Score -3224877 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 20604 members Entering Unmasked Estep Score: -3224880.500000 Penalty: 5056.330566 Iteration 69Q: 3 clusters Score -3224880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 20602 members Entering Unmasked Estep Score: -3224883.000000 Penalty: 5056.330566 Iteration 70Q: 3 clusters Score -3224883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 20601 members Entering Unmasked Estep Score: -3224883.250000 Penalty: 5056.330566 Iteration 71Q: 3 clusters Score -3224883 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 20601 members Entering Unmasked Estep Score: -3224883.250000 Penalty: 5056.330566 Iteration 72F: 3 clusters Score -3224883 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Entering Unmasked Estep Score: -1495520.375000 Penalty: 2345.521484 Iteration 0F: 2 clusters Score -1495520 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1486056.125000 Penalty: 4691.042969 Iteration 0F: 3 clusters Score -1486056 nChanged 5507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1489219.875000 Penalty: 4691.042969 Iteration 1F: 3 clusters Score -1489220 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1489873.750000 Penalty: 4691.042969 Iteration 2F: 3 clusters Score -1489874 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1490548.125000 Penalty: 4691.042969 Iteration 3F: 3 clusters Score -1490548 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1491264.500000 Penalty: 4691.042969 Iteration 4F: 3 clusters Score -1491264 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1491975.250000 Penalty: 4691.042969 Iteration 5F: 3 clusters Score -1491975 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1492579.750000 Penalty: 4691.042969 Iteration 6F: 3 clusters Score -1492580 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1493103.375000 Penalty: 4691.042969 Iteration 7Q: 3 clusters Score -1493103 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1493521.500000 Penalty: 4691.042969 Iteration 8Q: 3 clusters Score -1493522 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1493762.625000 Penalty: 4691.042969 Iteration 9Q: 3 clusters Score -1493763 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1493893.750000 Penalty: 4691.042969 Iteration 10Q: 3 clusters Score -1493894 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1493980.375000 Penalty: 4691.042969 Iteration 11Q: 3 clusters Score -1493980 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1494047.000000 Penalty: 4691.042969 Iteration 12Q: 3 clusters Score -1494047 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1494091.625000 Penalty: 4691.042969 Iteration 13Q: 3 clusters Score -1494092 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1494126.750000 Penalty: 4691.042969 Iteration 14Q: 3 clusters Score -1494127 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1494156.625000 Penalty: 4691.042969 Iteration 15Q: 3 clusters Score -1494157 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1494185.000000 Penalty: 4691.042969 Iteration 16Q: 3 clusters Score -1494185 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1494213.875000 Penalty: 4691.042969 Iteration 17Q: 3 clusters Score -1494214 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11332 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1494234.125000 Penalty: 4691.042969 Iteration 18Q: 3 clusters Score -1494234 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1494304.000000 Penalty: 4691.042969 Iteration 23Q: 3 clusters Score -1494304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1494308.875000 Penalty: 4691.042969 Iteration 24Q: 3 clusters Score -1494309 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11507 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1494312.500000 Penalty: 4691.042969 Iteration 25Q: 3 clusters Score -1494312 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1494315.250000 Penalty: 4691.042969 Iteration 26Q: 3 clusters Score -1494315 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1494317.750000 Penalty: 4691.042969 Iteration 27Q: 3 clusters Score -1494318 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1494321.875000 Penalty: 4691.042969 Iteration 28Q: 3 clusters Score -1494322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1494328.125000 Penalty: 4691.042969 Iteration 29Q: 3 clusters Score -1494328 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1494330.625000 Penalty: 4691.042969 Iteration 30Q: 3 clusters Score -1494331 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1494332.625000 Penalty: 4691.042969 Iteration 31Q: 3 clusters Score -1494333 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1494332.875000 Penalty: 4691.042969 Iteration 32Q: 3 clusters Score -1494333 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1494334.000000 Penalty: 4691.042969 Iteration 33Q: 3 clusters Score -1494334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1494340.000000 Penalty: 4691.042969 Iteration 34Q: 3 clusters Score -1494340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1494340.625000 Penalty: 4691.042969 Iteration 35Q: 3 clusters Score -1494341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1494340.625000 Penalty: 4691.042969 Iteration 36F: 3 clusters Score -1494341 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (42711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42711 members Entering Unmasked Estep Score: -5288642.000000 Penalty: 2644.228516 Iteration 0F: 2 clusters Score -5288642 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21316 members Mstep: Class 2 contains 21395 members Entering Unmasked Estep Score: -5259801.000000 Penalty: 5288.457031 Iteration 0F: 3 clusters Score -5259801 nChanged 19544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20922 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -5270695.500000 Penalty: 5288.457031 Iteration 1F: 3 clusters Score -5270696 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 22048 members Entering Unmasked Estep Score: -5271514.000000 Penalty: 5288.457031 Iteration 2Q: 3 clusters Score -5271514 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20276 members Mstep: Class 2 contains 22435 members Entering Unmasked Estep Score: -5272567.500000 Penalty: 5288.457031 Iteration 3F: 3 clusters Score -5272568 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19868 members Mstep: Class 2 contains 22843 members Entering Unmasked Estep Score: -5273773.500000 Penalty: 5288.457031 Iteration 4F: 3 clusters Score -5273774 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19380 members Mstep: Class 2 contains 23331 members Entering Unmasked Estep Score: -5275221.500000 Penalty: 5288.457031 Iteration 5F: 3 clusters Score -5275222 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18800 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -5276709.500000 Penalty: 5288.457031 Iteration 6F: 3 clusters Score -5276710 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18156 members Mstep: Class 2 contains 24555 members Entering Unmasked Estep Score: -5278033.500000 Penalty: 5288.457031 Iteration 7F: 3 clusters Score -5278034 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 25300 members Entering Unmasked Estep Score: -5279186.000000 Penalty: 5288.457031 Iteration 8Q: 3 clusters Score -5279186 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16661 members Mstep: Class 2 contains 26050 members Entering Unmasked Estep Score: -5280182.000000 Penalty: 5288.457031 Iteration 9Q: 3 clusters Score -5280182 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 26871 members Entering Unmasked Estep Score: -5280996.000000 Penalty: 5288.457031 Iteration 10Q: 3 clusters Score -5280996 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15107 members Mstep: Class 2 contains 27604 members Entering Unmasked Estep Score: -5281602.000000 Penalty: 5288.457031 Iteration 11Q: 3 clusters Score -5281602 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 28339 members Entering Unmasked Estep Score: -5282013.500000 Penalty: 5288.457031 Iteration 12Q: 3 clusters Score -5282014 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13657 members Mstep: Class 2 contains 29054 members Entering Unmasked Estep Score: -5282347.500000 Penalty: 5288.457031 Iteration 13Q: 3 clusters Score -5282348 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 29790 members Entering Unmasked Estep Score: -5282641.500000 Penalty: 5288.457031 Iteration 14Q: 3 clusters Score -5282642 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 30534 members Entering Unmasked Estep Score: -5282946.500000 Penalty: 5288.457031 Iteration 15Q: 3 clusters Score -5282946 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 31288 members Entering Unmasked Estep Score: -5283282.500000 Penalty: 5288.457031 Iteration 16Q: 3 clusters Score -5283282 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 32001 members Entering Unmasked Estep Score: -5283580.500000 Penalty: 5288.457031 Iteration 17Q: 3 clusters Score -5283580 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 32679 members Entering Unmasked Estep Score: -5283845.500000 Penalty: 5288.457031 Iteration 18Q: 3 clusters Score -5283846 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 33366 members Entering Unmasked Estep Score: -5284124.500000 Penalty: 5288.457031 Iteration 19Q: 3 clusters Score -5284124 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 34026 members Entering Unmasked Estep Score: -5284403.500000 Penalty: 5288.457031 Iteration 20F: 3 clusters Score -5284404 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 34654 members Entering Unmasked Estep Score: -5284637.000000 Penalty: 5288.457031 Iteration 21Q: 3 clusters Score -5284637 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 35264 members Entering Unmasked Estep Score: -5284894.000000 Penalty: 5288.457031 Iteration 22Q: 3 clusters Score -5284894 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 35844 members Entering Unmasked Estep Score: -5285167.000000 Penalty: 5288.457031 Iteration 23Q: 3 clusters Score -5285167 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 36369 members Entering Unmasked Estep Score: -5285430.500000 Penalty: 5288.457031 Iteration 24Q: 3 clusters Score -5285430 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 36855 members Entering Unmasked Estep Score: -5285703.000000 Penalty: 5288.457031 Iteration 25Q: 3 clusters Score -5285703 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 37273 members Entering Unmasked Estep Score: -5285931.000000 Penalty: 5288.457031 Iteration 26Q: 3 clusters Score -5285931 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 37649 members Entering Unmasked Estep Score: -5286159.500000 Penalty: 5288.457031 Iteration 27Q: 3 clusters Score -5286160 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 38013 members Entering Unmasked Estep Score: -5286420.000000 Penalty: 5288.457031 Iteration 28Q: 3 clusters Score -5286420 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 38331 members Entering Unmasked Estep Score: -5286626.000000 Penalty: 5288.457031 Iteration 29Q: 3 clusters Score -5286626 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 38599 members Entering Unmasked Estep Score: -5286749.500000 Penalty: 5288.457031 Iteration 30Q: 3 clusters Score -5286750 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 38844 members Entering Unmasked Estep Score: -5286895.500000 Penalty: 5288.457031 Iteration 31Q: 3 clusters Score -5286896 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 39034 members Entering Unmasked Estep Score: -5286998.000000 Penalty: 5288.457031 Iteration 32Q: 3 clusters Score -5286998 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 39194 members Entering Unmasked Estep Score: -5287054.500000 Penalty: 5288.457031 Iteration 33Q: 3 clusters Score -5287054 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 39338 members Entering Unmasked Estep Score: -5287088.500000 Penalty: 5288.457031 Iteration 34Q: 3 clusters Score -5287088 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 39438 members Entering Unmasked Estep Score: -5287131.500000 Penalty: 5288.457031 Iteration 35Q: 3 clusters Score -5287132 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 39512 members Entering Unmasked Estep Score: -5287179.500000 Penalty: 5288.457031 Iteration 36Q: 3 clusters Score -5287180 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 39580 members Entering Unmasked Estep Score: -5287193.000000 Penalty: 5288.457031 Iteration 37Q: 3 clusters Score -5287193 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 39626 members Entering Unmasked Estep Score: -5287194.500000 Penalty: 5288.457031 Iteration 38Q: 3 clusters Score -5287194 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 39657 members Entering Unmasked Estep Score: -5287188.500000 Penalty: 5288.457031 Iteration 39Q: 3 clusters Score -5287188 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 39680 members Entering Unmasked Estep Score: -5287204.000000 Penalty: 5288.457031 Iteration 40F: 3 clusters Score -5287204 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 39698 members Entering Unmasked Estep Score: -5287193.000000 Penalty: 5288.457031 Iteration 41Q: 3 clusters Score -5287193 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 39716 members Entering Unmasked Estep Score: -5287199.500000 Penalty: 5288.457031 Iteration 42Q: 3 clusters Score -5287200 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 39734 members Entering Unmasked Estep Score: -5287196.500000 Penalty: 5288.457031 Iteration 43Q: 3 clusters Score -5287196 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 39747 members Entering Unmasked Estep Score: -5287197.500000 Penalty: 5288.457031 Iteration 44Q: 3 clusters Score -5287198 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 39760 members Entering Unmasked Estep Score: -5287205.000000 Penalty: 5288.457031 Iteration 45Q: 3 clusters Score -5287205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 39771 members Entering Unmasked Estep Score: -5287210.000000 Penalty: 5288.457031 Iteration 46Q: 3 clusters Score -5287210 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 39781 members Entering Unmasked Estep Score: -5287207.500000 Penalty: 5288.457031 Iteration 47Q: 3 clusters Score -5287208 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 39792 members Entering Unmasked Estep Score: -5287208.000000 Penalty: 5288.457031 Iteration 48Q: 3 clusters Score -5287208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 39800 members Entering Unmasked Estep Score: -5287216.500000 Penalty: 5288.457031 Iteration 49Q: 3 clusters Score -5287216 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 39809 members Entering Unmasked Estep Score: -5287214.500000 Penalty: 5288.457031 Iteration 50Q: 3 clusters Score -5287214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 39814 members Entering Unmasked Estep Score: -5287216.000000 Penalty: 5288.457031 Iteration 51Q: 3 clusters Score -5287216 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 39819 members Entering Unmasked Estep Score: -5287219.000000 Penalty: 5288.457031 Iteration 52Q: 3 clusters Score -5287219 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -5287221.500000 Penalty: 5288.457031 Iteration 53Q: 3 clusters Score -5287222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 39825 members Entering Unmasked Estep Score: -5287215.500000 Penalty: 5288.457031 Iteration 54Q: 3 clusters Score -5287216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 39831 members Entering Unmasked Estep Score: -5287211.500000 Penalty: 5288.457031 Iteration 55Q: 3 clusters Score -5287212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 39833 members Entering Unmasked Estep Score: -5287213.000000 Penalty: 5288.457031 Iteration 56Q: 3 clusters Score -5287213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 39835 members Entering Unmasked Estep Score: -5287212.500000 Penalty: 5288.457031 Iteration 57Q: 3 clusters Score -5287212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 39837 members Entering Unmasked Estep Score: -5287217.500000 Penalty: 5288.457031 Iteration 58Q: 3 clusters Score -5287218 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 39838 members Entering Unmasked Estep Score: -5287214.000000 Penalty: 5288.457031 Iteration 59Q: 3 clusters Score -5287214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 39839 members Entering Unmasked Estep Score: -5287213.000000 Penalty: 5288.457031 Iteration 60F: 3 clusters Score -5287213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 39842 members Entering Unmasked Estep Score: -5287213.500000 Penalty: 5288.457031 Iteration 61Q: 3 clusters Score -5287214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 39845 members Entering Unmasked Estep Score: -5287209.000000 Penalty: 5288.457031 Iteration 62Q: 3 clusters Score -5287209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 39846 members Entering Unmasked Estep Score: -5287207.500000 Penalty: 5288.457031 Iteration 63Q: 3 clusters Score -5287208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 39847 members Entering Unmasked Estep Score: -5287214.000000 Penalty: 5288.457031 Iteration 64Q: 3 clusters Score -5287214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 39850 members Entering Unmasked Estep Score: -5287217.000000 Penalty: 5288.457031 Iteration 65Q: 3 clusters Score -5287217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 39851 members Entering Unmasked Estep Score: -5287216.000000 Penalty: 5288.457031 Iteration 66Q: 3 clusters Score -5287216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 39852 members Entering Unmasked Estep Score: -5287212.500000 Penalty: 5288.457031 Iteration 67Q: 3 clusters Score -5287212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 39855 members Entering Unmasked Estep Score: -5287211.000000 Penalty: 5288.457031 Iteration 68Q: 3 clusters Score -5287211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 39855 members Entering Unmasked Estep Score: -5287211.000000 Penalty: 5288.457031 Iteration 69F: 3 clusters Score -5287211 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Entering Unmasked Estep Score: -292765.500000 Penalty: 1938.171387 Iteration 0F: 2 clusters Score -292765.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -289824.562500 Penalty: 3876.342773 Iteration 0F: 3 clusters Score -289824.6 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -290308.937500 Penalty: 3876.342773 Iteration 1F: 3 clusters Score -290308.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -290437.062500 Penalty: 3876.342773 Iteration 2F: 3 clusters Score -290437.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -290522.343750 Penalty: 3876.342773 Iteration 3Q: 3 clusters Score -290522.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -290583.218750 Penalty: 3876.342773 Iteration 4Q: 3 clusters Score -290583.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -290631.125000 Penalty: 3876.342773 Iteration 5Q: 3 clusters Score -290631.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -290668.375000 Penalty: 3876.342773 Iteration 6Q: 3 clusters Score -290668.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -290708.906250 Penalty: 3876.342773 Iteration 7Q: 3 clusters Score -290708.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -290747.781250 Penalty: 3876.342773 Iteration 8Q: 3 clusters Score -290747.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -290791.656250 Penalty: 3876.342773 Iteration 9Q: 3 clusters Score -290791.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -290850.750000 Penalty: 3876.342773 Iteration 10Q: 3 clusters Score -290850.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -290902.000000 Penalty: 3876.342773 Iteration 11Q: 3 clusters Score -290902 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -290932.000000 Penalty: 3876.342773 Iteration 12Q: 3 clusters Score -290932 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -290960.187500 Penalty: 3876.342773 Iteration 13Q: 3 clusters Score -290960.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -290977.312500 Penalty: 3876.342773 Iteration 14Q: 3 clusters Score -290977.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -290990.156250 Penalty: 3876.342773 Iteration 15Q: 3 clusters Score -290990.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -291004.906250 Penalty: 3876.342773 Iteration 16Q: 3 clusters Score -291004.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -291025.406250 Penalty: 3876.342773 Iteration 17Q: 3 clusters Score -291025.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -291040.406250 Penalty: 3876.342773 Iteration 18Q: 3 clusters Score -291040.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -291056.062500 Penalty: 3876.342773 Iteration 19Q: 3 clusters Score -291056.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -291063.093750 Penalty: 3876.342773 Iteration 20F: 3 clusters Score -291063.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -291069.406250 Penalty: 3876.342773 Iteration 21Q: 3 clusters Score -291069.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -291075.593750 Penalty: 3876.342773 Iteration 22Q: 3 clusters Score -291075.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -291081.000000 Penalty: 3876.342773 Iteration 23Q: 3 clusters Score -291081 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -291086.843750 Penalty: 3876.342773 Iteration 24Q: 3 clusters Score -291086.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -291091.125000 Penalty: 3876.342773 Iteration 25Q: 3 clusters Score -291091.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -291096.625000 Penalty: 3876.342773 Iteration 26Q: 3 clusters Score -291096.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -291101.031250 Penalty: 3876.342773 Iteration 27Q: 3 clusters Score -291101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -291105.406250 Penalty: 3876.342773 Iteration 28Q: 3 clusters Score -291105.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -291108.375000 Penalty: 3876.342773 Iteration 29Q: 3 clusters Score -291108.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -291109.562500 Penalty: 3876.342773 Iteration 30Q: 3 clusters Score -291109.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -291110.062500 Penalty: 3876.342773 Iteration 31Q: 3 clusters Score -291110.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -291111.500000 Penalty: 3876.342773 Iteration 32Q: 3 clusters Score -291111.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -291111.750000 Penalty: 3876.342773 Iteration 33Q: 3 clusters Score -291111.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -291111.750000 Penalty: 3876.342773 Iteration 34F: 3 clusters Score -291111.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Entering Unmasked Estep Score: -887498.750000 Penalty: 2216.560547 Iteration 0F: 2 clusters Score -887498.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -881291.812500 Penalty: 4433.121094 Iteration 0F: 3 clusters Score -881291.8 nChanged 3099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -882974.375000 Penalty: 4433.121094 Iteration 1F: 3 clusters Score -882974.4 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -883251.437500 Penalty: 4433.121094 Iteration 2F: 3 clusters Score -883251.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -883452.062500 Penalty: 4433.121094 Iteration 3F: 3 clusters Score -883452.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -883621.250000 Penalty: 4433.121094 Iteration 4Q: 3 clusters Score -883621.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -883761.937500 Penalty: 4433.121094 Iteration 5Q: 3 clusters Score -883761.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -883896.187500 Penalty: 4433.121094 Iteration 6Q: 3 clusters Score -883896.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -884015.250000 Penalty: 4433.121094 Iteration 7Q: 3 clusters Score -884015.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -884121.687500 Penalty: 4433.121094 Iteration 8Q: 3 clusters Score -884121.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -884237.312500 Penalty: 4433.121094 Iteration 9Q: 3 clusters Score -884237.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -884339.625000 Penalty: 4433.121094 Iteration 10Q: 3 clusters Score -884339.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -884468.625000 Penalty: 4433.121094 Iteration 11Q: 3 clusters Score -884468.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -884596.375000 Penalty: 4433.121094 Iteration 12Q: 3 clusters Score -884596.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -884722.062500 Penalty: 4433.121094 Iteration 13Q: 3 clusters Score -884722.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -884875.000000 Penalty: 4433.121094 Iteration 14Q: 3 clusters Score -884875 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -885043.437500 Penalty: 4433.121094 Iteration 15Q: 3 clusters Score -885043.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -885236.062500 Penalty: 4433.121094 Iteration 16Q: 3 clusters Score -885236.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -885400.562500 Penalty: 4433.121094 Iteration 17Q: 3 clusters Score -885400.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -885573.687500 Penalty: 4433.121094 Iteration 18Q: 3 clusters Score -885573.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -885732.875000 Penalty: 4433.121094 Iteration 19Q: 3 clusters Score -885732.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -885835.812500 Penalty: 4433.121094 Iteration 20F: 3 clusters Score -885835.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -885906.500000 Penalty: 4433.121094 Iteration 21Q: 3 clusters Score -885906.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -885964.875000 Penalty: 4433.121094 Iteration 22Q: 3 clusters Score -885964.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -886005.250000 Penalty: 4433.121094 Iteration 23Q: 3 clusters Score -886005.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -886038.437500 Penalty: 4433.121094 Iteration 24Q: 3 clusters Score -886038.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -886061.375000 Penalty: 4433.121094 Iteration 25Q: 3 clusters Score -886061.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -886077.875000 Penalty: 4433.121094 Iteration 26Q: 3 clusters Score -886077.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -886087.312500 Penalty: 4433.121094 Iteration 27Q: 3 clusters Score -886087.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -886099.000000 Penalty: 4433.121094 Iteration 28Q: 3 clusters Score -886099 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -886108.687500 Penalty: 4433.121094 Iteration 29Q: 3 clusters Score -886108.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -886115.062500 Penalty: 4433.121094 Iteration 30Q: 3 clusters Score -886115.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -886119.187500 Penalty: 4433.121094 Iteration 31Q: 3 clusters Score -886119.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -886124.750000 Penalty: 4433.121094 Iteration 32Q: 3 clusters Score -886124.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -886129.625000 Penalty: 4433.121094 Iteration 33Q: 3 clusters Score -886129.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -886132.375000 Penalty: 4433.121094 Iteration 34Q: 3 clusters Score -886132.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -886138.250000 Penalty: 4433.121094 Iteration 35Q: 3 clusters Score -886138.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -886146.812500 Penalty: 4433.121094 Iteration 36Q: 3 clusters Score -886146.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -886151.000000 Penalty: 4433.121094 Iteration 37Q: 3 clusters Score -886151 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -886154.875000 Penalty: 4433.121094 Iteration 38Q: 3 clusters Score -886154.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -886156.250000 Penalty: 4433.121094 Iteration 39Q: 3 clusters Score -886156.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -886160.250000 Penalty: 4433.121094 Iteration 40F: 3 clusters Score -886160.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -886163.000000 Penalty: 4433.121094 Iteration 41Q: 3 clusters Score -886163 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -886165.812500 Penalty: 4433.121094 Iteration 42Q: 3 clusters Score -886165.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -886167.000000 Penalty: 4433.121094 Iteration 43Q: 3 clusters Score -886167 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -886166.812500 Penalty: 4433.121094 Iteration 44Q: 3 clusters Score -886166.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -886167.375000 Penalty: 4433.121094 Iteration 45Q: 3 clusters Score -886167.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -886168.250000 Penalty: 4433.121094 Iteration 46Q: 3 clusters Score -886168.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -886170.937500 Penalty: 4433.121094 Iteration 47Q: 3 clusters Score -886170.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -886173.687500 Penalty: 4433.121094 Iteration 48Q: 3 clusters Score -886173.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -886172.500000 Penalty: 4433.121094 Iteration 49Q: 3 clusters Score -886172.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -886175.062500 Penalty: 4433.121094 Iteration 50Q: 3 clusters Score -886175.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -886174.937500 Penalty: 4433.121094 Iteration 51Q: 3 clusters Score -886174.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -886174.750000 Penalty: 4433.121094 Iteration 52Q: 3 clusters Score -886174.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -886175.687500 Penalty: 4433.121094 Iteration 53Q: 3 clusters Score -886175.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -886177.687500 Penalty: 4433.121094 Iteration 54Q: 3 clusters Score -886177.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -886180.125000 Penalty: 4433.121094 Iteration 55Q: 3 clusters Score -886180.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -886182.375000 Penalty: 4433.121094 Iteration 56Q: 3 clusters Score -886182.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -886185.375000 Penalty: 4433.121094 Iteration 57Q: 3 clusters Score -886185.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -886186.125000 Penalty: 4433.121094 Iteration 58Q: 3 clusters Score -886186.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -886185.500000 Penalty: 4433.121094 Iteration 59Q: 3 clusters Score -886185.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -886185.500000 Penalty: 4433.121094 Iteration 60F: 3 clusters Score -886185.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -60521.722656 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -60521.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -58995.476562 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -58995.48 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -59183.683594 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -59183.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -59270.656250 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -59270.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -59295.625000 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -59295.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -59319.539062 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -59319.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -59334.902344 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -59334.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -59345.027344 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -59345.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -59349.601562 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -59349.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -59355.976562 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -59355.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -59355.976562 Penalty: 3131.519775 Iteration 9F: 3 clusters Score -59355.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (41037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41037 members Entering Unmasked Estep Score: -5067593.000000 Penalty: 2634.312988 Iteration 0F: 2 clusters Score -5067593 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20292 members Mstep: Class 2 contains 20745 members Entering Unmasked Estep Score: -5039692.000000 Penalty: 5268.625977 Iteration 0F: 3 clusters Score -5039692 nChanged 18837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 22042 members Entering Unmasked Estep Score: -5050626.500000 Penalty: 5268.625977 Iteration 1F: 3 clusters Score -5050626 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18274 members Mstep: Class 2 contains 22763 members Entering Unmasked Estep Score: -5051358.000000 Penalty: 5268.625977 Iteration 2Q: 3 clusters Score -5051358 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Mstep: Class 2 contains 23733 members Entering Unmasked Estep Score: -5052182.500000 Penalty: 5268.625977 Iteration 3Q: 3 clusters Score -5052182 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15946 members Mstep: Class 2 contains 25091 members Entering Unmasked Estep Score: -5053309.000000 Penalty: 5268.625977 Iteration 4F: 3 clusters Score -5053309 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 26792 members Entering Unmasked Estep Score: -5054794.500000 Penalty: 5268.625977 Iteration 5F: 3 clusters Score -5054794 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 28759 members Entering Unmasked Estep Score: -5056741.000000 Penalty: 5268.625977 Iteration 6F: 3 clusters Score -5056741 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 30676 members Entering Unmasked Estep Score: -5058873.000000 Penalty: 5268.625977 Iteration 7F: 3 clusters Score -5058873 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 32214 members Entering Unmasked Estep Score: -5060484.000000 Penalty: 5268.625977 Iteration 8F: 3 clusters Score -5060484 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 33301 members Entering Unmasked Estep Score: -5061626.000000 Penalty: 5268.625977 Iteration 9Q: 3 clusters Score -5061626 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 34105 members Entering Unmasked Estep Score: -5062376.500000 Penalty: 5268.625977 Iteration 10Q: 3 clusters Score -5062376 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 34738 members Entering Unmasked Estep Score: -5062881.000000 Penalty: 5268.625977 Iteration 11Q: 3 clusters Score -5062881 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 35238 members Entering Unmasked Estep Score: -5063260.500000 Penalty: 5268.625977 Iteration 12Q: 3 clusters Score -5063260 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 35720 members Entering Unmasked Estep Score: -5063562.000000 Penalty: 5268.625977 Iteration 13Q: 3 clusters Score -5063562 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 36149 members Entering Unmasked Estep Score: -5063832.500000 Penalty: 5268.625977 Iteration 14Q: 3 clusters Score -5063832 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 36523 members Entering Unmasked Estep Score: -5064039.000000 Penalty: 5268.625977 Iteration 15Q: 3 clusters Score -5064039 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 36832 members Entering Unmasked Estep Score: -5064204.000000 Penalty: 5268.625977 Iteration 16Q: 3 clusters Score -5064204 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 37083 members Entering Unmasked Estep Score: -5064313.000000 Penalty: 5268.625977 Iteration 17Q: 3 clusters Score -5064313 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 37322 members Entering Unmasked Estep Score: -5064410.000000 Penalty: 5268.625977 Iteration 18Q: 3 clusters Score -5064410 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 37542 members Entering Unmasked Estep Score: -5064518.500000 Penalty: 5268.625977 Iteration 19Q: 3 clusters Score -5064518 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 37724 members Entering Unmasked Estep Score: -5064609.500000 Penalty: 5268.625977 Iteration 20F: 3 clusters Score -5064610 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 37879 members Entering Unmasked Estep Score: -5064654.500000 Penalty: 5268.625977 Iteration 21Q: 3 clusters Score -5064654 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 38033 members Entering Unmasked Estep Score: -5064725.000000 Penalty: 5268.625977 Iteration 22Q: 3 clusters Score -5064725 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 38172 members Entering Unmasked Estep Score: -5064743.000000 Penalty: 5268.625977 Iteration 23Q: 3 clusters Score -5064743 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 38298 members Entering Unmasked Estep Score: -5064788.000000 Penalty: 5268.625977 Iteration 24Q: 3 clusters Score -5064788 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 38423 members Entering Unmasked Estep Score: -5064822.000000 Penalty: 5268.625977 Iteration 25Q: 3 clusters Score -5064822 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 38533 members Entering Unmasked Estep Score: -5064854.500000 Penalty: 5268.625977 Iteration 26Q: 3 clusters Score -5064854 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 38661 members Entering Unmasked Estep Score: -5064902.500000 Penalty: 5268.625977 Iteration 27Q: 3 clusters Score -5064902 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 38792 members Entering Unmasked Estep Score: -5064966.500000 Penalty: 5268.625977 Iteration 28Q: 3 clusters Score -5064966 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 38916 members Entering Unmasked Estep Score: -5065000.000000 Penalty: 5268.625977 Iteration 29Q: 3 clusters Score -5065000 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 39041 members Entering Unmasked Estep Score: -5065045.500000 Penalty: 5268.625977 Iteration 30Q: 3 clusters Score -5065046 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -5065104.000000 Penalty: 5268.625977 Iteration 31Q: 3 clusters Score -5065104 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 39271 members Entering Unmasked Estep Score: -5065142.500000 Penalty: 5268.625977 Iteration 32Q: 3 clusters Score -5065142 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 39363 members Entering Unmasked Estep Score: -5065177.500000 Penalty: 5268.625977 Iteration 33Q: 3 clusters Score -5065178 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 39445 members Entering Unmasked Estep Score: -5065224.500000 Penalty: 5268.625977 Iteration 34Q: 3 clusters Score -5065224 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 39503 members Entering Unmasked Estep Score: -5065255.000000 Penalty: 5268.625977 Iteration 35Q: 3 clusters Score -5065255 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 39568 members Entering Unmasked Estep Score: -5065288.500000 Penalty: 5268.625977 Iteration 36Q: 3 clusters Score -5065288 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 39617 members Entering Unmasked Estep Score: -5065317.500000 Penalty: 5268.625977 Iteration 37Q: 3 clusters Score -5065318 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 39653 members Entering Unmasked Estep Score: -5065338.000000 Penalty: 5268.625977 Iteration 38Q: 3 clusters Score -5065338 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 39693 members Entering Unmasked Estep Score: -5065349.000000 Penalty: 5268.625977 Iteration 39Q: 3 clusters Score -5065349 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 39729 members Entering Unmasked Estep Score: -5065357.000000 Penalty: 5268.625977 Iteration 40F: 3 clusters Score -5065357 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 39758 members Entering Unmasked Estep Score: -5065373.500000 Penalty: 5268.625977 Iteration 41Q: 3 clusters Score -5065374 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 39786 members Entering Unmasked Estep Score: -5065380.000000 Penalty: 5268.625977 Iteration 42Q: 3 clusters Score -5065380 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 39819 members Entering Unmasked Estep Score: -5065393.500000 Penalty: 5268.625977 Iteration 43Q: 3 clusters Score -5065394 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 39851 members Entering Unmasked Estep Score: -5065406.000000 Penalty: 5268.625977 Iteration 44Q: 3 clusters Score -5065406 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 39874 members Entering Unmasked Estep Score: -5065414.500000 Penalty: 5268.625977 Iteration 45Q: 3 clusters Score -5065414 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 39893 members Entering Unmasked Estep Score: -5065423.000000 Penalty: 5268.625977 Iteration 46Q: 3 clusters Score -5065423 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 39909 members Entering Unmasked Estep Score: -5065431.500000 Penalty: 5268.625977 Iteration 47Q: 3 clusters Score -5065432 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 39918 members Entering Unmasked Estep Score: -5065440.000000 Penalty: 5268.625977 Iteration 48Q: 3 clusters Score -5065440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 39923 members Entering Unmasked Estep Score: -5065436.000000 Penalty: 5268.625977 Iteration 49Q: 3 clusters Score -5065436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 39926 members Entering Unmasked Estep Score: -5065436.500000 Penalty: 5268.625977 Iteration 50Q: 3 clusters Score -5065436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 39930 members Entering Unmasked Estep Score: -5065430.500000 Penalty: 5268.625977 Iteration 51Q: 3 clusters Score -5065430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 39932 members Entering Unmasked Estep Score: -5065431.000000 Penalty: 5268.625977 Iteration 52Q: 3 clusters Score -5065431 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 39933 members Entering Unmasked Estep Score: -5065437.500000 Penalty: 5268.625977 Iteration 53Q: 3 clusters Score -5065438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -5065436.000000 Penalty: 5268.625977 Iteration 54Q: 3 clusters Score -5065436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 39940 members Entering Unmasked Estep Score: -5065439.000000 Penalty: 5268.625977 Iteration 55Q: 3 clusters Score -5065439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 39944 members Entering Unmasked Estep Score: -5065436.000000 Penalty: 5268.625977 Iteration 56Q: 3 clusters Score -5065436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 39946 members Entering Unmasked Estep Score: -5065442.500000 Penalty: 5268.625977 Iteration 57Q: 3 clusters Score -5065442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 39947 members Entering Unmasked Estep Score: -5065443.500000 Penalty: 5268.625977 Iteration 58Q: 3 clusters Score -5065444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 39949 members Entering Unmasked Estep Score: -5065444.000000 Penalty: 5268.625977 Iteration 59Q: 3 clusters Score -5065444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 39951 members Entering Unmasked Estep Score: -5065444.500000 Penalty: 5268.625977 Iteration 60F: 3 clusters Score -5065444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 39952 members Entering Unmasked Estep Score: -5065443.000000 Penalty: 5268.625977 Iteration 61Q: 3 clusters Score -5065443 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 39952 members Entering Unmasked Estep Score: -5065443.000000 Penalty: 5268.625977 Iteration 62F: 3 clusters Score -5065443 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Entering Unmasked Estep Score: -512519.468750 Penalty: 2079.884033 Iteration 0F: 2 clusters Score -512519.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -508403.625000 Penalty: 4159.768066 Iteration 0F: 3 clusters Score -508403.6 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -509348.750000 Penalty: 4159.768066 Iteration 1F: 3 clusters Score -509348.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -509585.468750 Penalty: 4159.768066 Iteration 2F: 3 clusters Score -509585.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -509755.437500 Penalty: 4159.768066 Iteration 3F: 3 clusters Score -509755.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -509895.437500 Penalty: 4159.768066 Iteration 4Q: 3 clusters Score -509895.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -510017.812500 Penalty: 4159.768066 Iteration 5Q: 3 clusters Score -510017.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -510121.343750 Penalty: 4159.768066 Iteration 6Q: 3 clusters Score -510121.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -510194.968750 Penalty: 4159.768066 Iteration 7Q: 3 clusters Score -510195 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -510254.343750 Penalty: 4159.768066 Iteration 8Q: 3 clusters Score -510254.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -510308.406250 Penalty: 4159.768066 Iteration 9Q: 3 clusters Score -510308.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -510358.312500 Penalty: 4159.768066 Iteration 10Q: 3 clusters Score -510358.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -510400.750000 Penalty: 4159.768066 Iteration 11Q: 3 clusters Score -510400.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -510436.875000 Penalty: 4159.768066 Iteration 12Q: 3 clusters Score -510436.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -510473.468750 Penalty: 4159.768066 Iteration 13Q: 3 clusters Score -510473.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -510516.250000 Penalty: 4159.768066 Iteration 14Q: 3 clusters Score -510516.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -510567.656250 Penalty: 4159.768066 Iteration 15Q: 3 clusters Score -510567.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -510635.500000 Penalty: 4159.768066 Iteration 16Q: 3 clusters Score -510635.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -510721.968750 Penalty: 4159.768066 Iteration 17Q: 3 clusters Score -510722 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -510816.906250 Penalty: 4159.768066 Iteration 18Q: 3 clusters Score -510816.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -510892.156250 Penalty: 4159.768066 Iteration 19Q: 3 clusters Score -510892.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -510926.062500 Penalty: 4159.768066 Iteration 20F: 3 clusters Score -510926.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -510955.093750 Penalty: 4159.768066 Iteration 21Q: 3 clusters Score -510955.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -510970.281250 Penalty: 4159.768066 Iteration 22Q: 3 clusters Score -510970.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -510985.250000 Penalty: 4159.768066 Iteration 23Q: 3 clusters Score -510985.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -511001.937500 Penalty: 4159.768066 Iteration 24Q: 3 clusters Score -511001.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -511012.843750 Penalty: 4159.768066 Iteration 25Q: 3 clusters Score -511012.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -511022.781250 Penalty: 4159.768066 Iteration 26Q: 3 clusters Score -511022.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -511033.093750 Penalty: 4159.768066 Iteration 27Q: 3 clusters Score -511033.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -511038.843750 Penalty: 4159.768066 Iteration 28Q: 3 clusters Score -511038.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -511043.031250 Penalty: 4159.768066 Iteration 29Q: 3 clusters Score -511043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -511045.781250 Penalty: 4159.768066 Iteration 30Q: 3 clusters Score -511045.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -511046.750000 Penalty: 4159.768066 Iteration 31Q: 3 clusters Score -511046.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -511048.656250 Penalty: 4159.768066 Iteration 32Q: 3 clusters Score -511048.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -511051.093750 Penalty: 4159.768066 Iteration 33Q: 3 clusters Score -511051.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -511055.125000 Penalty: 4159.768066 Iteration 34Q: 3 clusters Score -511055.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -511057.437500 Penalty: 4159.768066 Iteration 35Q: 3 clusters Score -511057.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -511060.406250 Penalty: 4159.768066 Iteration 36Q: 3 clusters Score -511060.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -511061.875000 Penalty: 4159.768066 Iteration 37Q: 3 clusters Score -511061.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -511064.000000 Penalty: 4159.768066 Iteration 38Q: 3 clusters Score -511064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -511065.343750 Penalty: 4159.768066 Iteration 39Q: 3 clusters Score -511065.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -511065.812500 Penalty: 4159.768066 Iteration 40F: 3 clusters Score -511065.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -511067.000000 Penalty: 4159.768066 Iteration 41Q: 3 clusters Score -511067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -511069.062500 Penalty: 4159.768066 Iteration 42Q: 3 clusters Score -511069.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -511070.312500 Penalty: 4159.768066 Iteration 43Q: 3 clusters Score -511070.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -511072.656250 Penalty: 4159.768066 Iteration 44Q: 3 clusters Score -511072.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -511075.093750 Penalty: 4159.768066 Iteration 45Q: 3 clusters Score -511075.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -511076.156250 Penalty: 4159.768066 Iteration 46Q: 3 clusters Score -511076.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -511078.312500 Penalty: 4159.768066 Iteration 47Q: 3 clusters Score -511078.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -511079.000000 Penalty: 4159.768066 Iteration 48Q: 3 clusters Score -511079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -511079.000000 Penalty: 4159.768066 Iteration 49F: 3 clusters Score -511079 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (24388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24388 members Entering Unmasked Estep Score: -2955221.750000 Penalty: 2505.258057 Iteration 0F: 2 clusters Score -2955222 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 12255 members Entering Unmasked Estep Score: -2938271.500000 Penalty: 5010.516113 Iteration 0F: 3 clusters Score -2938272 nChanged 10911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11658 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -2944146.750000 Penalty: 5010.516113 Iteration 1F: 3 clusters Score -2944147 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -2944611.500000 Penalty: 5010.516113 Iteration 2F: 3 clusters Score -2944612 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -2944982.750000 Penalty: 5010.516113 Iteration 3Q: 3 clusters Score -2944983 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -2945353.750000 Penalty: 5010.516113 Iteration 4Q: 3 clusters Score -2945354 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 15133 members Entering Unmasked Estep Score: -2945870.000000 Penalty: 5010.516113 Iteration 5Q: 3 clusters Score -2945870 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 16292 members Entering Unmasked Estep Score: -2946623.500000 Penalty: 5010.516113 Iteration 6F: 3 clusters Score -2946624 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -2947799.750000 Penalty: 5010.516113 Iteration 7F: 3 clusters Score -2947800 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 19482 members Entering Unmasked Estep Score: -2949510.250000 Penalty: 5010.516113 Iteration 8F: 3 clusters Score -2949510 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 21159 members Entering Unmasked Estep Score: -2951421.000000 Penalty: 5010.516113 Iteration 9F: 3 clusters Score -2951421 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 22405 members Entering Unmasked Estep Score: -2953010.000000 Penalty: 5010.516113 Iteration 10F: 3 clusters Score -2953010 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 23024 members Entering Unmasked Estep Score: -2954051.500000 Penalty: 5010.516113 Iteration 11Q: 3 clusters Score -2954052 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 23247 members Entering Unmasked Estep Score: -2954549.500000 Penalty: 5010.516113 Iteration 12Q: 3 clusters Score -2954550 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 23311 members Entering Unmasked Estep Score: -2954730.500000 Penalty: 5010.516113 Iteration 13Q: 3 clusters Score -2954730 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 23320 members Entering Unmasked Estep Score: -2954803.500000 Penalty: 5010.516113 Iteration 14Q: 3 clusters Score -2954804 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 23319 members Entering Unmasked Estep Score: -2954823.000000 Penalty: 5010.516113 Iteration 15Q: 3 clusters Score -2954823 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 23316 members Entering Unmasked Estep Score: -2954831.000000 Penalty: 5010.516113 Iteration 16Q: 3 clusters Score -2954831 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 23310 members Entering Unmasked Estep Score: -2954838.500000 Penalty: 5010.516113 Iteration 17Q: 3 clusters Score -2954838 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 23304 members Entering Unmasked Estep Score: -2954847.750000 Penalty: 5010.516113 Iteration 18Q: 3 clusters Score -2954848 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 23301 members Entering Unmasked Estep Score: -2954847.250000 Penalty: 5010.516113 Iteration 19Q: 3 clusters Score -2954847 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 23294 members Entering Unmasked Estep Score: -2954850.750000 Penalty: 5010.516113 Iteration 20F: 3 clusters Score -2954851 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -2954855.500000 Penalty: 5010.516113 Iteration 21Q: 3 clusters Score -2954856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -2954854.500000 Penalty: 5010.516113 Iteration 22Q: 3 clusters Score -2954854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 23284 members Entering Unmasked Estep Score: -2954855.000000 Penalty: 5010.516113 Iteration 23Q: 3 clusters Score -2954855 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 23286 members Entering Unmasked Estep Score: -2954855.250000 Penalty: 5010.516113 Iteration 24Q: 3 clusters Score -2954855 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 23287 members Entering Unmasked Estep Score: -2954856.000000 Penalty: 5010.516113 Iteration 25Q: 3 clusters Score -2954856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 23286 members Entering Unmasked Estep Score: -2954850.000000 Penalty: 5010.516113 Iteration 26Q: 3 clusters Score -2954850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -2954853.500000 Penalty: 5010.516113 Iteration 27Q: 3 clusters Score -2954854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -2954853.500000 Penalty: 5010.516113 Iteration 28F: 3 clusters Score -2954854 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (156552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156552 members Entering Unmasked Estep Score: -19545156.000000 Penalty: 2966.363525 Iteration 0F: 2 clusters Score -1.954516e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78210 members Mstep: Class 2 contains 78342 members Entering Unmasked Estep Score: -19442152.000000 Penalty: 5932.727051 Iteration 0F: 3 clusters Score -1.944215e+07 nChanged 75243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77699 members Mstep: Class 2 contains 78853 members Entering Unmasked Estep Score: -19485806.000000 Penalty: 5932.727051 Iteration 1F: 3 clusters Score -1.948581e+07 nChanged 4580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77093 members Mstep: Class 2 contains 79459 members Entering Unmasked Estep Score: -19486806.000000 Penalty: 5932.727051 Iteration 2Q: 3 clusters Score -1.948681e+07 nChanged 4713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76094 members Mstep: Class 2 contains 80458 members Entering Unmasked Estep Score: -19487716.000000 Penalty: 5932.727051 Iteration 3Q: 3 clusters Score -1.948772e+07 nChanged 4951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74521 members Mstep: Class 2 contains 82031 members Entering Unmasked Estep Score: -19489020.000000 Penalty: 5932.727051 Iteration 4Q: 3 clusters Score -1.948902e+07 nChanged 5585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71998 members Mstep: Class 2 contains 84554 members Entering Unmasked Estep Score: -19490608.000000 Penalty: 5932.727051 Iteration 5Q: 3 clusters Score -1.949061e+07 nChanged 6544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68010 members Mstep: Class 2 contains 88542 members Entering Unmasked Estep Score: -19492780.000000 Penalty: 5932.727051 Iteration 6Q: 3 clusters Score -1.949278e+07 nChanged 7814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62200 members Mstep: Class 2 contains 94352 members Entering Unmasked Estep Score: -19496048.000000 Penalty: 5932.727051 Iteration 7Q: 3 clusters Score -1.949605e+07 nChanged 9303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54343 members Mstep: Class 2 contains 102209 members Entering Unmasked Estep Score: -19500996.000000 Penalty: 5932.727051 Iteration 8F: 3 clusters Score -1.9501e+07 nChanged 10397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44922 members Mstep: Class 2 contains 111630 members Entering Unmasked Estep Score: -19507480.000000 Penalty: 5932.727051 Iteration 9F: 3 clusters Score -1.950748e+07 nChanged 10630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34800 members Mstep: Class 2 contains 121752 members Entering Unmasked Estep Score: -19515012.000000 Penalty: 5932.727051 Iteration 10F: 3 clusters Score -1.951501e+07 nChanged 9856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 131376 members Entering Unmasked Estep Score: -19522536.000000 Penalty: 5932.727051 Iteration 11F: 3 clusters Score -1.952254e+07 nChanged 8375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16859 members Mstep: Class 2 contains 139693 members Entering Unmasked Estep Score: -19529548.000000 Penalty: 5932.727051 Iteration 12F: 3 clusters Score -1.952955e+07 nChanged 6579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 146242 members Entering Unmasked Estep Score: -19534984.000000 Penalty: 5932.727051 Iteration 13Q: 3 clusters Score -1.953498e+07 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 150622 members Entering Unmasked Estep Score: -19538892.000000 Penalty: 5932.727051 Iteration 14Q: 3 clusters Score -1.953889e+07 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 153079 members Entering Unmasked Estep Score: -19541004.000000 Penalty: 5932.727051 Iteration 15Q: 3 clusters Score -1.9541e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 154328 members Entering Unmasked Estep Score: -19541828.000000 Penalty: 5932.727051 Iteration 16Q: 3 clusters Score -1.954183e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 154914 members Entering Unmasked Estep Score: -19542312.000000 Penalty: 5932.727051 Iteration 17Q: 3 clusters Score -1.954231e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 155208 members Entering Unmasked Estep Score: -19542608.000000 Penalty: 5932.727051 Iteration 18Q: 3 clusters Score -1.954261e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 155359 members Entering Unmasked Estep Score: -19542764.000000 Penalty: 5932.727051 Iteration 19Q: 3 clusters Score -1.954276e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 155455 members Entering Unmasked Estep Score: -19542812.000000 Penalty: 5932.727051 Iteration 20F: 3 clusters Score -1.954281e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 155512 members Entering Unmasked Estep Score: -19542836.000000 Penalty: 5932.727051 Iteration 21Q: 3 clusters Score -1.954284e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 155554 members Entering Unmasked Estep Score: -19542882.000000 Penalty: 5932.727051 Iteration 22Q: 3 clusters Score -1.954288e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 155581 members Entering Unmasked Estep Score: -19542896.000000 Penalty: 5932.727051 Iteration 23Q: 3 clusters Score -1.95429e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 155600 members Entering Unmasked Estep Score: -19542876.000000 Penalty: 5932.727051 Iteration 24Q: 3 clusters Score -1.954288e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 155615 members Entering Unmasked Estep Score: -19542916.000000 Penalty: 5932.727051 Iteration 25Q: 3 clusters Score -1.954292e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 155625 members Entering Unmasked Estep Score: -19542906.000000 Penalty: 5932.727051 Iteration 26Q: 3 clusters Score -1.954291e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 155638 members Entering Unmasked Estep Score: -19542922.000000 Penalty: 5932.727051 Iteration 27Q: 3 clusters Score -1.954292e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 155648 members Entering Unmasked Estep Score: -19542948.000000 Penalty: 5932.727051 Iteration 28Q: 3 clusters Score -1.954295e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 155663 members Entering Unmasked Estep Score: -19542942.000000 Penalty: 5932.727051 Iteration 29Q: 3 clusters Score -1.954294e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 155673 members Entering Unmasked Estep Score: -19542950.000000 Penalty: 5932.727051 Iteration 30Q: 3 clusters Score -1.954295e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 155681 members Entering Unmasked Estep Score: -19542958.000000 Penalty: 5932.727051 Iteration 31Q: 3 clusters Score -1.954296e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 155691 members Entering Unmasked Estep Score: -19542946.000000 Penalty: 5932.727051 Iteration 32Q: 3 clusters Score -1.954295e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 155695 members Entering Unmasked Estep Score: -19542958.000000 Penalty: 5932.727051 Iteration 33Q: 3 clusters Score -1.954296e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 155698 members Entering Unmasked Estep Score: -19542980.000000 Penalty: 5932.727051 Iteration 34Q: 3 clusters Score -1.954298e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 155706 members Entering Unmasked Estep Score: -19542968.000000 Penalty: 5932.727051 Iteration 35Q: 3 clusters Score -1.954297e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 155708 members Entering Unmasked Estep Score: -19542978.000000 Penalty: 5932.727051 Iteration 36Q: 3 clusters Score -1.954298e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 155711 members Entering Unmasked Estep Score: -19542984.000000 Penalty: 5932.727051 Iteration 37Q: 3 clusters Score -1.954298e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 155709 members Entering Unmasked Estep Score: -19542980.000000 Penalty: 5932.727051 Iteration 38Q: 3 clusters Score -1.954298e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 155709 members Entering Unmasked Estep Score: -19542982.000000 Penalty: 5932.727051 Iteration 39Q: 3 clusters Score -1.954298e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 155710 members Entering Unmasked Estep Score: -19542992.000000 Penalty: 5932.727051 Iteration 40F: 3 clusters Score -1.954299e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 155711 members Entering Unmasked Estep Score: -19542994.000000 Penalty: 5932.727051 Iteration 41Q: 3 clusters Score -1.954299e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 155711 members Entering Unmasked Estep Score: -19542988.000000 Penalty: 5932.727051 Iteration 42Q: 3 clusters Score -1.954299e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 155713 members Entering Unmasked Estep Score: -19542996.000000 Penalty: 5932.727051 Iteration 43Q: 3 clusters Score -1.9543e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 155710 members Entering Unmasked Estep Score: -19542992.000000 Penalty: 5932.727051 Iteration 44Q: 3 clusters Score -1.954299e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 155709 members Entering Unmasked Estep Score: -19542992.000000 Penalty: 5932.727051 Iteration 45Q: 3 clusters Score -1.954299e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 155708 members Entering Unmasked Estep Score: -19542994.000000 Penalty: 5932.727051 Iteration 46Q: 3 clusters Score -1.954299e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 155708 members Entering Unmasked Estep Score: -19542994.000000 Penalty: 5932.727051 Iteration 47F: 3 clusters Score -1.954299e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -84449.453125 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -84449.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -82676.132812 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -82676.13 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -83105.578125 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -83105.58 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -83378.484375 Penalty: 3318.657715 Iteration 2F: 3 clusters Score -83378.48 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -83555.210938 Penalty: 3318.657715 Iteration 3F: 3 clusters Score -83555.21 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -83749.648438 Penalty: 3318.657715 Iteration 4F: 3 clusters Score -83749.65 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -84028.101562 Penalty: 3318.657715 Iteration 5F: 3 clusters Score -84028.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -84329.648438 Penalty: 3318.657715 Iteration 6F: 3 clusters Score -84329.65 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -84475.570312 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -84475.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -84509.625000 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -84509.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -84519.640625 Penalty: 3318.657715 Iteration 9Q: 3 clusters Score -84519.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -84525.625000 Penalty: 3318.657715 Iteration 10Q: 3 clusters Score -84525.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -84540.304688 Penalty: 3318.657715 Iteration 11Q: 3 clusters Score -84540.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -84541.046875 Penalty: 3318.657715 Iteration 12Q: 3 clusters Score -84541.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -84541.046875 Penalty: 3318.657715 Iteration 13F: 3 clusters Score -84541.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59631 members Mstep: Class 5 contains 14670 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26748 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7614 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4388 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156552 members Mstep: Class 19 contains 259 members Mstep: Class 20 contains 8380 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Mstep: Class 25 contains 546 members Entering Unmasked Estep Score: -52029968.000000 Penalty: 80461.242188 Splitting cluster 19 changes total score from -52031456.000000 to -52029968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (8380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Entering Unmasked Estep Score: -980224.437500 Penalty: 2240.333740 Iteration 0F: 2 clusters Score -980224.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -973608.687500 Penalty: 4480.667480 Iteration 0F: 3 clusters Score -973608.7 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -975441.250000 Penalty: 4480.667480 Iteration 1F: 3 clusters Score -975441.2 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -975706.937500 Penalty: 4480.667480 Iteration 2F: 3 clusters Score -975706.9 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -975904.500000 Penalty: 4480.667480 Iteration 3Q: 3 clusters Score -975904.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -976068.312500 Penalty: 4480.667480 Iteration 4Q: 3 clusters Score -976068.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -976209.250000 Penalty: 4480.667480 Iteration 5Q: 3 clusters Score -976209.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -976335.250000 Penalty: 4480.667480 Iteration 6Q: 3 clusters Score -976335.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -976486.937500 Penalty: 4480.667480 Iteration 7Q: 3 clusters Score -976486.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -976641.062500 Penalty: 4480.667480 Iteration 8Q: 3 clusters Score -976641.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -976821.812500 Penalty: 4480.667480 Iteration 9Q: 3 clusters Score -976821.8 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -977025.875000 Penalty: 4480.667480 Iteration 10Q: 3 clusters Score -977025.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -977224.500000 Penalty: 4480.667480 Iteration 11Q: 3 clusters Score -977224.5 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -977419.812500 Penalty: 4480.667480 Iteration 12Q: 3 clusters Score -977419.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -977627.125000 Penalty: 4480.667480 Iteration 13Q: 3 clusters Score -977627.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -977832.875000 Penalty: 4480.667480 Iteration 14Q: 3 clusters Score -977832.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -978013.812500 Penalty: 4480.667480 Iteration 15Q: 3 clusters Score -978013.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -978160.125000 Penalty: 4480.667480 Iteration 16Q: 3 clusters Score -978160.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -978269.750000 Penalty: 4480.667480 Iteration 17Q: 3 clusters Score -978269.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -978348.437500 Penalty: 4480.667480 Iteration 18Q: 3 clusters Score -978348.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -978399.187500 Penalty: 4480.667480 Iteration 19Q: 3 clusters Score -978399.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -978433.437500 Penalty: 4480.667480 Iteration 20F: 3 clusters Score -978433.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -978453.937500 Penalty: 4480.667480 Iteration 21Q: 3 clusters Score -978453.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -978465.625000 Penalty: 4480.667480 Iteration 22Q: 3 clusters Score -978465.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -978483.750000 Penalty: 4480.667480 Iteration 23Q: 3 clusters Score -978483.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -978505.312500 Penalty: 4480.667480 Iteration 24Q: 3 clusters Score -978505.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -978514.250000 Penalty: 4480.667480 Iteration 25Q: 3 clusters Score -978514.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -978524.812500 Penalty: 4480.667480 Iteration 26Q: 3 clusters Score -978524.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -978534.437500 Penalty: 4480.667480 Iteration 27Q: 3 clusters Score -978534.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -978542.125000 Penalty: 4480.667480 Iteration 28Q: 3 clusters Score -978542.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -978545.437500 Penalty: 4480.667480 Iteration 29Q: 3 clusters Score -978545.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -978549.250000 Penalty: 4480.667480 Iteration 30Q: 3 clusters Score -978549.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -978551.062500 Penalty: 4480.667480 Iteration 31Q: 3 clusters Score -978551.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -978554.750000 Penalty: 4480.667480 Iteration 32Q: 3 clusters Score -978554.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -978557.125000 Penalty: 4480.667480 Iteration 33Q: 3 clusters Score -978557.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -978559.937500 Penalty: 4480.667480 Iteration 34Q: 3 clusters Score -978559.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -978563.250000 Penalty: 4480.667480 Iteration 35Q: 3 clusters Score -978563.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -978566.250000 Penalty: 4480.667480 Iteration 36Q: 3 clusters Score -978566.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -978568.687500 Penalty: 4480.667480 Iteration 37Q: 3 clusters Score -978568.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -978571.062500 Penalty: 4480.667480 Iteration 38Q: 3 clusters Score -978571.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -978573.687500 Penalty: 4480.667480 Iteration 39Q: 3 clusters Score -978573.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -978574.437500 Penalty: 4480.667480 Iteration 40F: 3 clusters Score -978574.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Entering Unmasked Estep Score: -496706.187500 Penalty: 2063.471191 Iteration 0F: 2 clusters Score -496706.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -492717.593750 Penalty: 4126.942383 Iteration 0F: 3 clusters Score -492717.6 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -493615.062500 Penalty: 4126.942383 Iteration 1F: 3 clusters Score -493615.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -493783.500000 Penalty: 4126.942383 Iteration 2F: 3 clusters Score -493783.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -493882.593750 Penalty: 4126.942383 Iteration 3Q: 3 clusters Score -493882.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -493937.375000 Penalty: 4126.942383 Iteration 4Q: 3 clusters Score -493937.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -493968.375000 Penalty: 4126.942383 Iteration 5Q: 3 clusters Score -493968.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -493999.562500 Penalty: 4126.942383 Iteration 6Q: 3 clusters Score -493999.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -494026.250000 Penalty: 4126.942383 Iteration 7Q: 3 clusters Score -494026.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -494049.750000 Penalty: 4126.942383 Iteration 8Q: 3 clusters Score -494049.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -494069.781250 Penalty: 4126.942383 Iteration 9Q: 3 clusters Score -494069.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -494083.937500 Penalty: 4126.942383 Iteration 10Q: 3 clusters Score -494083.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -494096.250000 Penalty: 4126.942383 Iteration 11Q: 3 clusters Score -494096.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -494108.437500 Penalty: 4126.942383 Iteration 12Q: 3 clusters Score -494108.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -494119.906250 Penalty: 4126.942383 Iteration 13Q: 3 clusters Score -494119.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -494133.250000 Penalty: 4126.942383 Iteration 14Q: 3 clusters Score -494133.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -494138.968750 Penalty: 4126.942383 Iteration 15Q: 3 clusters Score -494139 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -494149.781250 Penalty: 4126.942383 Iteration 16Q: 3 clusters Score -494149.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -494158.156250 Penalty: 4126.942383 Iteration 17Q: 3 clusters Score -494158.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -494165.812500 Penalty: 4126.942383 Iteration 18Q: 3 clusters Score -494165.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -494177.531250 Penalty: 4126.942383 Iteration 19Q: 3 clusters Score -494177.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -494191.000000 Penalty: 4126.942383 Iteration 20F: 3 clusters Score -494191 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -494203.406250 Penalty: 4126.942383 Iteration 21Q: 3 clusters Score -494203.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -494222.343750 Penalty: 4126.942383 Iteration 22Q: 3 clusters Score -494222.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -494241.343750 Penalty: 4126.942383 Iteration 23Q: 3 clusters Score -494241.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -494259.687500 Penalty: 4126.942383 Iteration 24Q: 3 clusters Score -494259.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -494270.406250 Penalty: 4126.942383 Iteration 25Q: 3 clusters Score -494270.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -494283.312500 Penalty: 4126.942383 Iteration 26Q: 3 clusters Score -494283.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -494297.125000 Penalty: 4126.942383 Iteration 27Q: 3 clusters Score -494297.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -494312.750000 Penalty: 4126.942383 Iteration 28Q: 3 clusters Score -494312.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -494328.593750 Penalty: 4126.942383 Iteration 29Q: 3 clusters Score -494328.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -494348.812500 Penalty: 4126.942383 Iteration 30Q: 3 clusters Score -494348.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -494367.250000 Penalty: 4126.942383 Iteration 31Q: 3 clusters Score -494367.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -494384.781250 Penalty: 4126.942383 Iteration 32Q: 3 clusters Score -494384.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -494403.250000 Penalty: 4126.942383 Iteration 33Q: 3 clusters Score -494403.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -494423.437500 Penalty: 4126.942383 Iteration 34Q: 3 clusters Score -494423.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -494438.968750 Penalty: 4126.942383 Iteration 35Q: 3 clusters Score -494439 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -494462.625000 Penalty: 4126.942383 Iteration 36Q: 3 clusters Score -494462.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -494493.031250 Penalty: 4126.942383 Iteration 37Q: 3 clusters Score -494493 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -494519.343750 Penalty: 4126.942383 Iteration 38Q: 3 clusters Score -494519.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -494548.187500 Penalty: 4126.942383 Iteration 39Q: 3 clusters Score -494548.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -494575.875000 Penalty: 4126.942383 Iteration 40F: 3 clusters Score -494575.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -494600.968750 Penalty: 4126.942383 Iteration 41Q: 3 clusters Score -494601 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -494630.187500 Penalty: 4126.942383 Iteration 42Q: 3 clusters Score -494630.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -494656.437500 Penalty: 4126.942383 Iteration 43Q: 3 clusters Score -494656.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -494678.250000 Penalty: 4126.942383 Iteration 44Q: 3 clusters Score -494678.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -494698.437500 Penalty: 4126.942383 Iteration 45Q: 3 clusters Score -494698.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -494716.937500 Penalty: 4126.942383 Iteration 46Q: 3 clusters Score -494716.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -494732.031250 Penalty: 4126.942383 Iteration 47Q: 3 clusters Score -494732 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -494744.312500 Penalty: 4126.942383 Iteration 48Q: 3 clusters Score -494744.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -494757.906250 Penalty: 4126.942383 Iteration 49Q: 3 clusters Score -494757.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -494771.781250 Penalty: 4126.942383 Iteration 50Q: 3 clusters Score -494771.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -494784.593750 Penalty: 4126.942383 Iteration 51Q: 3 clusters Score -494784.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -494802.062500 Penalty: 4126.942383 Iteration 52Q: 3 clusters Score -494802.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -494818.812500 Penalty: 4126.942383 Iteration 53Q: 3 clusters Score -494818.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -494830.468750 Penalty: 4126.942383 Iteration 54Q: 3 clusters Score -494830.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -494840.312500 Penalty: 4126.942383 Iteration 55Q: 3 clusters Score -494840.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -494845.593750 Penalty: 4126.942383 Iteration 56Q: 3 clusters Score -494845.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -494850.343750 Penalty: 4126.942383 Iteration 57Q: 3 clusters Score -494850.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -494860.093750 Penalty: 4126.942383 Iteration 58Q: 3 clusters Score -494860.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -494866.312500 Penalty: 4126.942383 Iteration 59Q: 3 clusters Score -494866.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -494874.968750 Penalty: 4126.942383 Iteration 60F: 3 clusters Score -494875 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -494879.250000 Penalty: 4126.942383 Iteration 61Q: 3 clusters Score -494879.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -494886.562500 Penalty: 4126.942383 Iteration 62Q: 3 clusters Score -494886.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -494890.500000 Penalty: 4126.942383 Iteration 63Q: 3 clusters Score -494890.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -494895.968750 Penalty: 4126.942383 Iteration 64Q: 3 clusters Score -494896 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -494899.093750 Penalty: 4126.942383 Iteration 65Q: 3 clusters Score -494899.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -494903.281250 Penalty: 4126.942383 Iteration 66Q: 3 clusters Score -494903.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -494908.000000 Penalty: 4126.942383 Iteration 67Q: 3 clusters Score -494908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -494912.406250 Penalty: 4126.942383 Iteration 68Q: 3 clusters Score -494912.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -494913.062500 Penalty: 4126.942383 Iteration 69Q: 3 clusters Score -494913.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -494915.562500 Penalty: 4126.942383 Iteration 70Q: 3 clusters Score -494915.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -494916.875000 Penalty: 4126.942383 Iteration 71Q: 3 clusters Score -494916.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -494918.937500 Penalty: 4126.942383 Iteration 72Q: 3 clusters Score -494918.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -494921.468750 Penalty: 4126.942383 Iteration 73Q: 3 clusters Score -494921.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -494922.437500 Penalty: 4126.942383 Iteration 74Q: 3 clusters Score -494922.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -494923.250000 Penalty: 4126.942383 Iteration 75Q: 3 clusters Score -494923.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -494923.250000 Penalty: 4126.942383 Iteration 76F: 3 clusters Score -494923.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -123408.867188 Penalty: 1724.039551 Iteration 0F: 2 clusters Score -123408.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -121456.429688 Penalty: 3448.079102 Iteration 0F: 3 clusters Score -121456.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -121879.968750 Penalty: 3448.079102 Iteration 1F: 3 clusters Score -121880 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -122165.250000 Penalty: 3448.079102 Iteration 2F: 3 clusters Score -122165.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -122376.164062 Penalty: 3448.079102 Iteration 3F: 3 clusters Score -122376.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -122498.421875 Penalty: 3448.079102 Iteration 4F: 3 clusters Score -122498.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -122589.937500 Penalty: 3448.079102 Iteration 5Q: 3 clusters Score -122589.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -122649.132812 Penalty: 3448.079102 Iteration 6Q: 3 clusters Score -122649.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -122689.351562 Penalty: 3448.079102 Iteration 7Q: 3 clusters Score -122689.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -122707.515625 Penalty: 3448.079102 Iteration 8Q: 3 clusters Score -122707.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -122725.601562 Penalty: 3448.079102 Iteration 9Q: 3 clusters Score -122725.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -122732.085938 Penalty: 3448.079102 Iteration 10Q: 3 clusters Score -122732.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -122733.640625 Penalty: 3448.079102 Iteration 11Q: 3 clusters Score -122733.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -122733.640625 Penalty: 3448.079102 Iteration 12F: 3 clusters Score -122733.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Entering Unmasked Estep Score: -135272.812500 Penalty: 1742.553833 Iteration 0F: 2 clusters Score -135272.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -133230.390625 Penalty: 3485.107666 Iteration 0F: 3 clusters Score -133230.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -133520.093750 Penalty: 3485.107666 Iteration 1F: 3 clusters Score -133520.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -133603.812500 Penalty: 3485.107666 Iteration 2F: 3 clusters Score -133603.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -133648.968750 Penalty: 3485.107666 Iteration 3Q: 3 clusters Score -133649 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -133674.484375 Penalty: 3485.107666 Iteration 4Q: 3 clusters Score -133674.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -133691.218750 Penalty: 3485.107666 Iteration 5Q: 3 clusters Score -133691.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -133704.359375 Penalty: 3485.107666 Iteration 6Q: 3 clusters Score -133704.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -133718.046875 Penalty: 3485.107666 Iteration 7Q: 3 clusters Score -133718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -133721.109375 Penalty: 3485.107666 Iteration 8Q: 3 clusters Score -133721.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -133726.453125 Penalty: 3485.107666 Iteration 9Q: 3 clusters Score -133726.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -133734.218750 Penalty: 3485.107666 Iteration 10Q: 3 clusters Score -133734.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -133746.781250 Penalty: 3485.107666 Iteration 11Q: 3 clusters Score -133746.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -133752.531250 Penalty: 3485.107666 Iteration 12Q: 3 clusters Score -133752.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -133758.359375 Penalty: 3485.107666 Iteration 13Q: 3 clusters Score -133758.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -133766.093750 Penalty: 3485.107666 Iteration 14Q: 3 clusters Score -133766.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -133768.718750 Penalty: 3485.107666 Iteration 15Q: 3 clusters Score -133768.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -133770.765625 Penalty: 3485.107666 Iteration 16Q: 3 clusters Score -133770.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -133778.453125 Penalty: 3485.107666 Iteration 17Q: 3 clusters Score -133778.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -133786.171875 Penalty: 3485.107666 Iteration 18Q: 3 clusters Score -133786.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -133789.718750 Penalty: 3485.107666 Iteration 19Q: 3 clusters Score -133789.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -133792.156250 Penalty: 3485.107666 Iteration 20F: 3 clusters Score -133792.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -133795.750000 Penalty: 3485.107666 Iteration 21Q: 3 clusters Score -133795.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -133798.984375 Penalty: 3485.107666 Iteration 22Q: 3 clusters Score -133799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -133800.671875 Penalty: 3485.107666 Iteration 23Q: 3 clusters Score -133800.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -133802.234375 Penalty: 3485.107666 Iteration 24Q: 3 clusters Score -133802.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -133802.234375 Penalty: 3485.107666 Iteration 25F: 3 clusters Score -133802.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Entering Unmasked Estep Score: -87187.601562 Penalty: 1671.061768 Iteration 0F: 2 clusters Score -87187.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -85431.859375 Penalty: 3342.123535 Iteration 0F: 3 clusters Score -85431.86 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -85779.546875 Penalty: 3342.123535 Iteration 1F: 3 clusters Score -85779.55 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -85943.859375 Penalty: 3342.123535 Iteration 2F: 3 clusters Score -85943.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -85995.289062 Penalty: 3342.123535 Iteration 3Q: 3 clusters Score -85995.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -86039.882812 Penalty: 3342.123535 Iteration 4Q: 3 clusters Score -86039.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -86071.039062 Penalty: 3342.123535 Iteration 5Q: 3 clusters Score -86071.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -86091.195312 Penalty: 3342.123535 Iteration 6Q: 3 clusters Score -86091.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -86101.945312 Penalty: 3342.123535 Iteration 7Q: 3 clusters Score -86101.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -86110.390625 Penalty: 3342.123535 Iteration 8Q: 3 clusters Score -86110.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -86129.539062 Penalty: 3342.123535 Iteration 9Q: 3 clusters Score -86129.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -86147.773438 Penalty: 3342.123535 Iteration 10Q: 3 clusters Score -86147.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -86222.898438 Penalty: 3342.123535 Iteration 11Q: 3 clusters Score -86222.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -86266.062500 Penalty: 3342.123535 Iteration 12Q: 3 clusters Score -86266.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -86322.117188 Penalty: 3342.123535 Iteration 13Q: 3 clusters Score -86322.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -86382.687500 Penalty: 3342.123535 Iteration 14Q: 3 clusters Score -86382.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -86442.570312 Penalty: 3342.123535 Iteration 15Q: 3 clusters Score -86442.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -86515.539062 Penalty: 3342.123535 Iteration 16Q: 3 clusters Score -86515.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -86629.828125 Penalty: 3342.123535 Iteration 17Q: 3 clusters Score -86629.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -86759.523438 Penalty: 3342.123535 Iteration 18Q: 3 clusters Score -86759.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -86787.585938 Penalty: 3342.123535 Iteration 19Q: 3 clusters Score -86787.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -86800.453125 Penalty: 3342.123535 Iteration 20F: 3 clusters Score -86800.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -86811.929688 Penalty: 3342.123535 Iteration 21Q: 3 clusters Score -86811.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -86848.601562 Penalty: 3342.123535 Iteration 22Q: 3 clusters Score -86848.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -86904.476562 Penalty: 3342.123535 Iteration 23Q: 3 clusters Score -86904.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -86946.890625 Penalty: 3342.123535 Iteration 24Q: 3 clusters Score -86946.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -86961.773438 Penalty: 3342.123535 Iteration 25Q: 3 clusters Score -86961.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -86974.812500 Penalty: 3342.123535 Iteration 26Q: 3 clusters Score -86974.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -86976.046875 Penalty: 3342.123535 Iteration 27Q: 3 clusters Score -86976.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -86976.640625 Penalty: 3342.123535 Iteration 28Q: 3 clusters Score -86976.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -86976.640625 Penalty: 3342.123535 Iteration 29F: 3 clusters Score -86976.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59631 members Mstep: Class 5 contains 14670 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26748 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7614 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4388 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156552 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8380 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031484.000000 Penalty: 77242.789062 Iteration 159Q: 25 clusters Score -5.203148e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59630 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26759 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7615 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41036 members Mstep: Class 16 contains 4389 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156551 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8380 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031492.000000 Penalty: 77242.789062 Iteration 160F: 25 clusters Score -5.203149e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59630 members Mstep: Class 5 contains 14650 members Mstep: Class 6 contains 4208 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26769 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7616 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41036 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156549 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031508.000000 Penalty: 77242.789062 Iteration 161Q: 25 clusters Score -5.203151e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4603 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59629 members Mstep: Class 5 contains 14637 members Mstep: Class 6 contains 4208 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26779 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156547 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031512.000000 Penalty: 77242.789062 Iteration 162Q: 25 clusters Score -5.203151e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59630 members Mstep: Class 5 contains 14627 members Mstep: Class 6 contains 4210 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26792 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156541 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031560.000000 Penalty: 77242.789062 Iteration 163Q: 25 clusters Score -5.203156e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4601 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59629 members Mstep: Class 5 contains 14615 members Mstep: Class 6 contains 4212 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26806 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7618 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156540 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031560.000000 Penalty: 77242.789062 Iteration 164Q: 25 clusters Score -5.203156e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59632 members Mstep: Class 5 contains 14607 members Mstep: Class 6 contains 4211 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26819 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156533 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031552.000000 Penalty: 77242.789062 Iteration 165Q: 25 clusters Score -5.203155e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59634 members Mstep: Class 5 contains 14602 members Mstep: Class 6 contains 4207 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26830 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4392 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156528 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031548.000000 Penalty: 77242.789062 Iteration 166Q: 25 clusters Score -5.203155e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59639 members Mstep: Class 5 contains 14598 members Mstep: Class 6 contains 4205 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26836 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156524 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031532.000000 Penalty: 77242.789062 Iteration 167Q: 25 clusters Score -5.203153e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14590 members Mstep: Class 6 contains 4202 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26848 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156521 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031560.000000 Penalty: 77242.789062 Iteration 168Q: 25 clusters Score -5.203156e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59642 members Mstep: Class 5 contains 14585 members Mstep: Class 6 contains 4200 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26859 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7618 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41036 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156517 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031552.000000 Penalty: 77242.789062 Iteration 169Q: 25 clusters Score -5.203155e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59642 members Mstep: Class 5 contains 14578 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8340 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26868 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156515 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031548.000000 Penalty: 77242.789062 Iteration 170Q: 25 clusters Score -5.203155e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14571 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26878 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2479 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156514 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031512.000000 Penalty: 77242.789062 Iteration 171Q: 25 clusters Score -5.203151e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14562 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26885 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156514 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031516.000000 Penalty: 77242.789062 Iteration 172Q: 25 clusters Score -5.203152e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14557 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26890 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156513 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031472.000000 Penalty: 77242.789062 Iteration 173Q: 25 clusters Score -5.203147e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14545 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26905 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156510 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031496.000000 Penalty: 77242.789062 Iteration 174Q: 25 clusters Score -5.20315e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14538 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26912 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156508 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031480.000000 Penalty: 77242.789062 Iteration 175Q: 25 clusters Score -5.203148e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14530 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26921 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156505 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8379 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031500.000000 Penalty: 77242.789062 Iteration 176Q: 25 clusters Score -5.20315e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14526 members Mstep: Class 6 contains 4198 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26927 members Mstep: Class 10 contains 12807 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41037 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156504 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8378 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031520.000000 Penalty: 77242.789062 Iteration 177Q: 25 clusters Score -5.203152e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14522 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26930 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156503 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4107 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031516.000000 Penalty: 77242.789062 Iteration 178Q: 25 clusters Score -5.203152e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59641 members Mstep: Class 5 contains 14518 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26935 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156503 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031520.000000 Penalty: 77242.789062 Iteration 179Q: 25 clusters Score -5.203152e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14515 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26939 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156503 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031528.000000 Penalty: 77242.789062 Iteration 180F: 25 clusters Score -5.203153e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14513 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26941 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156503 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031520.000000 Penalty: 77242.789062 Iteration 181Q: 25 clusters Score -5.203152e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14513 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26940 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156504 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031520.000000 Penalty: 77242.789062 Iteration 182Q: 25 clusters Score -5.203152e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14513 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26939 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156505 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031508.000000 Penalty: 77242.789062 Iteration 183Q: 25 clusters Score -5.203151e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14513 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26939 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156505 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -52031508.000000 Penalty: 77242.789062 Iteration 184F: 25 clusters Score -5.203151e+07 nChanged 0 Entering ConstructFrom: Score: -52031508.000000 Penalty: 77242.789062 Entering ConstructFrom: Trying to split cluster 1 (4575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Entering Unmasked Estep Score: -560174.125000 Penalty: 2090.233643 Iteration 0F: 2 clusters Score -560174.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -555918.500000 Penalty: 4180.467285 Iteration 0F: 3 clusters Score -555918.5 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -556878.625000 Penalty: 4180.467285 Iteration 1F: 3 clusters Score -556878.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -557065.125000 Penalty: 4180.467285 Iteration 2F: 3 clusters Score -557065.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -557179.500000 Penalty: 4180.467285 Iteration 3Q: 3 clusters Score -557179.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -557259.937500 Penalty: 4180.467285 Iteration 4Q: 3 clusters Score -557259.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -557334.562500 Penalty: 4180.467285 Iteration 5Q: 3 clusters Score -557334.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -557378.437500 Penalty: 4180.467285 Iteration 6Q: 3 clusters Score -557378.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -557403.250000 Penalty: 4180.467285 Iteration 7Q: 3 clusters Score -557403.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -557422.875000 Penalty: 4180.467285 Iteration 8Q: 3 clusters Score -557422.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -557439.500000 Penalty: 4180.467285 Iteration 9Q: 3 clusters Score -557439.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -557454.750000 Penalty: 4180.467285 Iteration 10Q: 3 clusters Score -557454.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -557466.062500 Penalty: 4180.467285 Iteration 11Q: 3 clusters Score -557466.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -557472.437500 Penalty: 4180.467285 Iteration 12Q: 3 clusters Score -557472.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -557480.312500 Penalty: 4180.467285 Iteration 13Q: 3 clusters Score -557480.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -557489.062500 Penalty: 4180.467285 Iteration 14Q: 3 clusters Score -557489.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -557494.750000 Penalty: 4180.467285 Iteration 15Q: 3 clusters Score -557494.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -557502.375000 Penalty: 4180.467285 Iteration 16Q: 3 clusters Score -557502.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -557511.062500 Penalty: 4180.467285 Iteration 17Q: 3 clusters Score -557511.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -557519.437500 Penalty: 4180.467285 Iteration 18Q: 3 clusters Score -557519.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -557526.062500 Penalty: 4180.467285 Iteration 19Q: 3 clusters Score -557526.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -557539.500000 Penalty: 4180.467285 Iteration 20F: 3 clusters Score -557539.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -557551.375000 Penalty: 4180.467285 Iteration 21Q: 3 clusters Score -557551.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -557565.750000 Penalty: 4180.467285 Iteration 22Q: 3 clusters Score -557565.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -557585.375000 Penalty: 4180.467285 Iteration 23Q: 3 clusters Score -557585.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -557602.500000 Penalty: 4180.467285 Iteration 24Q: 3 clusters Score -557602.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -557623.875000 Penalty: 4180.467285 Iteration 25Q: 3 clusters Score -557623.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -557665.687500 Penalty: 4180.467285 Iteration 26Q: 3 clusters Score -557665.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -557724.562500 Penalty: 4180.467285 Iteration 27Q: 3 clusters Score -557724.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -557793.750000 Penalty: 4180.467285 Iteration 28Q: 3 clusters Score -557793.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -557890.875000 Penalty: 4180.467285 Iteration 29Q: 3 clusters Score -557890.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -558018.937500 Penalty: 4180.467285 Iteration 30Q: 3 clusters Score -558018.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -558203.125000 Penalty: 4180.467285 Iteration 31Q: 3 clusters Score -558203.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -558429.562500 Penalty: 4180.467285 Iteration 32Q: 3 clusters Score -558429.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -558643.062500 Penalty: 4180.467285 Iteration 33Q: 3 clusters Score -558643.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -558831.812500 Penalty: 4180.467285 Iteration 34Q: 3 clusters Score -558831.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -558942.687500 Penalty: 4180.467285 Iteration 35Q: 3 clusters Score -558942.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -558998.562500 Penalty: 4180.467285 Iteration 36Q: 3 clusters Score -558998.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -559035.437500 Penalty: 4180.467285 Iteration 37Q: 3 clusters Score -559035.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -559055.500000 Penalty: 4180.467285 Iteration 38Q: 3 clusters Score -559055.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -559065.500000 Penalty: 4180.467285 Iteration 39Q: 3 clusters Score -559065.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -559070.125000 Penalty: 4180.467285 Iteration 40F: 3 clusters Score -559070.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -559077.750000 Penalty: 4180.467285 Iteration 41Q: 3 clusters Score -559077.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -559079.812500 Penalty: 4180.467285 Iteration 42Q: 3 clusters Score -559079.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -559083.500000 Penalty: 4180.467285 Iteration 43Q: 3 clusters Score -559083.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -559087.437500 Penalty: 4180.467285 Iteration 44Q: 3 clusters Score -559087.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -559090.250000 Penalty: 4180.467285 Iteration 45Q: 3 clusters Score -559090.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -559089.812500 Penalty: 4180.467285 Iteration 46Q: 3 clusters Score -559089.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -559090.437500 Penalty: 4180.467285 Iteration 47Q: 3 clusters Score -559090.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -559090.437500 Penalty: 4180.467285 Iteration 48F: 3 clusters Score -559090.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Entering Unmasked Estep Score: -561199.437500 Penalty: 2091.693115 Iteration 0F: 2 clusters Score -561199.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -556919.187500 Penalty: 4183.386230 Iteration 0F: 3 clusters Score -556919.2 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -557926.687500 Penalty: 4183.386230 Iteration 1F: 3 clusters Score -557926.7 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -558125.312500 Penalty: 4183.386230 Iteration 2F: 3 clusters Score -558125.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -558241.187500 Penalty: 4183.386230 Iteration 3Q: 3 clusters Score -558241.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -558318.562500 Penalty: 4183.386230 Iteration 4Q: 3 clusters Score -558318.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -558363.937500 Penalty: 4183.386230 Iteration 5Q: 3 clusters Score -558363.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -558415.250000 Penalty: 4183.386230 Iteration 6Q: 3 clusters Score -558415.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -558464.750000 Penalty: 4183.386230 Iteration 7Q: 3 clusters Score -558464.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -558517.312500 Penalty: 4183.386230 Iteration 8Q: 3 clusters Score -558517.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -558568.562500 Penalty: 4183.386230 Iteration 9Q: 3 clusters Score -558568.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -558627.125000 Penalty: 4183.386230 Iteration 10Q: 3 clusters Score -558627.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -558685.250000 Penalty: 4183.386230 Iteration 11Q: 3 clusters Score -558685.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -558745.437500 Penalty: 4183.386230 Iteration 12Q: 3 clusters Score -558745.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -558796.562500 Penalty: 4183.386230 Iteration 13Q: 3 clusters Score -558796.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -558846.937500 Penalty: 4183.386230 Iteration 14Q: 3 clusters Score -558846.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -558887.500000 Penalty: 4183.386230 Iteration 15Q: 3 clusters Score -558887.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -558931.250000 Penalty: 4183.386230 Iteration 16Q: 3 clusters Score -558931.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -558971.062500 Penalty: 4183.386230 Iteration 17Q: 3 clusters Score -558971.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -559013.250000 Penalty: 4183.386230 Iteration 18Q: 3 clusters Score -559013.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -559049.750000 Penalty: 4183.386230 Iteration 19Q: 3 clusters Score -559049.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -559082.687500 Penalty: 4183.386230 Iteration 20F: 3 clusters Score -559082.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -559118.312500 Penalty: 4183.386230 Iteration 21Q: 3 clusters Score -559118.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -559157.500000 Penalty: 4183.386230 Iteration 22Q: 3 clusters Score -559157.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -559192.187500 Penalty: 4183.386230 Iteration 23Q: 3 clusters Score -559192.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -559229.437500 Penalty: 4183.386230 Iteration 24Q: 3 clusters Score -559229.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -559262.812500 Penalty: 4183.386230 Iteration 25Q: 3 clusters Score -559262.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -559290.875000 Penalty: 4183.386230 Iteration 26Q: 3 clusters Score -559290.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -559316.000000 Penalty: 4183.386230 Iteration 27Q: 3 clusters Score -559316 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -559337.625000 Penalty: 4183.386230 Iteration 28Q: 3 clusters Score -559337.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -559353.125000 Penalty: 4183.386230 Iteration 29Q: 3 clusters Score -559353.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -559370.687500 Penalty: 4183.386230 Iteration 30Q: 3 clusters Score -559370.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -559389.937500 Penalty: 4183.386230 Iteration 31Q: 3 clusters Score -559389.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -559406.687500 Penalty: 4183.386230 Iteration 32Q: 3 clusters Score -559406.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -559418.000000 Penalty: 4183.386230 Iteration 33Q: 3 clusters Score -559418 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -559431.687500 Penalty: 4183.386230 Iteration 34Q: 3 clusters Score -559431.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -559447.937500 Penalty: 4183.386230 Iteration 35Q: 3 clusters Score -559447.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -559460.187500 Penalty: 4183.386230 Iteration 36Q: 3 clusters Score -559460.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -559467.562500 Penalty: 4183.386230 Iteration 37Q: 3 clusters Score -559467.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -559472.312500 Penalty: 4183.386230 Iteration 38Q: 3 clusters Score -559472.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -559479.687500 Penalty: 4183.386230 Iteration 39Q: 3 clusters Score -559479.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -559485.812500 Penalty: 4183.386230 Iteration 40F: 3 clusters Score -559485.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -559487.875000 Penalty: 4183.386230 Iteration 41Q: 3 clusters Score -559487.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -559488.750000 Penalty: 4183.386230 Iteration 42Q: 3 clusters Score -559488.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -559490.750000 Penalty: 4183.386230 Iteration 43Q: 3 clusters Score -559490.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -559493.250000 Penalty: 4183.386230 Iteration 44Q: 3 clusters Score -559493.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -559495.375000 Penalty: 4183.386230 Iteration 45Q: 3 clusters Score -559495.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -559501.000000 Penalty: 4183.386230 Iteration 46Q: 3 clusters Score -559501 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -559503.812500 Penalty: 4183.386230 Iteration 47Q: 3 clusters Score -559503.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -559506.187500 Penalty: 4183.386230 Iteration 48Q: 3 clusters Score -559506.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -559509.750000 Penalty: 4183.386230 Iteration 49Q: 3 clusters Score -559509.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -559514.062500 Penalty: 4183.386230 Iteration 50Q: 3 clusters Score -559514.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -559520.000000 Penalty: 4183.386230 Iteration 51Q: 3 clusters Score -559520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -559522.750000 Penalty: 4183.386230 Iteration 52Q: 3 clusters Score -559522.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -559528.375000 Penalty: 4183.386230 Iteration 53Q: 3 clusters Score -559528.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -559531.062500 Penalty: 4183.386230 Iteration 54Q: 3 clusters Score -559531.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -559532.000000 Penalty: 4183.386230 Iteration 55Q: 3 clusters Score -559532 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -559533.875000 Penalty: 4183.386230 Iteration 56Q: 3 clusters Score -559533.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -559534.875000 Penalty: 4183.386230 Iteration 57Q: 3 clusters Score -559534.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -559537.312500 Penalty: 4183.386230 Iteration 58Q: 3 clusters Score -559537.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -559538.125000 Penalty: 4183.386230 Iteration 59Q: 3 clusters Score -559538.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -559537.875000 Penalty: 4183.386230 Iteration 60F: 3 clusters Score -559537.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -559538.125000 Penalty: 4183.386230 Iteration 61Q: 3 clusters Score -559538.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -559539.437500 Penalty: 4183.386230 Iteration 62Q: 3 clusters Score -559539.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -559541.000000 Penalty: 4183.386230 Iteration 63Q: 3 clusters Score -559541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -559541.312500 Penalty: 4183.386230 Iteration 64Q: 3 clusters Score -559541.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -559541.312500 Penalty: 4183.386230 Iteration 65F: 3 clusters Score -559541.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -56706.328125 Penalty: 1560.767944 Iteration 0F: 2 clusters Score -56706.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -55183.968750 Penalty: 3121.535889 Iteration 0F: 3 clusters Score -55183.97 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -55402.707031 Penalty: 3121.535889 Iteration 1F: 3 clusters Score -55402.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -55514.816406 Penalty: 3121.535889 Iteration 2F: 3 clusters Score -55514.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -55605.171875 Penalty: 3121.535889 Iteration 3Q: 3 clusters Score -55605.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -55671.906250 Penalty: 3121.535889 Iteration 4Q: 3 clusters Score -55671.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -55708.921875 Penalty: 3121.535889 Iteration 5Q: 3 clusters Score -55708.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -55768.050781 Penalty: 3121.535889 Iteration 6Q: 3 clusters Score -55768.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -55918.703125 Penalty: 3121.535889 Iteration 7Q: 3 clusters Score -55918.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -56068.621094 Penalty: 3121.535889 Iteration 8Q: 3 clusters Score -56068.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56232.257812 Penalty: 3121.535889 Iteration 9Q: 3 clusters Score -56232.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -56367.238281 Penalty: 3121.535889 Iteration 10Q: 3 clusters Score -56367.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -56478.652344 Penalty: 3121.535889 Iteration 11Q: 3 clusters Score -56478.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -56496.492188 Penalty: 3121.535889 Iteration 12Q: 3 clusters Score -56496.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -56506.250000 Penalty: 3121.535889 Iteration 13Q: 3 clusters Score -56506.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -56512.925781 Penalty: 3121.535889 Iteration 14Q: 3 clusters Score -56512.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -56523.425781 Penalty: 3121.535889 Iteration 15Q: 3 clusters Score -56523.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -56532.128906 Penalty: 3121.535889 Iteration 16Q: 3 clusters Score -56532.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -56532.128906 Penalty: 3121.535889 Iteration 17F: 3 clusters Score -56532.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (59640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59640 members Entering Unmasked Estep Score: -7360912.000000 Penalty: 2727.028076 Iteration 0F: 2 clusters Score -7360912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29857 members Mstep: Class 2 contains 29783 members Entering Unmasked Estep Score: -7320851.000000 Penalty: 5454.056152 Iteration 0F: 3 clusters Score -7320851 nChanged 27686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29899 members Mstep: Class 2 contains 29741 members Entering Unmasked Estep Score: -7336402.500000 Penalty: 5454.056152 Iteration 1F: 3 clusters Score -7336402 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29965 members Mstep: Class 2 contains 29675 members Entering Unmasked Estep Score: -7336960.000000 Penalty: 5454.056152 Iteration 2Q: 3 clusters Score -7336960 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30086 members Mstep: Class 2 contains 29554 members Entering Unmasked Estep Score: -7337584.500000 Penalty: 5454.056152 Iteration 3Q: 3 clusters Score -7337584 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30321 members Mstep: Class 2 contains 29319 members Entering Unmasked Estep Score: -7338073.500000 Penalty: 5454.056152 Iteration 4Q: 3 clusters Score -7338074 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30622 members Mstep: Class 2 contains 29018 members Entering Unmasked Estep Score: -7338634.000000 Penalty: 5454.056152 Iteration 5Q: 3 clusters Score -7338634 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31040 members Mstep: Class 2 contains 28600 members Entering Unmasked Estep Score: -7339169.500000 Penalty: 5454.056152 Iteration 6Q: 3 clusters Score -7339170 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31624 members Mstep: Class 2 contains 28016 members Entering Unmasked Estep Score: -7339766.500000 Penalty: 5454.056152 Iteration 7Q: 3 clusters Score -7339766 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32408 members Mstep: Class 2 contains 27232 members Entering Unmasked Estep Score: -7340408.000000 Penalty: 5454.056152 Iteration 8Q: 3 clusters Score -7340408 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33402 members Mstep: Class 2 contains 26238 members Entering Unmasked Estep Score: -7341280.000000 Penalty: 5454.056152 Iteration 9Q: 3 clusters Score -7341280 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34732 members Mstep: Class 2 contains 24908 members Entering Unmasked Estep Score: -7342190.000000 Penalty: 5454.056152 Iteration 10Q: 3 clusters Score -7342190 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36344 members Mstep: Class 2 contains 23296 members Entering Unmasked Estep Score: -7343344.000000 Penalty: 5454.056152 Iteration 11Q: 3 clusters Score -7343344 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38124 members Mstep: Class 2 contains 21516 members Entering Unmasked Estep Score: -7344622.500000 Penalty: 5454.056152 Iteration 12Q: 3 clusters Score -7344622 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39956 members Mstep: Class 2 contains 19684 members Entering Unmasked Estep Score: -7346072.500000 Penalty: 5454.056152 Iteration 13Q: 3 clusters Score -7346072 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41840 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -7347636.000000 Penalty: 5454.056152 Iteration 14Q: 3 clusters Score -7347636 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43476 members Mstep: Class 2 contains 16164 members Entering Unmasked Estep Score: -7348988.000000 Penalty: 5454.056152 Iteration 15Q: 3 clusters Score -7348988 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44897 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -7349968.000000 Penalty: 5454.056152 Iteration 16Q: 3 clusters Score -7349968 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46218 members Mstep: Class 2 contains 13422 members Entering Unmasked Estep Score: -7350709.000000 Penalty: 5454.056152 Iteration 17Q: 3 clusters Score -7350709 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47439 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -7351227.500000 Penalty: 5454.056152 Iteration 18Q: 3 clusters Score -7351228 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48633 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -7351763.000000 Penalty: 5454.056152 Iteration 19Q: 3 clusters Score -7351763 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49875 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -7352343.500000 Penalty: 5454.056152 Iteration 20F: 3 clusters Score -7352344 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51221 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -7353024.000000 Penalty: 5454.056152 Iteration 21Q: 3 clusters Score -7353024 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52515 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -7353760.000000 Penalty: 5454.056152 Iteration 22Q: 3 clusters Score -7353760 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53837 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -7354583.500000 Penalty: 5454.056152 Iteration 23Q: 3 clusters Score -7354584 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55083 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -7355387.500000 Penalty: 5454.056152 Iteration 24Q: 3 clusters Score -7355388 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56184 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -7356190.500000 Penalty: 5454.056152 Iteration 25Q: 3 clusters Score -7356190 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57155 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -7356926.500000 Penalty: 5454.056152 Iteration 26Q: 3 clusters Score -7356926 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57902 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -7357492.000000 Penalty: 5454.056152 Iteration 27Q: 3 clusters Score -7357492 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58442 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -7357902.500000 Penalty: 5454.056152 Iteration 28Q: 3 clusters Score -7357902 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58776 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -7358161.500000 Penalty: 5454.056152 Iteration 29Q: 3 clusters Score -7358162 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58995 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -7358320.500000 Penalty: 5454.056152 Iteration 30Q: 3 clusters Score -7358320 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59113 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -7358438.000000 Penalty: 5454.056152 Iteration 31Q: 3 clusters Score -7358438 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59175 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -7358517.000000 Penalty: 5454.056152 Iteration 32Q: 3 clusters Score -7358517 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59215 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -7358558.000000 Penalty: 5454.056152 Iteration 33Q: 3 clusters Score -7358558 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59247 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -7358591.000000 Penalty: 5454.056152 Iteration 34Q: 3 clusters Score -7358591 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59259 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -7358604.000000 Penalty: 5454.056152 Iteration 35Q: 3 clusters Score -7358604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59263 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -7358601.500000 Penalty: 5454.056152 Iteration 36Q: 3 clusters Score -7358602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59266 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -7358603.000000 Penalty: 5454.056152 Iteration 37Q: 3 clusters Score -7358603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59269 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -7358612.500000 Penalty: 5454.056152 Iteration 38Q: 3 clusters Score -7358612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59271 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -7358607.500000 Penalty: 5454.056152 Iteration 39Q: 3 clusters Score -7358608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59270 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -7358607.500000 Penalty: 5454.056152 Iteration 40F: 3 clusters Score -7358608 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14513 members Entering Unmasked Estep Score: -1643206.750000 Penalty: 2376.534424 Iteration 0F: 2 clusters Score -1643207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -1632626.500000 Penalty: 4753.068848 Iteration 0F: 3 clusters Score -1632626 nChanged 6288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1636089.000000 Penalty: 4753.068848 Iteration 1F: 3 clusters Score -1636089 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -1636599.375000 Penalty: 4753.068848 Iteration 2F: 3 clusters Score -1636599 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1637064.625000 Penalty: 4753.068848 Iteration 3F: 3 clusters Score -1637065 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -1637482.500000 Penalty: 4753.068848 Iteration 4F: 3 clusters Score -1637482 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1637922.875000 Penalty: 4753.068848 Iteration 5Q: 3 clusters Score -1637923 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -1638392.125000 Penalty: 4753.068848 Iteration 6Q: 3 clusters Score -1638392 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1639015.500000 Penalty: 4753.068848 Iteration 7F: 3 clusters Score -1639016 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -1639737.500000 Penalty: 4753.068848 Iteration 8F: 3 clusters Score -1639738 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -1640355.500000 Penalty: 4753.068848 Iteration 9F: 3 clusters Score -1640356 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1640752.125000 Penalty: 4753.068848 Iteration 10Q: 3 clusters Score -1640752 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1640998.750000 Penalty: 4753.068848 Iteration 11Q: 3 clusters Score -1640999 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1641131.750000 Penalty: 4753.068848 Iteration 12Q: 3 clusters Score -1641132 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -1641219.500000 Penalty: 4753.068848 Iteration 13Q: 3 clusters Score -1641220 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1641278.125000 Penalty: 4753.068848 Iteration 14Q: 3 clusters Score -1641278 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1641307.375000 Penalty: 4753.068848 Iteration 15Q: 3 clusters Score -1641307 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1641341.625000 Penalty: 4753.068848 Iteration 16Q: 3 clusters Score -1641342 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1641363.375000 Penalty: 4753.068848 Iteration 17Q: 3 clusters Score -1641363 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -1641383.375000 Penalty: 4753.068848 Iteration 18Q: 3 clusters Score -1641383 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -1641395.625000 Penalty: 4753.068848 Iteration 19Q: 3 clusters Score -1641396 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -1641407.625000 Penalty: 4753.068848 Iteration 20F: 3 clusters Score -1641408 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1641426.625000 Penalty: 4753.068848 Iteration 21Q: 3 clusters Score -1641427 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1641437.500000 Penalty: 4753.068848 Iteration 22Q: 3 clusters Score -1641438 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -1641446.375000 Penalty: 4753.068848 Iteration 23Q: 3 clusters Score -1641446 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1641450.250000 Penalty: 4753.068848 Iteration 24Q: 3 clusters Score -1641450 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1641463.750000 Penalty: 4753.068848 Iteration 25Q: 3 clusters Score -1641464 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1641471.625000 Penalty: 4753.068848 Iteration 26Q: 3 clusters Score -1641472 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -1641477.625000 Penalty: 4753.068848 Iteration 27Q: 3 clusters Score -1641478 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1641483.375000 Penalty: 4753.068848 Iteration 28Q: 3 clusters Score -1641483 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -1641495.375000 Penalty: 4753.068848 Iteration 29Q: 3 clusters Score -1641495 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1641497.875000 Penalty: 4753.068848 Iteration 30Q: 3 clusters Score -1641498 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -1641503.000000 Penalty: 4753.068848 Iteration 31Q: 3 clusters Score -1641503 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -1641506.000000 Penalty: 4753.068848 Iteration 32Q: 3 clusters Score -1641506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1641508.000000 Penalty: 4753.068848 Iteration 33Q: 3 clusters Score -1641508 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1641511.250000 Penalty: 4753.068848 Iteration 34Q: 3 clusters Score -1641511 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -1641516.375000 Penalty: 4753.068848 Iteration 35Q: 3 clusters Score -1641516 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -1641517.500000 Penalty: 4753.068848 Iteration 36Q: 3 clusters Score -1641518 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1641519.625000 Penalty: 4753.068848 Iteration 37Q: 3 clusters Score -1641520 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1641521.875000 Penalty: 4753.068848 Iteration 38Q: 3 clusters Score -1641522 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -1641521.750000 Penalty: 4753.068848 Iteration 39Q: 3 clusters Score -1641522 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -1641529.125000 Penalty: 4753.068848 Iteration 40F: 3 clusters Score -1641529 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1641534.125000 Penalty: 4753.068848 Iteration 41Q: 3 clusters Score -1641534 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -1641531.625000 Penalty: 4753.068848 Iteration 42Q: 3 clusters Score -1641532 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -1641535.625000 Penalty: 4753.068848 Iteration 43Q: 3 clusters Score -1641536 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1641535.000000 Penalty: 4753.068848 Iteration 44Q: 3 clusters Score -1641535 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -1641536.750000 Penalty: 4753.068848 Iteration 45Q: 3 clusters Score -1641537 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1641538.500000 Penalty: 4753.068848 Iteration 46Q: 3 clusters Score -1641538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1641538.750000 Penalty: 4753.068848 Iteration 47Q: 3 clusters Score -1641539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1641543.875000 Penalty: 4753.068848 Iteration 48Q: 3 clusters Score -1641544 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1641537.625000 Penalty: 4753.068848 Iteration 49Q: 3 clusters Score -1641538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1641539.250000 Penalty: 4753.068848 Iteration 50Q: 3 clusters Score -1641539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -1641542.625000 Penalty: 4753.068848 Iteration 51Q: 3 clusters Score -1641543 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1641539.250000 Penalty: 4753.068848 Iteration 52Q: 3 clusters Score -1641539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -1641539.625000 Penalty: 4753.068848 Iteration 53Q: 3 clusters Score -1641540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -1641541.375000 Penalty: 4753.068848 Iteration 54Q: 3 clusters Score -1641541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -1641541.000000 Penalty: 4753.068848 Iteration 55Q: 3 clusters Score -1641541 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1641541.125000 Penalty: 4753.068848 Iteration 56Q: 3 clusters Score -1641541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -1641541.000000 Penalty: 4753.068848 Iteration 57Q: 3 clusters Score -1641541 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -1641541.000000 Penalty: 4753.068848 Iteration 58F: 3 clusters Score -1641541 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Entering Unmasked Estep Score: -506576.406250 Penalty: 2068.965332 Iteration 0F: 2 clusters Score -506576.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -502570.125000 Penalty: 4137.930664 Iteration 0F: 3 clusters Score -502570.1 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -503429.375000 Penalty: 4137.930664 Iteration 1F: 3 clusters Score -503429.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -503619.343750 Penalty: 4137.930664 Iteration 2F: 3 clusters Score -503619.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -503728.281250 Penalty: 4137.930664 Iteration 3Q: 3 clusters Score -503728.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -503800.437500 Penalty: 4137.930664 Iteration 4Q: 3 clusters Score -503800.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -503856.406250 Penalty: 4137.930664 Iteration 5Q: 3 clusters Score -503856.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -503898.218750 Penalty: 4137.930664 Iteration 6Q: 3 clusters Score -503898.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -503932.062500 Penalty: 4137.930664 Iteration 7Q: 3 clusters Score -503932.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -503959.718750 Penalty: 4137.930664 Iteration 8Q: 3 clusters Score -503959.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -503981.000000 Penalty: 4137.930664 Iteration 9Q: 3 clusters Score -503981 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -504000.156250 Penalty: 4137.930664 Iteration 10Q: 3 clusters Score -504000.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -504024.875000 Penalty: 4137.930664 Iteration 11Q: 3 clusters Score -504024.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -504036.125000 Penalty: 4137.930664 Iteration 12Q: 3 clusters Score -504036.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -504049.562500 Penalty: 4137.930664 Iteration 13Q: 3 clusters Score -504049.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -504065.218750 Penalty: 4137.930664 Iteration 14Q: 3 clusters Score -504065.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -504083.656250 Penalty: 4137.930664 Iteration 15Q: 3 clusters Score -504083.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -504098.437500 Penalty: 4137.930664 Iteration 16Q: 3 clusters Score -504098.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -504109.718750 Penalty: 4137.930664 Iteration 17Q: 3 clusters Score -504109.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -504120.500000 Penalty: 4137.930664 Iteration 18Q: 3 clusters Score -504120.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -504131.156250 Penalty: 4137.930664 Iteration 19Q: 3 clusters Score -504131.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -504139.656250 Penalty: 4137.930664 Iteration 20F: 3 clusters Score -504139.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -504149.187500 Penalty: 4137.930664 Iteration 21Q: 3 clusters Score -504149.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -504152.250000 Penalty: 4137.930664 Iteration 22Q: 3 clusters Score -504152.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -504160.312500 Penalty: 4137.930664 Iteration 23Q: 3 clusters Score -504160.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -504170.343750 Penalty: 4137.930664 Iteration 24Q: 3 clusters Score -504170.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -504182.093750 Penalty: 4137.930664 Iteration 25Q: 3 clusters Score -504182.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -504192.375000 Penalty: 4137.930664 Iteration 26Q: 3 clusters Score -504192.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -504206.375000 Penalty: 4137.930664 Iteration 27Q: 3 clusters Score -504206.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -504215.531250 Penalty: 4137.930664 Iteration 28Q: 3 clusters Score -504215.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -504222.156250 Penalty: 4137.930664 Iteration 29Q: 3 clusters Score -504222.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -504229.937500 Penalty: 4137.930664 Iteration 30Q: 3 clusters Score -504229.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -504238.718750 Penalty: 4137.930664 Iteration 31Q: 3 clusters Score -504238.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -504249.250000 Penalty: 4137.930664 Iteration 32Q: 3 clusters Score -504249.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -504263.343750 Penalty: 4137.930664 Iteration 33Q: 3 clusters Score -504263.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -504275.843750 Penalty: 4137.930664 Iteration 34Q: 3 clusters Score -504275.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -504291.031250 Penalty: 4137.930664 Iteration 35Q: 3 clusters Score -504291 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -504306.812500 Penalty: 4137.930664 Iteration 36Q: 3 clusters Score -504306.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -504318.656250 Penalty: 4137.930664 Iteration 37Q: 3 clusters Score -504318.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -504330.343750 Penalty: 4137.930664 Iteration 38Q: 3 clusters Score -504330.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -504341.062500 Penalty: 4137.930664 Iteration 39Q: 3 clusters Score -504341.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -504352.468750 Penalty: 4137.930664 Iteration 40F: 3 clusters Score -504352.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -504362.500000 Penalty: 4137.930664 Iteration 41Q: 3 clusters Score -504362.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -504374.718750 Penalty: 4137.930664 Iteration 42Q: 3 clusters Score -504374.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -504387.531250 Penalty: 4137.930664 Iteration 43Q: 3 clusters Score -504387.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -504396.343750 Penalty: 4137.930664 Iteration 44Q: 3 clusters Score -504396.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -504408.093750 Penalty: 4137.930664 Iteration 45Q: 3 clusters Score -504408.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -504423.218750 Penalty: 4137.930664 Iteration 46Q: 3 clusters Score -504423.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -504436.468750 Penalty: 4137.930664 Iteration 47Q: 3 clusters Score -504436.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -504451.500000 Penalty: 4137.930664 Iteration 48Q: 3 clusters Score -504451.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -504463.062500 Penalty: 4137.930664 Iteration 49Q: 3 clusters Score -504463.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -504475.312500 Penalty: 4137.930664 Iteration 50Q: 3 clusters Score -504475.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -504487.531250 Penalty: 4137.930664 Iteration 51Q: 3 clusters Score -504487.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -504499.750000 Penalty: 4137.930664 Iteration 52Q: 3 clusters Score -504499.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -504513.656250 Penalty: 4137.930664 Iteration 53Q: 3 clusters Score -504513.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -504526.687500 Penalty: 4137.930664 Iteration 54Q: 3 clusters Score -504526.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -504533.062500 Penalty: 4137.930664 Iteration 55Q: 3 clusters Score -504533.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -504540.125000 Penalty: 4137.930664 Iteration 56Q: 3 clusters Score -504540.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -504549.718750 Penalty: 4137.930664 Iteration 57Q: 3 clusters Score -504549.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -504565.156250 Penalty: 4137.930664 Iteration 58Q: 3 clusters Score -504565.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -504582.250000 Penalty: 4137.930664 Iteration 59Q: 3 clusters Score -504582.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -504601.812500 Penalty: 4137.930664 Iteration 60F: 3 clusters Score -504601.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -504619.937500 Penalty: 4137.930664 Iteration 61Q: 3 clusters Score -504619.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -504634.781250 Penalty: 4137.930664 Iteration 62Q: 3 clusters Score -504634.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -504647.656250 Penalty: 4137.930664 Iteration 63Q: 3 clusters Score -504647.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -504661.593750 Penalty: 4137.930664 Iteration 64Q: 3 clusters Score -504661.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -504668.531250 Penalty: 4137.930664 Iteration 65Q: 3 clusters Score -504668.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -504678.781250 Penalty: 4137.930664 Iteration 66Q: 3 clusters Score -504678.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -504685.781250 Penalty: 4137.930664 Iteration 67Q: 3 clusters Score -504685.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -504690.531250 Penalty: 4137.930664 Iteration 68Q: 3 clusters Score -504690.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -504693.593750 Penalty: 4137.930664 Iteration 69Q: 3 clusters Score -504693.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -504696.906250 Penalty: 4137.930664 Iteration 70Q: 3 clusters Score -504696.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -504700.062500 Penalty: 4137.930664 Iteration 71Q: 3 clusters Score -504700.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -504700.781250 Penalty: 4137.930664 Iteration 72Q: 3 clusters Score -504700.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -504700.625000 Penalty: 4137.930664 Iteration 73Q: 3 clusters Score -504700.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -504700.625000 Penalty: 4137.930664 Iteration 74F: 3 clusters Score -504700.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Entering Unmasked Estep Score: -1020224.937500 Penalty: 2239.117432 Iteration 0F: 2 clusters Score -1020225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1013547.187500 Penalty: 4478.234863 Iteration 0F: 3 clusters Score -1013547 nChanged 3433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1015433.437500 Penalty: 4478.234863 Iteration 1F: 3 clusters Score -1015433 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1015694.937500 Penalty: 4478.234863 Iteration 2F: 3 clusters Score -1015695 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1015856.625000 Penalty: 4478.234863 Iteration 3Q: 3 clusters Score -1015857 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1015992.687500 Penalty: 4478.234863 Iteration 4Q: 3 clusters Score -1015993 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1016112.687500 Penalty: 4478.234863 Iteration 5Q: 3 clusters Score -1016113 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1016212.875000 Penalty: 4478.234863 Iteration 6Q: 3 clusters Score -1016213 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1016314.187500 Penalty: 4478.234863 Iteration 7Q: 3 clusters Score -1016314 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -1016426.750000 Penalty: 4478.234863 Iteration 8Q: 3 clusters Score -1016427 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1016532.937500 Penalty: 4478.234863 Iteration 9Q: 3 clusters Score -1016533 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -1016688.562500 Penalty: 4478.234863 Iteration 10Q: 3 clusters Score -1016689 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -1016873.812500 Penalty: 4478.234863 Iteration 11Q: 3 clusters Score -1016874 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -1017096.812500 Penalty: 4478.234863 Iteration 12Q: 3 clusters Score -1017097 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1017323.750000 Penalty: 4478.234863 Iteration 13Q: 3 clusters Score -1017324 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -1017553.500000 Penalty: 4478.234863 Iteration 14Q: 3 clusters Score -1017554 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1017753.250000 Penalty: 4478.234863 Iteration 15Q: 3 clusters Score -1017753 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1017895.000000 Penalty: 4478.234863 Iteration 16Q: 3 clusters Score -1017895 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1017993.812500 Penalty: 4478.234863 Iteration 17Q: 3 clusters Score -1017994 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1018065.125000 Penalty: 4478.234863 Iteration 18Q: 3 clusters Score -1018065 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -1018114.187500 Penalty: 4478.234863 Iteration 19Q: 3 clusters Score -1018114 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1018154.625000 Penalty: 4478.234863 Iteration 20F: 3 clusters Score -1018155 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -1018186.000000 Penalty: 4478.234863 Iteration 21Q: 3 clusters Score -1018186 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1018210.562500 Penalty: 4478.234863 Iteration 22Q: 3 clusters Score -1018211 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -1018227.937500 Penalty: 4478.234863 Iteration 23Q: 3 clusters Score -1018228 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -1018242.562500 Penalty: 4478.234863 Iteration 24Q: 3 clusters Score -1018243 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1018259.812500 Penalty: 4478.234863 Iteration 25Q: 3 clusters Score -1018260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -1018266.312500 Penalty: 4478.234863 Iteration 26Q: 3 clusters Score -1018266 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -1018272.250000 Penalty: 4478.234863 Iteration 27Q: 3 clusters Score -1018272 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1018277.250000 Penalty: 4478.234863 Iteration 28Q: 3 clusters Score -1018277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1018281.562500 Penalty: 4478.234863 Iteration 29Q: 3 clusters Score -1018282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1018283.500000 Penalty: 4478.234863 Iteration 30Q: 3 clusters Score -1018284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -1018283.937500 Penalty: 4478.234863 Iteration 31Q: 3 clusters Score -1018284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1018284.250000 Penalty: 4478.234863 Iteration 32Q: 3 clusters Score -1018284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1018284.250000 Penalty: 4478.234863 Iteration 33F: 3 clusters Score -1018284 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -48527.988281 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -48527.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -47100.804688 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -47100.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -47265.929688 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -47265.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -47321.472656 Penalty: 3040.009033 Iteration 2Q: 3 clusters Score -47321.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -47343.898438 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -47343.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47357.187500 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -47357.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47363.425781 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -47363.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -47368.972656 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -47368.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -47372.132812 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -47372.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -47372.132812 Penalty: 3040.009033 Iteration 8F: 3 clusters Score -47372.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (26939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26939 members Entering Unmasked Estep Score: -3247941.250000 Penalty: 2529.929932 Iteration 0F: 2 clusters Score -3247941 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 13499 members Entering Unmasked Estep Score: -3229297.750000 Penalty: 5059.859863 Iteration 0F: 3 clusters Score -3229298 nChanged 12155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13209 members Mstep: Class 2 contains 13730 members Entering Unmasked Estep Score: -3235771.500000 Penalty: 5059.859863 Iteration 1F: 3 clusters Score -3235772 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13003 members Mstep: Class 2 contains 13936 members Entering Unmasked Estep Score: -3236173.500000 Penalty: 5059.859863 Iteration 2Q: 3 clusters Score -3236174 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -3236507.750000 Penalty: 5059.859863 Iteration 3Q: 3 clusters Score -3236508 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 14571 members Entering Unmasked Estep Score: -3236828.250000 Penalty: 5059.859863 Iteration 4Q: 3 clusters Score -3236828 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 15037 members Entering Unmasked Estep Score: -3237140.000000 Penalty: 5059.859863 Iteration 5Q: 3 clusters Score -3237140 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -3237476.750000 Penalty: 5059.859863 Iteration 6Q: 3 clusters Score -3237477 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -3237922.000000 Penalty: 5059.859863 Iteration 7Q: 3 clusters Score -3237922 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -3238524.750000 Penalty: 5059.859863 Iteration 8Q: 3 clusters Score -3238525 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 18479 members Entering Unmasked Estep Score: -3239392.750000 Penalty: 5059.859863 Iteration 9F: 3 clusters Score -3239393 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 19841 members Entering Unmasked Estep Score: -3240487.750000 Penalty: 5059.859863 Iteration 10F: 3 clusters Score -3240488 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 21116 members Entering Unmasked Estep Score: -3241674.250000 Penalty: 5059.859863 Iteration 11F: 3 clusters Score -3241674 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -3242966.750000 Penalty: 5059.859863 Iteration 12Q: 3 clusters Score -3242967 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 22770 members Entering Unmasked Estep Score: -3244093.250000 Penalty: 5059.859863 Iteration 13Q: 3 clusters Score -3244093 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 22996 members Entering Unmasked Estep Score: -3245015.000000 Penalty: 5059.859863 Iteration 14Q: 3 clusters Score -3245015 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 23006 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -3246660.000000 Penalty: 5059.859863 Iteration 19Q: 3 clusters Score -3246660 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 22228 members Entering Unmasked Estep Score: -3246773.750000 Penalty: 5059.859863 Iteration 20F: 3 clusters Score -3246774 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 22066 members Entering Unmasked Estep Score: -3246837.250000 Penalty: 5059.859863 Iteration 21Q: 3 clusters Score -3246837 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 21920 members Entering Unmasked Estep Score: -3246896.500000 Penalty: 5059.859863 Iteration 22Q: 3 clusters Score -3246896 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 21804 members Entering Unmasked Estep Score: -3246926.250000 Penalty: 5059.859863 Iteration 23Q: 3 clusters Score -3246926 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 21703 members Entering Unmasked Estep Score: -3246951.250000 Penalty: 5059.859863 Iteration 24Q: 3 clusters Score -3246951 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 21622 members Entering Unmasked Estep Score: -3246974.500000 Penalty: 5059.859863 Iteration 25Q: 3 clusters Score -3246974 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 21548 members Entering Unmasked Estep Score: -3246987.250000 Penalty: 5059.859863 Iteration 26Q: 3 clusters Score -3246987 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 21471 members Entering Unmasked Estep Score: -3246996.250000 Penalty: 5059.859863 Iteration 27Q: 3 clusters Score -3246996 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 21413 members Entering Unmasked Estep Score: -3247007.000000 Penalty: 5059.859863 Iteration 28Q: 3 clusters Score -3247007 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 21357 members Entering Unmasked Estep Score: -3247019.000000 Penalty: 5059.859863 Iteration 29Q: 3 clusters Score -3247019 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -3247025.250000 Penalty: 5059.859863 Iteration 30Q: 3 clusters Score -3247025 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 21251 members Entering Unmasked Estep Score: -3247033.750000 Penalty: 5059.859863 Iteration 31Q: 3 clusters Score -3247034 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 21221 members Entering Unmasked Estep Score: -3247036.500000 Penalty: 5059.859863 Iteration 32Q: 3 clusters Score -3247036 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 21191 members Entering Unmasked Estep Score: -3247042.500000 Penalty: 5059.859863 Iteration 33Q: 3 clusters Score -3247042 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 21169 members Entering Unmasked Estep Score: -3247047.250000 Penalty: 5059.859863 Iteration 34Q: 3 clusters Score -3247047 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 21149 members Entering Unmasked Estep Score: -3247052.500000 Penalty: 5059.859863 Iteration 35Q: 3 clusters Score -3247052 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 21126 members Entering Unmasked Estep Score: -3247052.250000 Penalty: 5059.859863 Iteration 36Q: 3 clusters Score -3247052 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 21098 members Entering Unmasked Estep Score: -3247059.250000 Penalty: 5059.859863 Iteration 37Q: 3 clusters Score -3247059 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -3247054.750000 Penalty: 5059.859863 Iteration 38Q: 3 clusters Score -3247055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 21068 members Entering Unmasked Estep Score: -3247059.500000 Penalty: 5059.859863 Iteration 39Q: 3 clusters Score -3247060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 21063 members Entering Unmasked Estep Score: -3247061.250000 Penalty: 5059.859863 Iteration 40F: 3 clusters Score -3247061 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 21058 members Entering Unmasked Estep Score: -3247062.750000 Penalty: 5059.859863 Iteration 41Q: 3 clusters Score -3247063 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 21052 members Entering Unmasked Estep Score: -3247062.250000 Penalty: 5059.859863 Iteration 42Q: 3 clusters Score -3247062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 21046 members Entering Unmasked Estep Score: -3247062.250000 Penalty: 5059.859863 Iteration 43Q: 3 clusters Score -3247062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 21040 members Entering Unmasked Estep Score: -3247061.000000 Penalty: 5059.859863 Iteration 44Q: 3 clusters Score -3247061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 21033 members Entering Unmasked Estep Score: -3247060.750000 Penalty: 5059.859863 Iteration 45Q: 3 clusters Score -3247061 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 21024 members Entering Unmasked Estep Score: -3247063.750000 Penalty: 5059.859863 Iteration 46Q: 3 clusters Score -3247064 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 21014 members Entering Unmasked Estep Score: -3247067.250000 Penalty: 5059.859863 Iteration 47Q: 3 clusters Score -3247067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 21000 members Entering Unmasked Estep Score: -3247067.000000 Penalty: 5059.859863 Iteration 48Q: 3 clusters Score -3247067 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 20987 members Entering Unmasked Estep Score: -3247067.250000 Penalty: 5059.859863 Iteration 49Q: 3 clusters Score -3247067 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 20976 members Entering Unmasked Estep Score: -3247069.250000 Penalty: 5059.859863 Iteration 50Q: 3 clusters Score -3247069 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 20965 members Entering Unmasked Estep Score: -3247071.500000 Penalty: 5059.859863 Iteration 51Q: 3 clusters Score -3247072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 20956 members Entering Unmasked Estep Score: -3247065.750000 Penalty: 5059.859863 Iteration 52Q: 3 clusters Score -3247066 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 20943 members Entering Unmasked Estep Score: -3247069.750000 Penalty: 5059.859863 Iteration 53Q: 3 clusters Score -3247070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 20932 members Entering Unmasked Estep Score: -3247072.250000 Penalty: 5059.859863 Iteration 54Q: 3 clusters Score -3247072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 20921 members Entering Unmasked Estep Score: -3247073.500000 Penalty: 5059.859863 Iteration 55Q: 3 clusters Score -3247074 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 20911 members Entering Unmasked Estep Score: -3247071.250000 Penalty: 5059.859863 Iteration 56Q: 3 clusters Score -3247071 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 20901 members Entering Unmasked Estep Score: -3247067.750000 Penalty: 5059.859863 Iteration 57Q: 3 clusters Score -3247068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 20891 members Entering Unmasked Estep Score: -3247068.500000 Penalty: 5059.859863 Iteration 58Q: 3 clusters Score -3247068 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 20880 members Entering Unmasked Estep Score: -3247070.000000 Penalty: 5059.859863 Iteration 59Q: 3 clusters Score -3247070 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 20872 members Entering Unmasked Estep Score: -3247073.000000 Penalty: 5059.859863 Iteration 60F: 3 clusters Score -3247073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 20864 members Entering Unmasked Estep Score: -3247082.000000 Penalty: 5059.859863 Iteration 61Q: 3 clusters Score -3247082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -3247080.750000 Penalty: 5059.859863 Iteration 62Q: 3 clusters Score -3247081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 20848 members Entering Unmasked Estep Score: -3247092.750000 Penalty: 5059.859863 Iteration 63Q: 3 clusters Score -3247093 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 20841 members Entering Unmasked Estep Score: -3247089.250000 Penalty: 5059.859863 Iteration 64Q: 3 clusters Score -3247089 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 20837 members Entering Unmasked Estep Score: -3247084.500000 Penalty: 5059.859863 Iteration 65Q: 3 clusters Score -3247084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -3247082.250000 Penalty: 5059.859863 Iteration 66Q: 3 clusters Score -3247082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 20830 members Entering Unmasked Estep Score: -3247085.000000 Penalty: 5059.859863 Iteration 67Q: 3 clusters Score -3247085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 20827 members Entering Unmasked Estep Score: -3247084.750000 Penalty: 5059.859863 Iteration 68Q: 3 clusters Score -3247085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 20825 members Entering Unmasked Estep Score: -3247081.250000 Penalty: 5059.859863 Iteration 69Q: 3 clusters Score -3247081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 20824 members Entering Unmasked Estep Score: -3247080.250000 Penalty: 5059.859863 Iteration 70Q: 3 clusters Score -3247080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 20825 members Entering Unmasked Estep Score: -3247079.000000 Penalty: 5059.859863 Iteration 71Q: 3 clusters Score -3247079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 20825 members Entering Unmasked Estep Score: -3247079.000000 Penalty: 5059.859863 Iteration 72F: 3 clusters Score -3247079 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12808 members Entering Unmasked Estep Score: -1495638.000000 Penalty: 2345.540771 Iteration 0F: 2 clusters Score -1495638 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -1486195.500000 Penalty: 4691.081543 Iteration 0F: 3 clusters Score -1486196 nChanged 5417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1489083.250000 Penalty: 4691.081543 Iteration 1F: 3 clusters Score -1489083 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1489552.250000 Penalty: 4691.081543 Iteration 2F: 3 clusters Score -1489552 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1489997.500000 Penalty: 4691.081543 Iteration 3F: 3 clusters Score -1489998 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -1490382.500000 Penalty: 4691.081543 Iteration 4F: 3 clusters Score -1490382 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -1490743.125000 Penalty: 4691.081543 Iteration 5Q: 3 clusters Score -1490743 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1491025.750000 Penalty: 4691.081543 Iteration 6Q: 3 clusters Score -1491026 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -1491256.875000 Penalty: 4691.081543 Iteration 7Q: 3 clusters Score -1491257 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1491451.750000 Penalty: 4691.081543 Iteration 8Q: 3 clusters Score -1491452 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -1491651.250000 Penalty: 4691.081543 Iteration 9Q: 3 clusters Score -1491651 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -1491842.000000 Penalty: 4691.081543 Iteration 10Q: 3 clusters Score -1491842 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1492045.750000 Penalty: 4691.081543 Iteration 11Q: 3 clusters Score -1492046 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -1492221.625000 Penalty: 4691.081543 Iteration 12Q: 3 clusters Score -1492222 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1492399.250000 Penalty: 4691.081543 Iteration 13Q: 3 clusters Score -1492399 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1492586.875000 Penalty: 4691.081543 Iteration 14Q: 3 clusters Score -1492587 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -1492803.000000 Penalty: 4691.081543 Iteration 15Q: 3 clusters Score -1492803 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1492988.375000 Penalty: 4691.081543 Iteration 16Q: 3 clusters Score -1492988 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -1493150.125000 Penalty: 4691.081543 Iteration 17Q: 3 clusters Score -1493150 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -1493275.125000 Penalty: 4691.081543 Iteration 18Q: 3 clusters Score -1493275 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -1493378.625000 Penalty: 4691.081543 Iteration 19Q: 3 clusters Score -1493379 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1493475.125000 Penalty: 4691.081543 Iteration 20F: 3 clusters Score -1493475 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -1493563.625000 Penalty: 4691.081543 Iteration 21Q: 3 clusters Score -1493564 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -1493642.125000 Penalty: 4691.081543 Iteration 22Q: 3 clusters Score -1493642 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -1493706.250000 Penalty: 4691.081543 Iteration 23Q: 3 clusters Score -1493706 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1493770.625000 Penalty: 4691.081543 Iteration 24Q: 3 clusters Score -1493771 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1493835.750000 Penalty: 4691.081543 Iteration 25Q: 3 clusters Score -1493836 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -1493883.000000 Penalty: 4691.081543 Iteration 26Q: 3 clusters Score -1493883 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -1493916.000000 Penalty: 4691.081543 Iteration 27Q: 3 clusters Score -1493916 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1493943.250000 Penalty: 4691.081543 Iteration 28Q: 3 clusters Score -1493943 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1493972.375000 Penalty: 4691.081543 Iteration 29Q: 3 clusters Score -1493972 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1493992.000000 Penalty: 4691.081543 Iteration 30Q: 3 clusters Score -1493992 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1494013.125000 Penalty: 4691.081543 Iteration 31Q: 3 clusters Score -1494013 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1494034.500000 Penalty: 4691.081543 Iteration 32Q: 3 clusters Score -1494034 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1494058.500000 Penalty: 4691.081543 Iteration 33Q: 3 clusters Score -1494058 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1494077.875000 Penalty: 4691.081543 Iteration 34Q: 3 clusters Score -1494078 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1494093.750000 Penalty: 4691.081543 Iteration 35Q: 3 clusters Score -1494094 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1494110.250000 Penalty: 4691.081543 Iteration 36Q: 3 clusters Score -1494110 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1494124.875000 Penalty: 4691.081543 Iteration 37Q: 3 clusters Score -1494125 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1494133.250000 Penalty: 4691.081543 Iteration 38Q: 3 clusters Score -1494133 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1494145.375000 Penalty: 4691.081543 Iteration 39Q: 3 clusters Score -1494145 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1494158.375000 Penalty: 4691.081543 Iteration 40F: 3 clusters Score -1494158 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1494172.125000 Penalty: 4691.081543 Iteration 41Q: 3 clusters Score -1494172 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1494180.000000 Penalty: 4691.081543 Iteration 42Q: 3 clusters Score -1494180 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1494188.500000 Penalty: 4691.081543 Iteration 43Q: 3 clusters Score -1494188 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1494201.375000 Penalty: 4691.081543 Iteration 44Q: 3 clusters Score -1494201 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1494212.250000 Penalty: 4691.081543 Iteration 45Q: 3 clusters Score -1494212 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1494224.750000 Penalty: 4691.081543 Iteration 46Q: 3 clusters Score -1494225 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1494230.875000 Penalty: 4691.081543 Iteration 47Q: 3 clusters Score -1494231 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1494237.250000 Penalty: 4691.081543 Iteration 48Q: 3 clusters Score -1494237 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -1494244.875000 Penalty: 4691.081543 Iteration 49Q: 3 clusters Score -1494245 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1494244.750000 Penalty: 4691.081543 Iteration 50Q: 3 clusters Score -1494245 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1494247.125000 Penalty: 4691.081543 Iteration 51Q: 3 clusters Score -1494247 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1494249.375000 Penalty: 4691.081543 Iteration 52Q: 3 clusters Score -1494249 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1494253.625000 Penalty: 4691.081543 Iteration 53Q: 3 clusters Score -1494254 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1494253.250000 Penalty: 4691.081543 Iteration 54Q: 3 clusters Score -1494253 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1494253.875000 Penalty: 4691.081543 Iteration 55Q: 3 clusters Score -1494254 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1494256.000000 Penalty: 4691.081543 Iteration 56Q: 3 clusters Score -1494256 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1494255.500000 Penalty: 4691.081543 Iteration 57Q: 3 clusters Score -1494256 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1494266.250000 Penalty: 4691.081543 Iteration 58Q: 3 clusters Score -1494266 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1494265.250000 Penalty: 4691.081543 Iteration 59Q: 3 clusters Score -1494265 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1494265.625000 Penalty: 4691.081543 Iteration 60F: 3 clusters Score -1494266 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1494269.625000 Penalty: 4691.081543 Iteration 61Q: 3 clusters Score -1494270 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1494267.750000 Penalty: 4691.081543 Iteration 62Q: 3 clusters Score -1494268 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1494268.375000 Penalty: 4691.081543 Iteration 63Q: 3 clusters Score -1494268 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1494271.250000 Penalty: 4691.081543 Iteration 64Q: 3 clusters Score -1494271 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1494275.000000 Penalty: 4691.081543 Iteration 65Q: 3 clusters Score -1494275 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1494278.125000 Penalty: 4691.081543 Iteration 66Q: 3 clusters Score -1494278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1494279.375000 Penalty: 4691.081543 Iteration 67Q: 3 clusters Score -1494279 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1494275.875000 Penalty: 4691.081543 Iteration 68Q: 3 clusters Score -1494276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1494277.500000 Penalty: 4691.081543 Iteration 69Q: 3 clusters Score -1494278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1494277.500000 Penalty: 4691.081543 Iteration 70F: 3 clusters Score -1494278 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (42711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42711 members Entering Unmasked Estep Score: -5288642.000000 Penalty: 2644.228516 Iteration 0F: 2 clusters Score -5288642 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21412 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -5259777.500000 Penalty: 5288.457031 Iteration 0F: 3 clusters Score -5259778 nChanged 19556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21836 members Mstep: Class 2 contains 20875 members Entering Unmasked Estep Score: -5270694.000000 Penalty: 5288.457031 Iteration 1F: 3 clusters Score -5270694 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22009 members Mstep: Class 2 contains 20702 members Entering Unmasked Estep Score: -5271439.500000 Penalty: 5288.457031 Iteration 2Q: 3 clusters Score -5271440 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22158 members Mstep: Class 2 contains 20553 members Entering Unmasked Estep Score: -5272237.000000 Penalty: 5288.457031 Iteration 3Q: 3 clusters Score -5272237 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22379 members Mstep: Class 2 contains 20332 members Entering Unmasked Estep Score: -5273200.000000 Penalty: 5288.457031 Iteration 4Q: 3 clusters Score -5273200 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 20022 members Entering Unmasked Estep Score: -5274373.500000 Penalty: 5288.457031 Iteration 5F: 3 clusters Score -5274374 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23071 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -5275717.500000 Penalty: 5288.457031 Iteration 6F: 3 clusters Score -5275718 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23526 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -5277065.000000 Penalty: 5288.457031 Iteration 7F: 3 clusters Score -5277065 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24002 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -5278292.500000 Penalty: 5288.457031 Iteration 8F: 3 clusters Score -5278292 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24491 members Mstep: Class 2 contains 18220 members Entering Unmasked Estep Score: -5279206.000000 Penalty: 5288.457031 Iteration 9Q: 3 clusters Score -5279206 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24985 members Mstep: Class 2 contains 17726 members Entering Unmasked Estep Score: -5279842.000000 Penalty: 5288.457031 Iteration 10Q: 3 clusters Score -5279842 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25459 members Mstep: Class 2 contains 17252 members Entering Unmasked Estep Score: -5280266.000000 Penalty: 5288.457031 Iteration 11Q: 3 clusters Score -5280266 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25912 members Mstep: Class 2 contains 16799 members Entering Unmasked Estep Score: -5280505.500000 Penalty: 5288.457031 Iteration 12Q: 3 clusters Score -5280506 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26358 members Mstep: Class 2 contains 16353 members Entering Unmasked Estep Score: -5280662.500000 Penalty: 5288.457031 Iteration 13Q: 3 clusters Score -5280662 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26785 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -5280809.500000 Penalty: 5288.457031 Iteration 14Q: 3 clusters Score -5280810 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27257 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -5280912.500000 Penalty: 5288.457031 Iteration 15Q: 3 clusters Score -5280912 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27779 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -5281106.000000 Penalty: 5288.457031 Iteration 16Q: 3 clusters Score -5281106 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28292 members Mstep: Class 2 contains 14419 members Entering Unmasked Estep Score: -5281252.000000 Penalty: 5288.457031 Iteration 17Q: 3 clusters Score -5281252 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28827 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -5281407.500000 Penalty: 5288.457031 Iteration 18Q: 3 clusters Score -5281408 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29401 members Mstep: Class 2 contains 13310 members Entering Unmasked Estep Score: -5281578.000000 Penalty: 5288.457031 Iteration 19Q: 3 clusters Score -5281578 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30042 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -5281767.500000 Penalty: 5288.457031 Iteration 20F: 3 clusters Score -5281768 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30697 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -5281991.000000 Penalty: 5288.457031 Iteration 21Q: 3 clusters Score -5281991 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31342 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -5282215.500000 Penalty: 5288.457031 Iteration 22Q: 3 clusters Score -5282216 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31971 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -5282414.500000 Penalty: 5288.457031 Iteration 23Q: 3 clusters Score -5282414 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32633 members Mstep: Class 2 contains 10078 members Entering Unmasked Estep Score: -5282681.500000 Penalty: 5288.457031 Iteration 24Q: 3 clusters Score -5282682 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33332 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -5283001.000000 Penalty: 5288.457031 Iteration 25Q: 3 clusters Score -5283001 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34040 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -5283339.000000 Penalty: 5288.457031 Iteration 26Q: 3 clusters Score -5283339 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34778 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -5283757.000000 Penalty: 5288.457031 Iteration 27Q: 3 clusters Score -5283757 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35480 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -5284149.500000 Penalty: 5288.457031 Iteration 28Q: 3 clusters Score -5284150 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36095 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -5284521.000000 Penalty: 5288.457031 Iteration 29Q: 3 clusters Score -5284521 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36687 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -5284906.000000 Penalty: 5288.457031 Iteration 30Q: 3 clusters Score -5284906 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37246 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -5285275.500000 Penalty: 5288.457031 Iteration 31Q: 3 clusters Score -5285276 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37724 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -5285662.000000 Penalty: 5288.457031 Iteration 32Q: 3 clusters Score -5285662 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38188 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -5285983.500000 Penalty: 5288.457031 Iteration 33Q: 3 clusters Score -5285984 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38573 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -5286291.000000 Penalty: 5288.457031 Iteration 34Q: 3 clusters Score -5286291 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38893 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -5286602.000000 Penalty: 5288.457031 Iteration 35Q: 3 clusters Score -5286602 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39133 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -5286815.000000 Penalty: 5288.457031 Iteration 36Q: 3 clusters Score -5286815 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39330 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -5286948.000000 Penalty: 5288.457031 Iteration 37Q: 3 clusters Score -5286948 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39467 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -5287031.000000 Penalty: 5288.457031 Iteration 38Q: 3 clusters Score -5287031 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39587 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -5287105.000000 Penalty: 5288.457031 Iteration 39Q: 3 clusters Score -5287105 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39672 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -5287140.000000 Penalty: 5288.457031 Iteration 40F: 3 clusters Score -5287140 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39735 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -5287154.000000 Penalty: 5288.457031 Iteration 41Q: 3 clusters Score -5287154 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39783 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -5287176.500000 Penalty: 5288.457031 Iteration 42Q: 3 clusters Score -5287176 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39813 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -5287181.500000 Penalty: 5288.457031 Iteration 43Q: 3 clusters Score -5287182 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39846 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -5287183.500000 Penalty: 5288.457031 Iteration 44Q: 3 clusters Score -5287184 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39881 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -5287214.500000 Penalty: 5288.457031 Iteration 45Q: 3 clusters Score -5287214 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39907 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -5287217.000000 Penalty: 5288.457031 Iteration 46Q: 3 clusters Score -5287217 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39924 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -5287212.000000 Penalty: 5288.457031 Iteration 47Q: 3 clusters Score -5287212 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39936 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -5287208.000000 Penalty: 5288.457031 Iteration 48Q: 3 clusters Score -5287208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39944 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -5287211.000000 Penalty: 5288.457031 Iteration 49Q: 3 clusters Score -5287211 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39945 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -5287213.000000 Penalty: 5288.457031 Iteration 50Q: 3 clusters Score -5287213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39947 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -5287214.500000 Penalty: 5288.457031 Iteration 51Q: 3 clusters Score -5287214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39953 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -5287221.500000 Penalty: 5288.457031 Iteration 52Q: 3 clusters Score -5287222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39956 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -5287215.500000 Penalty: 5288.457031 Iteration 53Q: 3 clusters Score -5287216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39956 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -5287220.500000 Penalty: 5288.457031 Iteration 54Q: 3 clusters Score -5287220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39958 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -5287217.000000 Penalty: 5288.457031 Iteration 55Q: 3 clusters Score -5287217 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39962 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -5287216.000000 Penalty: 5288.457031 Iteration 56Q: 3 clusters Score -5287216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39965 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -5287213.000000 Penalty: 5288.457031 Iteration 57Q: 3 clusters Score -5287213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39967 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -5287219.500000 Penalty: 5288.457031 Iteration 58Q: 3 clusters Score -5287220 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39968 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -5287219.000000 Penalty: 5288.457031 Iteration 59Q: 3 clusters Score -5287219 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39969 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -5287221.000000 Penalty: 5288.457031 Iteration 60F: 3 clusters Score -5287221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39971 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -5287221.000000 Penalty: 5288.457031 Iteration 61Q: 3 clusters Score -5287221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -5287222.500000 Penalty: 5288.457031 Iteration 62Q: 3 clusters Score -5287222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39977 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -5287221.000000 Penalty: 5288.457031 Iteration 63Q: 3 clusters Score -5287221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39977 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -5287221.000000 Penalty: 5288.457031 Iteration 64F: 3 clusters Score -5287221 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Entering Unmasked Estep Score: -293118.156250 Penalty: 1938.471313 Iteration 0F: 2 clusters Score -293118.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -290214.937500 Penalty: 3876.942627 Iteration 0F: 3 clusters Score -290214.9 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -290729.406250 Penalty: 3876.942627 Iteration 1F: 3 clusters Score -290729.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -290871.968750 Penalty: 3876.942627 Iteration 2F: 3 clusters Score -290872 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -290957.250000 Penalty: 3876.942627 Iteration 3Q: 3 clusters Score -290957.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -291015.343750 Penalty: 3876.942627 Iteration 4Q: 3 clusters Score -291015.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -291060.593750 Penalty: 3876.942627 Iteration 5Q: 3 clusters Score -291060.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -291092.968750 Penalty: 3876.942627 Iteration 6Q: 3 clusters Score -291093 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -291115.000000 Penalty: 3876.942627 Iteration 7Q: 3 clusters Score -291115 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -291129.343750 Penalty: 3876.942627 Iteration 8Q: 3 clusters Score -291129.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -291141.937500 Penalty: 3876.942627 Iteration 9Q: 3 clusters Score -291141.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -291158.968750 Penalty: 3876.942627 Iteration 10Q: 3 clusters Score -291159 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -291168.937500 Penalty: 3876.942627 Iteration 11Q: 3 clusters Score -291168.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -291179.093750 Penalty: 3876.942627 Iteration 12Q: 3 clusters Score -291179.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -291187.875000 Penalty: 3876.942627 Iteration 13Q: 3 clusters Score -291187.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -291193.000000 Penalty: 3876.942627 Iteration 14Q: 3 clusters Score -291193 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -291196.843750 Penalty: 3876.942627 Iteration 15Q: 3 clusters Score -291196.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -291202.937500 Penalty: 3876.942627 Iteration 16Q: 3 clusters Score -291202.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -291208.031250 Penalty: 3876.942627 Iteration 17Q: 3 clusters Score -291208 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -291216.343750 Penalty: 3876.942627 Iteration 18Q: 3 clusters Score -291216.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -291222.750000 Penalty: 3876.942627 Iteration 19Q: 3 clusters Score -291222.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -291229.500000 Penalty: 3876.942627 Iteration 20F: 3 clusters Score -291229.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -291238.375000 Penalty: 3876.942627 Iteration 21Q: 3 clusters Score -291238.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -291244.093750 Penalty: 3876.942627 Iteration 22Q: 3 clusters Score -291244.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -291247.218750 Penalty: 3876.942627 Iteration 23Q: 3 clusters Score -291247.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -291251.093750 Penalty: 3876.942627 Iteration 24Q: 3 clusters Score -291251.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -291258.562500 Penalty: 3876.942627 Iteration 25Q: 3 clusters Score -291258.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -291265.031250 Penalty: 3876.942627 Iteration 26Q: 3 clusters Score -291265 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -291269.281250 Penalty: 3876.942627 Iteration 27Q: 3 clusters Score -291269.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -291275.625000 Penalty: 3876.942627 Iteration 28Q: 3 clusters Score -291275.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -291283.562500 Penalty: 3876.942627 Iteration 29Q: 3 clusters Score -291283.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -291291.656250 Penalty: 3876.942627 Iteration 30Q: 3 clusters Score -291291.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -291299.812500 Penalty: 3876.942627 Iteration 31Q: 3 clusters Score -291299.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -291308.187500 Penalty: 3876.942627 Iteration 32Q: 3 clusters Score -291308.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -291317.718750 Penalty: 3876.942627 Iteration 33Q: 3 clusters Score -291317.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -291327.500000 Penalty: 3876.942627 Iteration 34Q: 3 clusters Score -291327.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -291332.843750 Penalty: 3876.942627 Iteration 35Q: 3 clusters Score -291332.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -291338.562500 Penalty: 3876.942627 Iteration 36Q: 3 clusters Score -291338.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -291341.656250 Penalty: 3876.942627 Iteration 37Q: 3 clusters Score -291341.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -291343.718750 Penalty: 3876.942627 Iteration 38Q: 3 clusters Score -291343.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -291345.718750 Penalty: 3876.942627 Iteration 39Q: 3 clusters Score -291345.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -291346.343750 Penalty: 3876.942627 Iteration 40F: 3 clusters Score -291346.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Entering Unmasked Estep Score: -888188.562500 Penalty: 2216.755859 Iteration 0F: 2 clusters Score -888188.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -882004.375000 Penalty: 4433.511719 Iteration 0F: 3 clusters Score -882004.4 nChanged 3118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -883763.375000 Penalty: 4433.511719 Iteration 1F: 3 clusters Score -883763.4 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -884033.437500 Penalty: 4433.511719 Iteration 2F: 3 clusters Score -884033.4 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -884216.375000 Penalty: 4433.511719 Iteration 3Q: 3 clusters Score -884216.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -884356.937500 Penalty: 4433.511719 Iteration 4Q: 3 clusters Score -884356.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -884461.500000 Penalty: 4433.511719 Iteration 5Q: 3 clusters Score -884461.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -884542.875000 Penalty: 4433.511719 Iteration 6Q: 3 clusters Score -884542.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -884610.562500 Penalty: 4433.511719 Iteration 7Q: 3 clusters Score -884610.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -884687.125000 Penalty: 4433.511719 Iteration 8Q: 3 clusters Score -884687.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -884753.312500 Penalty: 4433.511719 Iteration 9Q: 3 clusters Score -884753.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -884829.125000 Penalty: 4433.511719 Iteration 10Q: 3 clusters Score -884829.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -884912.812500 Penalty: 4433.511719 Iteration 11Q: 3 clusters Score -884912.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -885015.000000 Penalty: 4433.511719 Iteration 12Q: 3 clusters Score -885015 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -885135.812500 Penalty: 4433.511719 Iteration 13Q: 3 clusters Score -885135.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -885267.312500 Penalty: 4433.511719 Iteration 14Q: 3 clusters Score -885267.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -885381.750000 Penalty: 4433.511719 Iteration 15Q: 3 clusters Score -885381.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -885503.687500 Penalty: 4433.511719 Iteration 16Q: 3 clusters Score -885503.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -885612.500000 Penalty: 4433.511719 Iteration 17Q: 3 clusters Score -885612.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -885720.875000 Penalty: 4433.511719 Iteration 18Q: 3 clusters Score -885720.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -885827.937500 Penalty: 4433.511719 Iteration 19Q: 3 clusters Score -885827.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -885921.500000 Penalty: 4433.511719 Iteration 20F: 3 clusters Score -885921.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -886007.812500 Penalty: 4433.511719 Iteration 21Q: 3 clusters Score -886007.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -886091.812500 Penalty: 4433.511719 Iteration 22Q: 3 clusters Score -886091.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -886169.937500 Penalty: 4433.511719 Iteration 23Q: 3 clusters Score -886169.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -886257.625000 Penalty: 4433.511719 Iteration 24Q: 3 clusters Score -886257.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -886330.437500 Penalty: 4433.511719 Iteration 25Q: 3 clusters Score -886330.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -886400.750000 Penalty: 4433.511719 Iteration 26Q: 3 clusters Score -886400.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -886461.437500 Penalty: 4433.511719 Iteration 27Q: 3 clusters Score -886461.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -886514.000000 Penalty: 4433.511719 Iteration 28Q: 3 clusters Score -886514 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -886554.125000 Penalty: 4433.511719 Iteration 29Q: 3 clusters Score -886554.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -886581.750000 Penalty: 4433.511719 Iteration 30Q: 3 clusters Score -886581.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -886614.375000 Penalty: 4433.511719 Iteration 31Q: 3 clusters Score -886614.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -886642.937500 Penalty: 4433.511719 Iteration 32Q: 3 clusters Score -886642.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -886665.250000 Penalty: 4433.511719 Iteration 33Q: 3 clusters Score -886665.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -886679.062500 Penalty: 4433.511719 Iteration 34Q: 3 clusters Score -886679.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -886688.500000 Penalty: 4433.511719 Iteration 35Q: 3 clusters Score -886688.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -886695.562500 Penalty: 4433.511719 Iteration 36Q: 3 clusters Score -886695.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -886698.812500 Penalty: 4433.511719 Iteration 37Q: 3 clusters Score -886698.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -886700.312500 Penalty: 4433.511719 Iteration 38Q: 3 clusters Score -886700.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -886700.625000 Penalty: 4433.511719 Iteration 39Q: 3 clusters Score -886700.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -886708.250000 Penalty: 4433.511719 Iteration 40F: 3 clusters Score -886708.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -886718.562500 Penalty: 4433.511719 Iteration 41Q: 3 clusters Score -886718.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -886731.437500 Penalty: 4433.511719 Iteration 42Q: 3 clusters Score -886731.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -886741.187500 Penalty: 4433.511719 Iteration 43Q: 3 clusters Score -886741.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -886765.187500 Penalty: 4433.511719 Iteration 44Q: 3 clusters Score -886765.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -886790.812500 Penalty: 4433.511719 Iteration 45Q: 3 clusters Score -886790.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -886807.812500 Penalty: 4433.511719 Iteration 46Q: 3 clusters Score -886807.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -886823.125000 Penalty: 4433.511719 Iteration 47Q: 3 clusters Score -886823.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -886831.875000 Penalty: 4433.511719 Iteration 48Q: 3 clusters Score -886831.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -886839.062500 Penalty: 4433.511719 Iteration 49Q: 3 clusters Score -886839.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -886851.750000 Penalty: 4433.511719 Iteration 50Q: 3 clusters Score -886851.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -886857.062500 Penalty: 4433.511719 Iteration 51Q: 3 clusters Score -886857.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -886860.500000 Penalty: 4433.511719 Iteration 52Q: 3 clusters Score -886860.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -886862.375000 Penalty: 4433.511719 Iteration 53Q: 3 clusters Score -886862.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -886869.437500 Penalty: 4433.511719 Iteration 54F: 3 clusters Score -886869.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -886878.437500 Penalty: 4433.511719 Iteration 55Q: 3 clusters Score -886878.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -886886.500000 Penalty: 4433.511719 Iteration 56Q: 3 clusters Score -886886.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -886890.000000 Penalty: 4433.511719 Iteration 57Q: 3 clusters Score -886890 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -886894.875000 Penalty: 4433.511719 Iteration 58Q: 3 clusters Score -886894.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -886895.937500 Penalty: 4433.511719 Iteration 59Q: 3 clusters Score -886895.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -886902.437500 Penalty: 4433.511719 Iteration 60F: 3 clusters Score -886902.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -886906.000000 Penalty: 4433.511719 Iteration 61Q: 3 clusters Score -886906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -886907.187500 Penalty: 4433.511719 Iteration 62Q: 3 clusters Score -886907.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -886907.687500 Penalty: 4433.511719 Iteration 63Q: 3 clusters Score -886907.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -886907.687500 Penalty: 4433.511719 Iteration 64F: 3 clusters Score -886907.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -60521.722656 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -60521.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -59027.542969 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -59027.54 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -59249.164062 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -59249.16 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -59333.406250 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -59333.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -59399.742188 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -59399.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -59440.058594 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -59440.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -59476.687500 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -59476.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -59490.789062 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -59490.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -59502.617188 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -59502.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59507.164062 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -59507.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59507.164062 Penalty: 3131.519775 Iteration 9F: 3 clusters Score -59507.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (41038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41038 members Entering Unmasked Estep Score: -5067663.500000 Penalty: 2634.318848 Iteration 0F: 2 clusters Score -5067664 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20662 members Mstep: Class 2 contains 20376 members Entering Unmasked Estep Score: -5039766.500000 Penalty: 5268.637695 Iteration 0F: 3 clusters Score -5039766 nChanged 18814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21814 members Mstep: Class 2 contains 19224 members Entering Unmasked Estep Score: -5050141.500000 Penalty: 5268.637695 Iteration 1F: 3 clusters Score -5050142 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22513 members Mstep: Class 2 contains 18525 members Entering Unmasked Estep Score: -5050682.500000 Penalty: 5268.637695 Iteration 2Q: 3 clusters Score -5050682 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -5051315.500000 Penalty: 5268.637695 Iteration 3Q: 3 clusters Score -5051316 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25031 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -5052086.500000 Penalty: 5268.637695 Iteration 4Q: 3 clusters Score -5052086 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27069 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -5053306.000000 Penalty: 5268.637695 Iteration 5F: 3 clusters Score -5053306 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29738 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -5055209.000000 Penalty: 5268.637695 Iteration 6F: 3 clusters Score -5055209 nChanged 3120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32842 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -5057757.000000 Penalty: 5268.637695 Iteration 7F: 3 clusters Score -5057757 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35947 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -5060586.000000 Penalty: 5268.637695 Iteration 8F: 3 clusters Score -5060586 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38401 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -5062929.000000 Penalty: 5268.637695 Iteration 9F: 3 clusters Score -5062929 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39822 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -5064302.500000 Penalty: 5268.637695 Iteration 10Q: 3 clusters Score -5064302 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40404 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -5064872.000000 Penalty: 5268.637695 Iteration 11Q: 3 clusters Score -5064872 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40634 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -5065088.500000 Penalty: 5268.637695 Iteration 12Q: 3 clusters Score -5065088 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40705 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -5065189.500000 Penalty: 5268.637695 Iteration 13Q: 3 clusters Score -5065190 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40738 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -5065237.500000 Penalty: 5268.637695 Iteration 14Q: 3 clusters Score -5065238 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40764 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -5065274.500000 Penalty: 5268.637695 Iteration 15Q: 3 clusters Score -5065274 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40773 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -5065302.500000 Penalty: 5268.637695 Iteration 16Q: 3 clusters Score -5065302 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40789 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -5065325.500000 Penalty: 5268.637695 Iteration 17Q: 3 clusters Score -5065326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40795 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -5065342.500000 Penalty: 5268.637695 Iteration 18Q: 3 clusters Score -5065342 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40799 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -5065353.000000 Penalty: 5268.637695 Iteration 19Q: 3 clusters Score -5065353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40801 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -5065351.500000 Penalty: 5268.637695 Iteration 20F: 3 clusters Score -5065352 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Entering Unmasked Estep Score: -513116.968750 Penalty: 2080.166504 Iteration 0F: 2 clusters Score -513117 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -508928.843750 Penalty: 4160.333008 Iteration 0F: 3 clusters Score -508928.8 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -509915.125000 Penalty: 4160.333008 Iteration 1F: 3 clusters Score -509915.1 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -510096.687500 Penalty: 4160.333008 Iteration 2F: 3 clusters Score -510096.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -510206.781250 Penalty: 4160.333008 Iteration 3Q: 3 clusters Score -510206.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -510280.781250 Penalty: 4160.333008 Iteration 4Q: 3 clusters Score -510280.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -510337.812500 Penalty: 4160.333008 Iteration 5Q: 3 clusters Score -510337.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -510390.343750 Penalty: 4160.333008 Iteration 6Q: 3 clusters Score -510390.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -510430.218750 Penalty: 4160.333008 Iteration 7Q: 3 clusters Score -510430.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -510466.468750 Penalty: 4160.333008 Iteration 8Q: 3 clusters Score -510466.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -510499.000000 Penalty: 4160.333008 Iteration 9Q: 3 clusters Score -510499 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -510529.156250 Penalty: 4160.333008 Iteration 10Q: 3 clusters Score -510529.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -510554.687500 Penalty: 4160.333008 Iteration 11Q: 3 clusters Score -510554.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -510580.843750 Penalty: 4160.333008 Iteration 12Q: 3 clusters Score -510580.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -510612.218750 Penalty: 4160.333008 Iteration 13Q: 3 clusters Score -510612.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -510644.875000 Penalty: 4160.333008 Iteration 14Q: 3 clusters Score -510644.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -510671.750000 Penalty: 4160.333008 Iteration 15Q: 3 clusters Score -510671.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -510692.656250 Penalty: 4160.333008 Iteration 16Q: 3 clusters Score -510692.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -510712.625000 Penalty: 4160.333008 Iteration 17Q: 3 clusters Score -510712.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -510733.406250 Penalty: 4160.333008 Iteration 18Q: 3 clusters Score -510733.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -510765.906250 Penalty: 4160.333008 Iteration 19Q: 3 clusters Score -510765.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -510812.875000 Penalty: 4160.333008 Iteration 20F: 3 clusters Score -510812.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -510864.843750 Penalty: 4160.333008 Iteration 21Q: 3 clusters Score -510864.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -510923.312500 Penalty: 4160.333008 Iteration 22Q: 3 clusters Score -510923.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -510978.281250 Penalty: 4160.333008 Iteration 23Q: 3 clusters Score -510978.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -511033.125000 Penalty: 4160.333008 Iteration 24Q: 3 clusters Score -511033.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -511089.625000 Penalty: 4160.333008 Iteration 25Q: 3 clusters Score -511089.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -511154.812500 Penalty: 4160.333008 Iteration 26Q: 3 clusters Score -511154.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -511209.437500 Penalty: 4160.333008 Iteration 27Q: 3 clusters Score -511209.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -511274.281250 Penalty: 4160.333008 Iteration 28Q: 3 clusters Score -511274.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -511329.843750 Penalty: 4160.333008 Iteration 29Q: 3 clusters Score -511329.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -511380.687500 Penalty: 4160.333008 Iteration 30Q: 3 clusters Score -511380.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -511424.812500 Penalty: 4160.333008 Iteration 31Q: 3 clusters Score -511424.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -511450.531250 Penalty: 4160.333008 Iteration 32Q: 3 clusters Score -511450.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -511469.406250 Penalty: 4160.333008 Iteration 33Q: 3 clusters Score -511469.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -511483.156250 Penalty: 4160.333008 Iteration 34Q: 3 clusters Score -511483.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -511500.031250 Penalty: 4160.333008 Iteration 35Q: 3 clusters Score -511500 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -511517.156250 Penalty: 4160.333008 Iteration 36Q: 3 clusters Score -511517.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -511530.593750 Penalty: 4160.333008 Iteration 37Q: 3 clusters Score -511530.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -511538.812500 Penalty: 4160.333008 Iteration 38Q: 3 clusters Score -511538.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -511544.593750 Penalty: 4160.333008 Iteration 39Q: 3 clusters Score -511544.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -511550.625000 Penalty: 4160.333008 Iteration 40F: 3 clusters Score -511550.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -511558.406250 Penalty: 4160.333008 Iteration 41Q: 3 clusters Score -511558.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -511570.718750 Penalty: 4160.333008 Iteration 42Q: 3 clusters Score -511570.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -511578.281250 Penalty: 4160.333008 Iteration 43Q: 3 clusters Score -511578.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -511584.437500 Penalty: 4160.333008 Iteration 44Q: 3 clusters Score -511584.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -511590.437500 Penalty: 4160.333008 Iteration 45Q: 3 clusters Score -511590.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -511596.250000 Penalty: 4160.333008 Iteration 46Q: 3 clusters Score -511596.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -511599.156250 Penalty: 4160.333008 Iteration 47Q: 3 clusters Score -511599.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -511601.281250 Penalty: 4160.333008 Iteration 48Q: 3 clusters Score -511601.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -511601.156250 Penalty: 4160.333008 Iteration 49Q: 3 clusters Score -511601.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -511601.968750 Penalty: 4160.333008 Iteration 50Q: 3 clusters Score -511602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -511601.968750 Penalty: 4160.333008 Iteration 51F: 3 clusters Score -511602 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (24388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24388 members Entering Unmasked Estep Score: -2955221.750000 Penalty: 2505.258057 Iteration 0F: 2 clusters Score -2955222 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 12233 members Entering Unmasked Estep Score: -2938294.250000 Penalty: 5010.516113 Iteration 0F: 3 clusters Score -2938294 nChanged 10865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -2944162.500000 Penalty: 5010.516113 Iteration 1F: 3 clusters Score -2944162 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 12395 members Entering Unmasked Estep Score: -2944570.250000 Penalty: 5010.516113 Iteration 2Q: 3 clusters Score -2944570 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -2944918.250000 Penalty: 5010.516113 Iteration 3Q: 3 clusters Score -2944918 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 12375 members Entering Unmasked Estep Score: -2945307.000000 Penalty: 5010.516113 Iteration 4Q: 3 clusters Score -2945307 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -2945770.250000 Penalty: 5010.516113 Iteration 5Q: 3 clusters Score -2945770 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -2946337.750000 Penalty: 5010.516113 Iteration 6Q: 3 clusters Score -2946338 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -2947014.250000 Penalty: 5010.516113 Iteration 7Q: 3 clusters Score -2947014 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -2947713.750000 Penalty: 5010.516113 Iteration 8F: 3 clusters Score -2947714 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -2948492.750000 Penalty: 5010.516113 Iteration 9F: 3 clusters Score -2948493 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -2949272.750000 Penalty: 5010.516113 Iteration 10F: 3 clusters Score -2949273 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15544 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -2950120.250000 Penalty: 5010.516113 Iteration 11F: 3 clusters Score -2950120 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16676 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -2951005.750000 Penalty: 5010.516113 Iteration 12F: 3 clusters Score -2951006 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17816 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -2951917.750000 Penalty: 5010.516113 Iteration 13F: 3 clusters Score -2951918 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -2952711.500000 Penalty: 5010.516113 Iteration 14Q: 3 clusters Score -2952712 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19724 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -2953319.000000 Penalty: 5010.516113 Iteration 15Q: 3 clusters Score -2953319 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20420 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -2953757.500000 Penalty: 5010.516113 Iteration 16Q: 3 clusters Score -2953758 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20957 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -2954069.000000 Penalty: 5010.516113 Iteration 17Q: 3 clusters Score -2954069 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21346 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -2954252.500000 Penalty: 5010.516113 Iteration 18Q: 3 clusters Score -2954252 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21651 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -2954382.750000 Penalty: 5010.516113 Iteration 19Q: 3 clusters Score -2954383 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21880 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -2954473.000000 Penalty: 5010.516113 Iteration 20F: 3 clusters Score -2954473 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22083 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -2954564.250000 Penalty: 5010.516113 Iteration 21Q: 3 clusters Score -2954564 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22289 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -2954628.000000 Penalty: 5010.516113 Iteration 22Q: 3 clusters Score -2954628 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22434 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -2954688.000000 Penalty: 5010.516113 Iteration 23Q: 3 clusters Score -2954688 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22550 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -2954726.250000 Penalty: 5010.516113 Iteration 24Q: 3 clusters Score -2954726 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22653 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -2954765.750000 Penalty: 5010.516113 Iteration 25Q: 3 clusters Score -2954766 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22746 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -2954795.500000 Penalty: 5010.516113 Iteration 26Q: 3 clusters Score -2954796 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22808 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2954813.750000 Penalty: 5010.516113 Iteration 27Q: 3 clusters Score -2954814 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22858 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -2954831.250000 Penalty: 5010.516113 Iteration 28Q: 3 clusters Score -2954831 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22892 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -2954832.500000 Penalty: 5010.516113 Iteration 29Q: 3 clusters Score -2954832 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -2954855.750000 Penalty: 5010.516113 Iteration 30Q: 3 clusters Score -2954856 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22937 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2954856.750000 Penalty: 5010.516113 Iteration 31Q: 3 clusters Score -2954857 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22948 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -2954856.250000 Penalty: 5010.516113 Iteration 32Q: 3 clusters Score -2954856 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22958 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2954847.750000 Penalty: 5010.516113 Iteration 33Q: 3 clusters Score -2954848 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22964 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -2954848.000000 Penalty: 5010.516113 Iteration 34Q: 3 clusters Score -2954848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22972 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -2954859.000000 Penalty: 5010.516113 Iteration 35Q: 3 clusters Score -2954859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -2954856.500000 Penalty: 5010.516113 Iteration 36Q: 3 clusters Score -2954856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -2954856.250000 Penalty: 5010.516113 Iteration 37Q: 3 clusters Score -2954856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -2954859.250000 Penalty: 5010.516113 Iteration 38Q: 3 clusters Score -2954859 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -2954857.250000 Penalty: 5010.516113 Iteration 39Q: 3 clusters Score -2954857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22989 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -2954861.250000 Penalty: 5010.516113 Iteration 40F: 3 clusters Score -2954861 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (156505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156505 members Entering Unmasked Estep Score: -19539584.000000 Penalty: 2966.289062 Iteration 0F: 2 clusters Score -1.953958e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78369 members Mstep: Class 2 contains 78136 members Entering Unmasked Estep Score: -19436604.000000 Penalty: 5932.578125 Iteration 0F: 3 clusters Score -1.94366e+07 nChanged 75038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79313 members Mstep: Class 2 contains 77192 members Entering Unmasked Estep Score: -19480070.000000 Penalty: 5932.578125 Iteration 1F: 3 clusters Score -1.948007e+07 nChanged 4311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80002 members Mstep: Class 2 contains 76503 members Entering Unmasked Estep Score: -19480956.000000 Penalty: 5932.578125 Iteration 2Q: 3 clusters Score -1.948096e+07 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81157 members Mstep: Class 2 contains 75348 members Entering Unmasked Estep Score: -19482096.000000 Penalty: 5932.578125 Iteration 3Q: 3 clusters Score -1.94821e+07 nChanged 5225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82850 members Mstep: Class 2 contains 73655 members Entering Unmasked Estep Score: -19483530.000000 Penalty: 5932.578125 Iteration 4Q: 3 clusters Score -1.948353e+07 nChanged 5918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85422 members Mstep: Class 2 contains 71083 members Entering Unmasked Estep Score: -19485548.000000 Penalty: 5932.578125 Iteration 5Q: 3 clusters Score -1.948555e+07 nChanged 6809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89265 members Mstep: Class 2 contains 67240 members Entering Unmasked Estep Score: -19488338.000000 Penalty: 5932.578125 Iteration 6Q: 3 clusters Score -1.948834e+07 nChanged 7991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94622 members Mstep: Class 2 contains 61883 members Entering Unmasked Estep Score: -19492458.000000 Penalty: 5932.578125 Iteration 7F: 3 clusters Score -1.949246e+07 nChanged 8977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101317 members Mstep: Class 2 contains 55188 members Entering Unmasked Estep Score: -19497664.000000 Penalty: 5932.578125 Iteration 8F: 3 clusters Score -1.949766e+07 nChanged 9595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108740 members Mstep: Class 2 contains 47765 members Entering Unmasked Estep Score: -19504120.000000 Penalty: 5932.578125 Iteration 9F: 3 clusters Score -1.950412e+07 nChanged 9086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115700 members Mstep: Class 2 contains 40805 members Entering Unmasked Estep Score: -19510340.000000 Penalty: 5932.578125 Iteration 10F: 3 clusters Score -1.951034e+07 nChanged 7717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121417 members Mstep: Class 2 contains 35088 members Entering Unmasked Estep Score: -19515464.000000 Penalty: 5932.578125 Iteration 11Q: 3 clusters Score -1.951546e+07 nChanged 6004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125781 members Mstep: Class 2 contains 30724 members Entering Unmasked Estep Score: -19519010.000000 Penalty: 5932.578125 Iteration 12Q: 3 clusters Score -1.951901e+07 nChanged 4670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129443 members Mstep: Class 2 contains 27062 members Entering Unmasked Estep Score: -19521428.000000 Penalty: 5932.578125 Iteration 13Q: 3 clusters Score -1.952143e+07 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132749 members Mstep: Class 2 contains 23756 members Entering Unmasked Estep Score: -19523268.000000 Penalty: 5932.578125 Iteration 14Q: 3 clusters Score -1.952327e+07 nChanged 3213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135848 members Mstep: Class 2 contains 20657 members Entering Unmasked Estep Score: -19525206.000000 Penalty: 5932.578125 Iteration 15Q: 3 clusters Score -1.952521e+07 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138808 members Mstep: Class 2 contains 17697 members Entering Unmasked Estep Score: -19526954.000000 Penalty: 5932.578125 Iteration 16Q: 3 clusters Score -1.952695e+07 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141638 members Mstep: Class 2 contains 14867 members Entering Unmasked Estep Score: -19528486.000000 Penalty: 5932.578125 Iteration 17Q: 3 clusters Score -1.952849e+07 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144118 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -19529854.000000 Penalty: 5932.578125 Iteration 18Q: 3 clusters Score -1.952985e+07 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146392 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -19531356.000000 Penalty: 5932.578125 Iteration 19Q: 3 clusters Score -1.953136e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148326 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -19532674.000000 Penalty: 5932.578125 Iteration 20F: 3 clusters Score -1.953267e+07 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149923 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -19533750.000000 Penalty: 5932.578125 Iteration 21Q: 3 clusters Score -1.953375e+07 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151179 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -19534520.000000 Penalty: 5932.578125 Iteration 22Q: 3 clusters Score -1.953452e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152157 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -19535206.000000 Penalty: 5932.578125 Iteration 23Q: 3 clusters Score -1.953521e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152929 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -19535606.000000 Penalty: 5932.578125 Iteration 24Q: 3 clusters Score -1.953561e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153504 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -19535986.000000 Penalty: 5932.578125 Iteration 25Q: 3 clusters Score -1.953599e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153948 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -19536304.000000 Penalty: 5932.578125 Iteration 26Q: 3 clusters Score -1.95363e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154270 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -19536564.000000 Penalty: 5932.578125 Iteration 27Q: 3 clusters Score -1.953656e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154507 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -19536696.000000 Penalty: 5932.578125 Iteration 28Q: 3 clusters Score -1.95367e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154671 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -19536774.000000 Penalty: 5932.578125 Iteration 29Q: 3 clusters Score -1.953677e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154800 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -19536844.000000 Penalty: 5932.578125 Iteration 30Q: 3 clusters Score -1.953684e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154881 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -19536874.000000 Penalty: 5932.578125 Iteration 31Q: 3 clusters Score -1.953687e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154950 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -19536878.000000 Penalty: 5932.578125 Iteration 32Q: 3 clusters Score -1.953688e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154996 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -19536914.000000 Penalty: 5932.578125 Iteration 33Q: 3 clusters Score -1.953691e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155047 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -19536912.000000 Penalty: 5932.578125 Iteration 34Q: 3 clusters Score -1.953691e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -19536936.000000 Penalty: 5932.578125 Iteration 35Q: 3 clusters Score -1.953694e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155123 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -19536948.000000 Penalty: 5932.578125 Iteration 36Q: 3 clusters Score -1.953695e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155145 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -19536954.000000 Penalty: 5932.578125 Iteration 37Q: 3 clusters Score -1.953695e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155170 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -19536952.000000 Penalty: 5932.578125 Iteration 38Q: 3 clusters Score -1.953695e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155187 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -19536954.000000 Penalty: 5932.578125 Iteration 39Q: 3 clusters Score -1.953695e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155204 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -19536960.000000 Penalty: 5932.578125 Iteration 40F: 3 clusters Score -1.953696e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155223 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -19536946.000000 Penalty: 5932.578125 Iteration 41Q: 3 clusters Score -1.953695e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155235 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -19536950.000000 Penalty: 5932.578125 Iteration 42Q: 3 clusters Score -1.953695e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155248 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -19536958.000000 Penalty: 5932.578125 Iteration 43Q: 3 clusters Score -1.953696e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155256 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -19536952.000000 Penalty: 5932.578125 Iteration 44Q: 3 clusters Score -1.953695e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155265 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -19536964.000000 Penalty: 5932.578125 Iteration 45Q: 3 clusters Score -1.953696e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155272 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -19536978.000000 Penalty: 5932.578125 Iteration 46Q: 3 clusters Score -1.953698e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155275 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -19536970.000000 Penalty: 5932.578125 Iteration 47Q: 3 clusters Score -1.953697e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155276 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -19536974.000000 Penalty: 5932.578125 Iteration 48Q: 3 clusters Score -1.953697e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155276 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -19536974.000000 Penalty: 5932.578125 Iteration 49F: 3 clusters Score -1.953697e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -84449.453125 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -84449.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -82794.992188 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -82794.99 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -83224.359375 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -83224.36 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -83702.351562 Penalty: 3318.657715 Iteration 2F: 3 clusters Score -83702.35 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -84168.320312 Penalty: 3318.657715 Iteration 3F: 3 clusters Score -84168.32 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -84684.695312 Penalty: 3318.657715 Iteration 4F: 3 clusters Score -84684.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -84984.031250 Penalty: 3318.657715 Iteration 5Q: 3 clusters Score -84984.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -85085.570312 Penalty: 3318.657715 Iteration 6Q: 3 clusters Score -85085.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -85123.148438 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -85123.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -85142.562500 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -85142.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -85160.968750 Penalty: 3318.657715 Iteration 9Q: 3 clusters Score -85160.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -85162.585938 Penalty: 3318.657715 Iteration 10Q: 3 clusters Score -85162.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -85169.125000 Penalty: 3318.657715 Iteration 11Q: 3 clusters Score -85169.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -85194.703125 Penalty: 3318.657715 Iteration 12Q: 3 clusters Score -85194.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -85256.367188 Penalty: 3318.657715 Iteration 13Q: 3 clusters Score -85256.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -85269.937500 Penalty: 3318.657715 Iteration 14Q: 3 clusters Score -85269.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -85269.937500 Penalty: 3318.657715 Iteration 15F: 3 clusters Score -85269.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14513 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26939 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156505 members Mstep: Class 19 contains 451 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 844 members Mstep: Class 25 contains 354 members Entering Unmasked Estep Score: -52030700.000000 Penalty: 80461.242188 Splitting cluster 19 changes total score from -52031508.000000 to -52030700.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (8377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Entering Unmasked Estep Score: -979882.125000 Penalty: 2240.244873 Iteration 0F: 2 clusters Score -979882.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -973182.750000 Penalty: 4480.489746 Iteration 0F: 3 clusters Score -973182.8 nChanged 3433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -975076.125000 Penalty: 4480.489746 Iteration 1F: 3 clusters Score -975076.1 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -975421.625000 Penalty: 4480.489746 Iteration 2F: 3 clusters Score -975421.6 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -975673.812500 Penalty: 4480.489746 Iteration 3F: 3 clusters Score -975673.8 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -975860.875000 Penalty: 4480.489746 Iteration 4Q: 3 clusters Score -975860.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -975993.625000 Penalty: 4480.489746 Iteration 5Q: 3 clusters Score -975993.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -976106.625000 Penalty: 4480.489746 Iteration 6Q: 3 clusters Score -976106.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -976201.375000 Penalty: 4480.489746 Iteration 7Q: 3 clusters Score -976201.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -976280.500000 Penalty: 4480.489746 Iteration 8Q: 3 clusters Score -976280.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -976338.125000 Penalty: 4480.489746 Iteration 9Q: 3 clusters Score -976338.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -976402.375000 Penalty: 4480.489746 Iteration 10Q: 3 clusters Score -976402.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -976474.500000 Penalty: 4480.489746 Iteration 11Q: 3 clusters Score -976474.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -976558.500000 Penalty: 4480.489746 Iteration 12Q: 3 clusters Score -976558.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -976656.062500 Penalty: 4480.489746 Iteration 13Q: 3 clusters Score -976656.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -976739.000000 Penalty: 4480.489746 Iteration 14Q: 3 clusters Score -976739 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -976806.375000 Penalty: 4480.489746 Iteration 15Q: 3 clusters Score -976806.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -976862.750000 Penalty: 4480.489746 Iteration 16Q: 3 clusters Score -976862.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -976931.187500 Penalty: 4480.489746 Iteration 17Q: 3 clusters Score -976931.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -977008.687500 Penalty: 4480.489746 Iteration 18Q: 3 clusters Score -977008.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -977101.500000 Penalty: 4480.489746 Iteration 19Q: 3 clusters Score -977101.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -977238.437500 Penalty: 4480.489746 Iteration 20F: 3 clusters Score -977238.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -977398.375000 Penalty: 4480.489746 Iteration 21Q: 3 clusters Score -977398.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -977593.812500 Penalty: 4480.489746 Iteration 22Q: 3 clusters Score -977593.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -977748.812500 Penalty: 4480.489746 Iteration 23Q: 3 clusters Score -977748.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -977913.812500 Penalty: 4480.489746 Iteration 24Q: 3 clusters Score -977913.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -978051.937500 Penalty: 4480.489746 Iteration 25Q: 3 clusters Score -978051.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -978159.187500 Penalty: 4480.489746 Iteration 26Q: 3 clusters Score -978159.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -978247.500000 Penalty: 4480.489746 Iteration 27Q: 3 clusters Score -978247.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -978309.750000 Penalty: 4480.489746 Iteration 28Q: 3 clusters Score -978309.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -978359.125000 Penalty: 4480.489746 Iteration 29Q: 3 clusters Score -978359.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -978405.437500 Penalty: 4480.489746 Iteration 30Q: 3 clusters Score -978405.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -978438.562500 Penalty: 4480.489746 Iteration 31Q: 3 clusters Score -978438.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -978467.000000 Penalty: 4480.489746 Iteration 32Q: 3 clusters Score -978467 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -978499.375000 Penalty: 4480.489746 Iteration 33Q: 3 clusters Score -978499.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -978527.375000 Penalty: 4480.489746 Iteration 34Q: 3 clusters Score -978527.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -978557.625000 Penalty: 4480.489746 Iteration 35Q: 3 clusters Score -978557.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -978577.937500 Penalty: 4480.489746 Iteration 36Q: 3 clusters Score -978577.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -978593.500000 Penalty: 4480.489746 Iteration 37Q: 3 clusters Score -978593.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -978604.125000 Penalty: 4480.489746 Iteration 38Q: 3 clusters Score -978604.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -978613.187500 Penalty: 4480.489746 Iteration 39Q: 3 clusters Score -978613.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -978624.125000 Penalty: 4480.489746 Iteration 40F: 3 clusters Score -978624.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -978634.875000 Penalty: 4480.489746 Iteration 41Q: 3 clusters Score -978634.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -978643.937500 Penalty: 4480.489746 Iteration 42Q: 3 clusters Score -978643.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -978652.875000 Penalty: 4480.489746 Iteration 43Q: 3 clusters Score -978652.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -978656.625000 Penalty: 4480.489746 Iteration 44Q: 3 clusters Score -978656.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -978661.000000 Penalty: 4480.489746 Iteration 45Q: 3 clusters Score -978661 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -978665.750000 Penalty: 4480.489746 Iteration 46Q: 3 clusters Score -978665.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -978667.687500 Penalty: 4480.489746 Iteration 47Q: 3 clusters Score -978667.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -978671.125000 Penalty: 4480.489746 Iteration 48Q: 3 clusters Score -978671.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -978673.187500 Penalty: 4480.489746 Iteration 49Q: 3 clusters Score -978673.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -978672.625000 Penalty: 4480.489746 Iteration 50Q: 3 clusters Score -978672.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -978672.375000 Penalty: 4480.489746 Iteration 51Q: 3 clusters Score -978672.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -978673.125000 Penalty: 4480.489746 Iteration 52Q: 3 clusters Score -978673.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -978673.625000 Penalty: 4480.489746 Iteration 53Q: 3 clusters Score -978673.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -978672.750000 Penalty: 4480.489746 Iteration 54Q: 3 clusters Score -978672.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -978672.750000 Penalty: 4480.489746 Iteration 55F: 3 clusters Score -978672.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Entering Unmasked Estep Score: -496584.156250 Penalty: 2063.410889 Iteration 0F: 2 clusters Score -496584.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -492629.187500 Penalty: 4126.821777 Iteration 0F: 3 clusters Score -492629.2 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -493551.281250 Penalty: 4126.821777 Iteration 1F: 3 clusters Score -493551.3 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -493765.937500 Penalty: 4126.821777 Iteration 2F: 3 clusters Score -493765.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -493901.250000 Penalty: 4126.821777 Iteration 3Q: 3 clusters Score -493901.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -494015.812500 Penalty: 4126.821777 Iteration 4Q: 3 clusters Score -494015.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -494095.375000 Penalty: 4126.821777 Iteration 5Q: 3 clusters Score -494095.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -494162.187500 Penalty: 4126.821777 Iteration 6Q: 3 clusters Score -494162.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -494222.218750 Penalty: 4126.821777 Iteration 7Q: 3 clusters Score -494222.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -494275.625000 Penalty: 4126.821777 Iteration 8Q: 3 clusters Score -494275.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -494322.656250 Penalty: 4126.821777 Iteration 9Q: 3 clusters Score -494322.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -494353.031250 Penalty: 4126.821777 Iteration 10Q: 3 clusters Score -494353 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -494376.156250 Penalty: 4126.821777 Iteration 11Q: 3 clusters Score -494376.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -494395.531250 Penalty: 4126.821777 Iteration 12Q: 3 clusters Score -494395.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -494412.781250 Penalty: 4126.821777 Iteration 13Q: 3 clusters Score -494412.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -494423.093750 Penalty: 4126.821777 Iteration 14Q: 3 clusters Score -494423.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -494432.000000 Penalty: 4126.821777 Iteration 15Q: 3 clusters Score -494432 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -494441.781250 Penalty: 4126.821777 Iteration 16Q: 3 clusters Score -494441.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -494455.968750 Penalty: 4126.821777 Iteration 17Q: 3 clusters Score -494456 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -494466.843750 Penalty: 4126.821777 Iteration 18Q: 3 clusters Score -494466.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -494477.062500 Penalty: 4126.821777 Iteration 19Q: 3 clusters Score -494477.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -494487.781250 Penalty: 4126.821777 Iteration 20F: 3 clusters Score -494487.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -494496.750000 Penalty: 4126.821777 Iteration 21Q: 3 clusters Score -494496.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -494504.750000 Penalty: 4126.821777 Iteration 22Q: 3 clusters Score -494504.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -494511.187500 Penalty: 4126.821777 Iteration 23Q: 3 clusters Score -494511.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -494519.531250 Penalty: 4126.821777 Iteration 24Q: 3 clusters Score -494519.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -494529.781250 Penalty: 4126.821777 Iteration 25Q: 3 clusters Score -494529.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -494537.343750 Penalty: 4126.821777 Iteration 26Q: 3 clusters Score -494537.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -494543.875000 Penalty: 4126.821777 Iteration 27Q: 3 clusters Score -494543.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -494550.812500 Penalty: 4126.821777 Iteration 28Q: 3 clusters Score -494550.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -494557.875000 Penalty: 4126.821777 Iteration 29Q: 3 clusters Score -494557.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -494563.968750 Penalty: 4126.821777 Iteration 30Q: 3 clusters Score -494564 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -494568.656250 Penalty: 4126.821777 Iteration 31Q: 3 clusters Score -494568.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -494574.281250 Penalty: 4126.821777 Iteration 32Q: 3 clusters Score -494574.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -494580.250000 Penalty: 4126.821777 Iteration 33Q: 3 clusters Score -494580.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -494584.937500 Penalty: 4126.821777 Iteration 34Q: 3 clusters Score -494584.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -494590.125000 Penalty: 4126.821777 Iteration 35Q: 3 clusters Score -494590.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -494591.593750 Penalty: 4126.821777 Iteration 36Q: 3 clusters Score -494591.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -494595.593750 Penalty: 4126.821777 Iteration 37Q: 3 clusters Score -494595.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -494599.875000 Penalty: 4126.821777 Iteration 38Q: 3 clusters Score -494599.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -494602.468750 Penalty: 4126.821777 Iteration 39Q: 3 clusters Score -494602.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -494603.406250 Penalty: 4126.821777 Iteration 40F: 3 clusters Score -494603.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -494606.968750 Penalty: 4126.821777 Iteration 41Q: 3 clusters Score -494607 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -494609.656250 Penalty: 4126.821777 Iteration 42Q: 3 clusters Score -494609.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -494614.656250 Penalty: 4126.821777 Iteration 43Q: 3 clusters Score -494614.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -494620.906250 Penalty: 4126.821777 Iteration 44Q: 3 clusters Score -494620.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -494628.937500 Penalty: 4126.821777 Iteration 45Q: 3 clusters Score -494628.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -494633.375000 Penalty: 4126.821777 Iteration 46Q: 3 clusters Score -494633.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -494635.218750 Penalty: 4126.821777 Iteration 47Q: 3 clusters Score -494635.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -494636.437500 Penalty: 4126.821777 Iteration 48Q: 3 clusters Score -494636.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -494635.875000 Penalty: 4126.821777 Iteration 49Q: 3 clusters Score -494635.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -494638.000000 Penalty: 4126.821777 Iteration 50Q: 3 clusters Score -494638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -494637.062500 Penalty: 4126.821777 Iteration 51Q: 3 clusters Score -494637.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -494637.656250 Penalty: 4126.821777 Iteration 52Q: 3 clusters Score -494637.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -494637.625000 Penalty: 4126.821777 Iteration 53Q: 3 clusters Score -494637.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -494638.500000 Penalty: 4126.821777 Iteration 54Q: 3 clusters Score -494638.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -494638.562500 Penalty: 4126.821777 Iteration 55Q: 3 clusters Score -494638.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -494640.000000 Penalty: 4126.821777 Iteration 56Q: 3 clusters Score -494640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -494640.343750 Penalty: 4126.821777 Iteration 57Q: 3 clusters Score -494640.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -494640.343750 Penalty: 4126.821777 Iteration 58F: 3 clusters Score -494640.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -123408.867188 Penalty: 1724.039551 Iteration 0F: 2 clusters Score -123408.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -121457.085938 Penalty: 3448.079102 Iteration 0F: 3 clusters Score -121457.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -121796.796875 Penalty: 3448.079102 Iteration 1F: 3 clusters Score -121796.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -121909.992188 Penalty: 3448.079102 Iteration 2F: 3 clusters Score -121910 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -121979.281250 Penalty: 3448.079102 Iteration 3Q: 3 clusters Score -121979.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -122031.031250 Penalty: 3448.079102 Iteration 4Q: 3 clusters Score -122031 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -122078.742188 Penalty: 3448.079102 Iteration 5Q: 3 clusters Score -122078.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -122130.046875 Penalty: 3448.079102 Iteration 6Q: 3 clusters Score -122130 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -122171.359375 Penalty: 3448.079102 Iteration 7Q: 3 clusters Score -122171.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -122203.070312 Penalty: 3448.079102 Iteration 8Q: 3 clusters Score -122203.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -122236.046875 Penalty: 3448.079102 Iteration 9Q: 3 clusters Score -122236 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -122267.664062 Penalty: 3448.079102 Iteration 10Q: 3 clusters Score -122267.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -122301.578125 Penalty: 3448.079102 Iteration 11Q: 3 clusters Score -122301.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -122314.687500 Penalty: 3448.079102 Iteration 12Q: 3 clusters Score -122314.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -122328.164062 Penalty: 3448.079102 Iteration 13Q: 3 clusters Score -122328.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -122342.750000 Penalty: 3448.079102 Iteration 14Q: 3 clusters Score -122342.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -122348.093750 Penalty: 3448.079102 Iteration 15Q: 3 clusters Score -122348.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -122349.906250 Penalty: 3448.079102 Iteration 16Q: 3 clusters Score -122349.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -122350.898438 Penalty: 3448.079102 Iteration 17Q: 3 clusters Score -122350.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -122352.726562 Penalty: 3448.079102 Iteration 18Q: 3 clusters Score -122352.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -122353.289062 Penalty: 3448.079102 Iteration 19Q: 3 clusters Score -122353.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -122353.289062 Penalty: 3448.079102 Iteration 20F: 3 clusters Score -122353.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Entering Unmasked Estep Score: -135272.812500 Penalty: 1742.553833 Iteration 0F: 2 clusters Score -135272.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -133230.000000 Penalty: 3485.107666 Iteration 0F: 3 clusters Score -133230 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -133528.140625 Penalty: 3485.107666 Iteration 1F: 3 clusters Score -133528.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -133637.468750 Penalty: 3485.107666 Iteration 2F: 3 clusters Score -133637.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -133697.140625 Penalty: 3485.107666 Iteration 3Q: 3 clusters Score -133697.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -133730.671875 Penalty: 3485.107666 Iteration 4Q: 3 clusters Score -133730.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -133763.156250 Penalty: 3485.107666 Iteration 5Q: 3 clusters Score -133763.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -133794.468750 Penalty: 3485.107666 Iteration 6Q: 3 clusters Score -133794.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -133814.828125 Penalty: 3485.107666 Iteration 7Q: 3 clusters Score -133814.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -133863.500000 Penalty: 3485.107666 Iteration 8Q: 3 clusters Score -133863.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -133913.125000 Penalty: 3485.107666 Iteration 9Q: 3 clusters Score -133913.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -133969.359375 Penalty: 3485.107666 Iteration 10Q: 3 clusters Score -133969.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -134026.031250 Penalty: 3485.107666 Iteration 11Q: 3 clusters Score -134026 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -134071.406250 Penalty: 3485.107666 Iteration 12Q: 3 clusters Score -134071.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -134101.718750 Penalty: 3485.107666 Iteration 13Q: 3 clusters Score -134101.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -134121.812500 Penalty: 3485.107666 Iteration 14Q: 3 clusters Score -134121.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -134140.968750 Penalty: 3485.107666 Iteration 15Q: 3 clusters Score -134141 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -134157.671875 Penalty: 3485.107666 Iteration 16Q: 3 clusters Score -134157.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -134165.515625 Penalty: 3485.107666 Iteration 17Q: 3 clusters Score -134165.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -134175.828125 Penalty: 3485.107666 Iteration 18Q: 3 clusters Score -134175.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -134181.218750 Penalty: 3485.107666 Iteration 19Q: 3 clusters Score -134181.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -134189.125000 Penalty: 3485.107666 Iteration 20F: 3 clusters Score -134189.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -134200.343750 Penalty: 3485.107666 Iteration 21Q: 3 clusters Score -134200.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -134204.078125 Penalty: 3485.107666 Iteration 22Q: 3 clusters Score -134204.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -134211.453125 Penalty: 3485.107666 Iteration 23Q: 3 clusters Score -134211.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -134217.312500 Penalty: 3485.107666 Iteration 24Q: 3 clusters Score -134217.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -134219.890625 Penalty: 3485.107666 Iteration 25Q: 3 clusters Score -134219.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -134220.750000 Penalty: 3485.107666 Iteration 26Q: 3 clusters Score -134220.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -134221.562500 Penalty: 3485.107666 Iteration 27Q: 3 clusters Score -134221.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -134224.437500 Penalty: 3485.107666 Iteration 28Q: 3 clusters Score -134224.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -134224.437500 Penalty: 3485.107666 Iteration 29F: 3 clusters Score -134224.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Entering Unmasked Estep Score: -87187.601562 Penalty: 1671.061768 Iteration 0F: 2 clusters Score -87187.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -85479.476562 Penalty: 3342.123535 Iteration 0F: 3 clusters Score -85479.48 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -85865.250000 Penalty: 3342.123535 Iteration 1F: 3 clusters Score -85865.25 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -86056.195312 Penalty: 3342.123535 Iteration 2F: 3 clusters Score -86056.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -86331.257812 Penalty: 3342.123535 Iteration 3F: 3 clusters Score -86331.26 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -86676.984375 Penalty: 3342.123535 Iteration 4F: 3 clusters Score -86676.98 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -86929.359375 Penalty: 3342.123535 Iteration 5F: 3 clusters Score -86929.36 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -87053.960938 Penalty: 3342.123535 Iteration 6Q: 3 clusters Score -87053.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -87178.320312 Penalty: 3342.123535 Iteration 7Q: 3 clusters Score -87178.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -87250.492188 Penalty: 3342.123535 Iteration 8Q: 3 clusters Score -87250.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -87281.500000 Penalty: 3342.123535 Iteration 9Q: 3 clusters Score -87281.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -87285.203125 Penalty: 3342.123535 Iteration 10Q: 3 clusters Score -87285.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -87290.953125 Penalty: 3342.123535 Iteration 11Q: 3 clusters Score -87290.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -87296.429688 Penalty: 3342.123535 Iteration 12Q: 3 clusters Score -87296.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -87302.070312 Penalty: 3342.123535 Iteration 13Q: 3 clusters Score -87302.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -87311.359375 Penalty: 3342.123535 Iteration 14Q: 3 clusters Score -87311.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -87331.843750 Penalty: 3342.123535 Iteration 15Q: 3 clusters Score -87331.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -87341.546875 Penalty: 3342.123535 Iteration 16Q: 3 clusters Score -87341.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -87344.445312 Penalty: 3342.123535 Iteration 17Q: 3 clusters Score -87344.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -87344.445312 Penalty: 3342.123535 Iteration 18F: 3 clusters Score -87344.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 59640 members Mstep: Class 5 contains 14513 members Mstep: Class 6 contains 4199 members Mstep: Class 7 contains 8339 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 26939 members Mstep: Class 10 contains 12808 members Mstep: Class 11 contains 42711 members Mstep: Class 12 contains 2481 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 41038 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 24388 members Mstep: Class 18 contains 156505 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 8377 members Mstep: Class 21 contains 4106 members Mstep: Class 22 contains 1045 members Mstep: Class 23 contains 1126 members Mstep: Class 24 contains 682 members Mstep: Class 25 contains 162 members Entering Unmasked Estep Score: -52030184.000000 Penalty: 80461.242188 Splitting cluster 24 changes total score from -52031508.000000 to -52030184.000000 So it's not getting split. --- Evaluating fit on full set of 1297867 points --- Entering Unmasked Estep Score: -156225040.000000 Penalty: 83781.734375 22->25 Clusters: Score -156225040.000000, best is -156250624.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 432622 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19388 members Mstep: Class 2 contains 19675 members Mstep: Class 3 contains 19527 members Mstep: Class 4 contains 19710 members Mstep: Class 5 contains 19481 members Mstep: Class 6 contains 19538 members Mstep: Class 7 contains 19864 members Mstep: Class 8 contains 19591 members Mstep: Class 9 contains 19897 members Mstep: Class 10 contains 19614 members Mstep: Class 11 contains 19844 members Mstep: Class 12 contains 19935 members Mstep: Class 13 contains 19766 members Mstep: Class 14 contains 19640 members Mstep: Class 15 contains 19569 members Mstep: Class 16 contains 19438 members Mstep: Class 17 contains 19740 members Mstep: Class 18 contains 19653 members Mstep: Class 19 contains 20049 members Mstep: Class 20 contains 19566 members Mstep: Class 21 contains 19430 members Mstep: Class 22 contains 19707 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 275.014648 but Gain 3218.453125 Score: -48779312.000000 Penalty: 67587.437500 Iteration 0F: 22 clusters Score -4.877931e+07 nChanged 410963 Entering Unmasked Mstep Mstep: Class 0 contains 2077 members Mstep: Class 2 contains 13843 members Mstep: Class 3 contains 4393 members Mstep: Class 4 contains 17716 members Mstep: Class 5 contains 13200 members Mstep: Class 6 contains 13533 members Mstep: Class 7 contains 5172 members Mstep: Class 8 contains 14042 members Mstep: Class 9 contains 123659 members Mstep: Class 10 contains 5407 members Mstep: Class 11 contains 59881 members Mstep: Class 12 contains 20426 members Mstep: Class 13 contains 16527 members Mstep: Class 14 contains 14342 members Mstep: Class 15 contains 33927 members Mstep: Class 16 contains 11158 members Mstep: Class 17 contains 17505 members Mstep: Class 18 contains 10210 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 5891 members Mstep: Class 21 contains 15046 members Mstep: Class 22 contains 10434 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2894.323975 but Gain 3218.445312 Score: -50718364.000000 Penalty: 64368.992188 Iteration 1F: 21 clusters Score -5.071836e+07 nChanged 177468 Entering Unmasked Mstep Mstep: Class 0 contains 1817 members Mstep: Class 2 contains 8137 members Mstep: Class 3 contains 7147 members Mstep: Class 4 contains 10363 members Mstep: Class 5 contains 7932 members Mstep: Class 6 contains 8036 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 15106 members Mstep: Class 9 contains 179532 members Mstep: Class 11 contains 67431 members Mstep: Class 12 contains 14940 members Mstep: Class 13 contains 8775 members Mstep: Class 14 contains 11686 members Mstep: Class 15 contains 30317 members Mstep: Class 16 contains 6411 members Mstep: Class 17 contains 13897 members Mstep: Class 18 contains 8106 members Mstep: Class 19 contains 3285 members Mstep: Class 20 contains 3808 members Mstep: Class 21 contains 17319 members Mstep: Class 22 contains 6247 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2823.863037 but Gain 3218.449219 Score: -51211944.000000 Penalty: 61150.542969 Iteration 2F: 20 clusters Score -5.121194e+07 nChanged 116680 Entering Unmasked Mstep Mstep: Class 0 contains 909 members Mstep: Class 2 contains 5239 members Mstep: Class 3 contains 10423 members Mstep: Class 4 contains 5473 members Mstep: Class 5 contains 3571 members Mstep: Class 6 contains 4301 members Mstep: Class 7 contains 1901 members Mstep: Class 8 contains 11900 members Mstep: Class 9 contains 217586 members Mstep: Class 11 contains 47994 members Mstep: Class 12 contains 19096 members Mstep: Class 13 contains 6413 members Mstep: Class 14 contains 10683 members Mstep: Class 15 contains 29547 members Mstep: Class 16 contains 3769 members Mstep: Class 17 contains 14494 members Mstep: Class 18 contains 6497 members Mstep: Class 20 contains 2199 members Mstep: Class 21 contains 25644 members Mstep: Class 22 contains 4983 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 2270.064453 but Gain 3218.449219 Score: -51546084.000000 Penalty: 57932.093750 Iteration 3F: 19 clusters Score -5.154608e+07 nChanged 74820 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 3974 members Mstep: Class 3 contains 12351 members Mstep: Class 4 contains 4463 members Mstep: Class 6 contains 2897 members Mstep: Class 7 contains 1602 members Mstep: Class 8 contains 9178 members Mstep: Class 9 contains 235776 members Mstep: Class 11 contains 29547 members Mstep: Class 12 contains 22428 members Mstep: Class 13 contains 5806 members Mstep: Class 14 contains 12334 members Mstep: Class 15 contains 31290 members Mstep: Class 16 contains 2963 members Mstep: Class 17 contains 14712 members Mstep: Class 18 contains 5769 members Mstep: Class 20 contains 1747 members Mstep: Class 21 contains 30931 members Mstep: Class 22 contains 4805 members Entering Unmasked Estep ConsiderDeletion Score: -51680164.000000 Penalty: 57932.093750 Iteration 4F: 19 clusters Score -5.168016e+07 nChanged 47981 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 3709 members Mstep: Class 3 contains 12674 members Mstep: Class 4 contains 4123 members Mstep: Class 6 contains 2338 members Mstep: Class 7 contains 1412 members Mstep: Class 8 contains 7217 members Mstep: Class 9 contains 236526 members Mstep: Class 11 contains 17644 members Mstep: Class 12 contains 24500 members Mstep: Class 13 contains 5222 members Mstep: Class 14 contains 15984 members Mstep: Class 15 contains 36551 members Mstep: Class 16 contains 2991 members Mstep: Class 17 contains 14469 members Mstep: Class 18 contains 6035 members Mstep: Class 20 contains 1685 members Mstep: Class 21 contains 34616 members Mstep: Class 22 contains 4896 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 3159.039551 but Gain 3218.453125 Score: -51757888.000000 Penalty: 54713.640625 Iteration 5F: 18 clusters Score -5.175789e+07 nChanged 39081 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 2 contains 4179 members Mstep: Class 3 contains 12448 members Mstep: Class 4 contains 3975 members Mstep: Class 7 contains 1374 members Mstep: Class 8 contains 5701 members Mstep: Class 9 contains 231374 members Mstep: Class 11 contains 9736 members Mstep: Class 12 contains 26421 members Mstep: Class 13 contains 5029 members Mstep: Class 14 contains 20595 members Mstep: Class 15 contains 41840 members Mstep: Class 16 contains 3533 members Mstep: Class 17 contains 14034 members Mstep: Class 18 contains 6966 members Mstep: Class 20 contains 1702 members Mstep: Class 21 contains 38374 members Mstep: Class 22 contains 5316 members Entering Unmasked Estep ConsiderDeletion Score: -51821212.000000 Penalty: 54713.640625 Iteration 6F: 18 clusters Score -5.182121e+07 nChanged 26261 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 4910 members Mstep: Class 3 contains 12446 members Mstep: Class 4 contains 3602 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 4694 members Mstep: Class 9 contains 225570 members Mstep: Class 11 contains 5327 members Mstep: Class 12 contains 27071 members Mstep: Class 13 contains 4809 members Mstep: Class 14 contains 24412 members Mstep: Class 15 contains 44676 members Mstep: Class 16 contains 4103 members Mstep: Class 17 contains 13368 members Mstep: Class 18 contains 7582 members Mstep: Class 20 contains 1712 members Mstep: Class 21 contains 41055 members Mstep: Class 22 contains 5890 members Entering Unmasked Estep ConsiderDeletion Score: -51852448.000000 Penalty: 54713.640625 Iteration 7F: 18 clusters Score -5.185245e+07 nChanged 17299 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 5584 members Mstep: Class 3 contains 12672 members Mstep: Class 4 contains 3274 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 3943 members Mstep: Class 9 contains 221005 members Mstep: Class 11 contains 3451 members Mstep: Class 12 contains 27054 members Mstep: Class 13 contains 4741 members Mstep: Class 14 contains 27644 members Mstep: Class 15 contains 45587 members Mstep: Class 16 contains 4708 members Mstep: Class 17 contains 12860 members Mstep: Class 18 contains 8127 members Mstep: Class 20 contains 1731 members Mstep: Class 21 contains 42346 members Mstep: Class 22 contains 6500 members Entering Unmasked Estep ConsiderDeletion Score: -51867188.000000 Penalty: 54713.640625 Iteration 8Q: 18 clusters Score -5.186719e+07 nChanged 11968 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 5936 members Mstep: Class 3 contains 13041 members Mstep: Class 4 contains 2975 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 3365 members Mstep: Class 9 contains 217305 members Mstep: Class 11 contains 2729 members Mstep: Class 12 contains 26828 members Mstep: Class 13 contains 4776 members Mstep: Class 14 contains 30381 members Mstep: Class 15 contains 45775 members Mstep: Class 16 contains 5277 members Mstep: Class 17 contains 12554 members Mstep: Class 18 contains 8493 members Mstep: Class 20 contains 1745 members Mstep: Class 21 contains 42957 members Mstep: Class 22 contains 7090 members Entering Unmasked Estep ConsiderDeletion Score: -51875780.000000 Penalty: 54713.640625 Iteration 9Q: 18 clusters Score -5.187578e+07 nChanged 9277 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 6125 members Mstep: Class 3 contains 13365 members Mstep: Class 4 contains 2776 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 2963 members Mstep: Class 9 contains 214160 members Mstep: Class 11 contains 2449 members Mstep: Class 12 contains 26563 members Mstep: Class 13 contains 4884 members Mstep: Class 14 contains 32734 members Mstep: Class 15 contains 45748 members Mstep: Class 16 contains 5717 members Mstep: Class 17 contains 12387 members Mstep: Class 18 contains 8736 members Mstep: Class 20 contains 1756 members Mstep: Class 21 contains 43252 members Mstep: Class 22 contains 7612 members Entering Unmasked Estep ConsiderDeletion Score: -51881516.000000 Penalty: 54713.640625 Iteration 10Q: 18 clusters Score -5.188152e+07 nChanged 7372 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 6219 members Mstep: Class 3 contains 13633 members Mstep: Class 4 contains 2656 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 2658 members Mstep: Class 9 contains 211437 members Mstep: Class 11 contains 2330 members Mstep: Class 12 contains 26316 members Mstep: Class 13 contains 5094 members Mstep: Class 14 contains 34781 members Mstep: Class 15 contains 45633 members Mstep: Class 16 contains 6090 members Mstep: Class 17 contains 12244 members Mstep: Class 18 contains 8911 members Mstep: Class 20 contains 1756 members Mstep: Class 21 contains 43401 members Mstep: Class 22 contains 8068 members Entering Unmasked Estep ConsiderDeletion Score: -51885224.000000 Penalty: 54713.640625 Iteration 11Q: 18 clusters Score -5.188522e+07 nChanged 6169 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 6276 members Mstep: Class 3 contains 13818 members Mstep: Class 4 contains 2585 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 2397 members Mstep: Class 9 contains 209142 members Mstep: Class 11 contains 2295 members Mstep: Class 12 contains 26078 members Mstep: Class 13 contains 5323 members Mstep: Class 14 contains 36572 members Mstep: Class 15 contains 45507 members Mstep: Class 16 contains 6376 members Mstep: Class 17 contains 12136 members Mstep: Class 18 contains 9055 members Mstep: Class 20 contains 1756 members Mstep: Class 21 contains 43481 members Mstep: Class 22 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -51887640.000000 Penalty: 54713.640625 Iteration 12Q: 18 clusters Score -5.188764e+07 nChanged 5199 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 6297 members Mstep: Class 3 contains 13948 members Mstep: Class 4 contains 2535 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 2157 members Mstep: Class 9 contains 207128 members Mstep: Class 11 contains 2321 members Mstep: Class 12 contains 25888 members Mstep: Class 13 contains 5514 members Mstep: Class 14 contains 38160 members Mstep: Class 15 contains 45393 members Mstep: Class 16 contains 6584 members Mstep: Class 17 contains 12092 members Mstep: Class 18 contains 9179 members Mstep: Class 20 contains 1760 members Mstep: Class 21 contains 43533 members Mstep: Class 22 contains 8738 members Entering Unmasked Estep ConsiderDeletion Score: -51889872.000000 Penalty: 54713.640625 Iteration 13Q: 18 clusters Score -5.188987e+07 nChanged 4481 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 6310 members Mstep: Class 3 contains 14035 members Mstep: Class 4 contains 2533 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1935 members Mstep: Class 9 contains 205383 members Mstep: Class 11 contains 2356 members Mstep: Class 12 contains 25714 members Mstep: Class 13 contains 5670 members Mstep: Class 14 contains 39548 members Mstep: Class 15 contains 45315 members Mstep: Class 16 contains 6785 members Mstep: Class 17 contains 12025 members Mstep: Class 18 contains 9321 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43554 members Mstep: Class 22 contains 8982 members Entering Unmasked Estep ConsiderDeletion Score: -51891576.000000 Penalty: 54713.640625 Iteration 14Q: 18 clusters Score -5.189158e+07 nChanged 3982 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6318 members Mstep: Class 3 contains 14052 members Mstep: Class 4 contains 2555 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1766 members Mstep: Class 9 contains 203800 members Mstep: Class 11 contains 2377 members Mstep: Class 12 contains 25542 members Mstep: Class 13 contains 5806 members Mstep: Class 14 contains 40851 members Mstep: Class 15 contains 45283 members Mstep: Class 16 contains 6935 members Mstep: Class 17 contains 11950 members Mstep: Class 18 contains 9458 members Mstep: Class 20 contains 1759 members Mstep: Class 21 contains 43569 members Mstep: Class 22 contains 9205 members Entering Unmasked Estep ConsiderDeletion Score: -51892964.000000 Penalty: 54713.640625 Iteration 15Q: 18 clusters Score -5.189296e+07 nChanged 3479 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6338 members Mstep: Class 3 contains 14004 members Mstep: Class 4 contains 2571 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1655 members Mstep: Class 9 contains 202315 members Mstep: Class 11 contains 2378 members Mstep: Class 12 contains 25407 members Mstep: Class 13 contains 5951 members Mstep: Class 14 contains 42108 members Mstep: Class 15 contains 45301 members Mstep: Class 16 contains 7036 members Mstep: Class 17 contains 11853 members Mstep: Class 18 contains 9574 members Mstep: Class 20 contains 1759 members Mstep: Class 21 contains 43593 members Mstep: Class 22 contains 9383 members Entering Unmasked Estep ConsiderDeletion Score: -51893808.000000 Penalty: 54713.640625 Iteration 16Q: 18 clusters Score -5.189381e+07 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6357 members Mstep: Class 3 contains 13937 members Mstep: Class 4 contains 2592 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1574 members Mstep: Class 9 contains 200984 members Mstep: Class 11 contains 2364 members Mstep: Class 12 contains 25301 members Mstep: Class 13 contains 6105 members Mstep: Class 14 contains 43281 members Mstep: Class 15 contains 45339 members Mstep: Class 16 contains 7110 members Mstep: Class 17 contains 11728 members Mstep: Class 18 contains 9687 members Mstep: Class 20 contains 1759 members Mstep: Class 21 contains 43601 members Mstep: Class 22 contains 9507 members Entering Unmasked Estep ConsiderDeletion Score: -51894720.000000 Penalty: 54713.640625 Iteration 17Q: 18 clusters Score -5.189472e+07 nChanged 2682 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6362 members Mstep: Class 3 contains 13808 members Mstep: Class 4 contains 2630 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1505 members Mstep: Class 9 contains 199830 members Mstep: Class 11 contains 2360 members Mstep: Class 12 contains 25219 members Mstep: Class 13 contains 6276 members Mstep: Class 14 contains 44354 members Mstep: Class 15 contains 45397 members Mstep: Class 16 contains 7156 members Mstep: Class 17 contains 11592 members Mstep: Class 18 contains 9798 members Mstep: Class 20 contains 1762 members Mstep: Class 21 contains 43595 members Mstep: Class 22 contains 9582 members Entering Unmasked Estep ConsiderDeletion Score: -51895740.000000 Penalty: 54713.640625 Iteration 18Q: 18 clusters Score -5.189574e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6381 members Mstep: Class 3 contains 13641 members Mstep: Class 4 contains 2667 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 198719 members Mstep: Class 11 contains 2354 members Mstep: Class 12 contains 25161 members Mstep: Class 13 contains 6471 members Mstep: Class 14 contains 45414 members Mstep: Class 15 contains 45462 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 11376 members Mstep: Class 18 contains 9897 members Mstep: Class 20 contains 1762 members Mstep: Class 21 contains 43609 members Mstep: Class 22 contains 9666 members Entering Unmasked Estep ConsiderDeletion Score: -51896716.000000 Penalty: 54713.640625 Iteration 19Q: 18 clusters Score -5.189672e+07 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6388 members Mstep: Class 3 contains 13468 members Mstep: Class 4 contains 2697 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1382 members Mstep: Class 9 contains 197663 members Mstep: Class 11 contains 2346 members Mstep: Class 12 contains 25104 members Mstep: Class 13 contains 6695 members Mstep: Class 14 contains 46401 members Mstep: Class 15 contains 45559 members Mstep: Class 16 contains 7249 members Mstep: Class 17 contains 11142 members Mstep: Class 18 contains 10002 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43614 members Mstep: Class 22 contains 9755 members Entering Unmasked Estep ConsiderDeletion Score: -51897812.000000 Penalty: 54713.640625 Iteration 20F: 18 clusters Score -5.189781e+07 nChanged 2603 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6386 members Mstep: Class 3 contains 13242 members Mstep: Class 4 contains 2751 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1332 members Mstep: Class 9 contains 196639 members Mstep: Class 11 contains 2375 members Mstep: Class 12 contains 25036 members Mstep: Class 13 contains 6980 members Mstep: Class 14 contains 47344 members Mstep: Class 15 contains 45674 members Mstep: Class 16 contains 7288 members Mstep: Class 17 contains 10884 members Mstep: Class 18 contains 10104 members Mstep: Class 20 contains 1755 members Mstep: Class 21 contains 43620 members Mstep: Class 22 contains 9816 members Entering Unmasked Estep ConsiderDeletion Score: -51899044.000000 Penalty: 54713.640625 Iteration 21Q: 18 clusters Score -5.189904e+07 nChanged 2732 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6382 members Mstep: Class 3 contains 13018 members Mstep: Class 4 contains 2788 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1293 members Mstep: Class 9 contains 195645 members Mstep: Class 11 contains 2372 members Mstep: Class 12 contains 24982 members Mstep: Class 13 contains 7391 members Mstep: Class 14 contains 48291 members Mstep: Class 15 contains 45778 members Mstep: Class 16 contains 7329 members Mstep: Class 17 contains 10503 members Mstep: Class 18 contains 10220 members Mstep: Class 20 contains 1751 members Mstep: Class 21 contains 43606 members Mstep: Class 22 contains 9877 members Entering Unmasked Estep ConsiderDeletion Score: -51900372.000000 Penalty: 54713.640625 Iteration 22Q: 18 clusters Score -5.190037e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6375 members Mstep: Class 3 contains 12790 members Mstep: Class 4 contains 2812 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1267 members Mstep: Class 9 contains 194692 members Mstep: Class 11 contains 2360 members Mstep: Class 12 contains 24937 members Mstep: Class 13 contains 7832 members Mstep: Class 14 contains 49206 members Mstep: Class 15 contains 45901 members Mstep: Class 16 contains 7365 members Mstep: Class 17 contains 10052 members Mstep: Class 18 contains 10356 members Mstep: Class 20 contains 1750 members Mstep: Class 21 contains 43583 members Mstep: Class 22 contains 9948 members Entering Unmasked Estep ConsiderDeletion Score: -51901820.000000 Penalty: 54713.640625 Iteration 23Q: 18 clusters Score -5.190182e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6369 members Mstep: Class 3 contains 12588 members Mstep: Class 4 contains 2829 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1243 members Mstep: Class 9 contains 193838 members Mstep: Class 11 contains 2339 members Mstep: Class 12 contains 24895 members Mstep: Class 13 contains 8133 members Mstep: Class 14 contains 50063 members Mstep: Class 15 contains 46038 members Mstep: Class 16 contains 7385 members Mstep: Class 17 contains 9709 members Mstep: Class 18 contains 10500 members Mstep: Class 20 contains 1750 members Mstep: Class 21 contains 43554 members Mstep: Class 22 contains 9993 members Entering Unmasked Estep ConsiderDeletion Score: -51903136.000000 Penalty: 54713.640625 Iteration 24Q: 18 clusters Score -5.190314e+07 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6356 members Mstep: Class 3 contains 12393 members Mstep: Class 4 contains 2838 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1215 members Mstep: Class 9 contains 193060 members Mstep: Class 11 contains 2333 members Mstep: Class 12 contains 24867 members Mstep: Class 13 contains 8363 members Mstep: Class 14 contains 50814 members Mstep: Class 15 contains 46184 members Mstep: Class 16 contains 7388 members Mstep: Class 17 contains 9467 members Mstep: Class 18 contains 10634 members Mstep: Class 20 contains 1750 members Mstep: Class 21 contains 43535 members Mstep: Class 22 contains 10029 members Entering Unmasked Estep ConsiderDeletion Score: -51903988.000000 Penalty: 54713.640625 Iteration 25Q: 18 clusters Score -5.190399e+07 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6346 members Mstep: Class 3 contains 12178 members Mstep: Class 4 contains 2846 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1184 members Mstep: Class 9 contains 192321 members Mstep: Class 11 contains 2337 members Mstep: Class 12 contains 24832 members Mstep: Class 13 contains 8514 members Mstep: Class 14 contains 51577 members Mstep: Class 15 contains 46326 members Mstep: Class 16 contains 7399 members Mstep: Class 17 contains 9314 members Mstep: Class 18 contains 10769 members Mstep: Class 20 contains 1751 members Mstep: Class 21 contains 43493 members Mstep: Class 22 contains 10039 members Entering Unmasked Estep ConsiderDeletion Score: -51904824.000000 Penalty: 54713.640625 Iteration 26Q: 18 clusters Score -5.190482e+07 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6329 members Mstep: Class 3 contains 11944 members Mstep: Class 4 contains 2850 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 191666 members Mstep: Class 11 contains 2329 members Mstep: Class 12 contains 24801 members Mstep: Class 13 contains 8627 members Mstep: Class 14 contains 52296 members Mstep: Class 15 contains 46452 members Mstep: Class 16 contains 7403 members Mstep: Class 17 contains 9241 members Mstep: Class 18 contains 10881 members Mstep: Class 20 contains 1755 members Mstep: Class 21 contains 43459 members Mstep: Class 22 contains 10032 members Entering Unmasked Estep ConsiderDeletion Score: -51905304.000000 Penalty: 54713.640625 Iteration 27Q: 18 clusters Score -5.19053e+07 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6304 members Mstep: Class 3 contains 11695 members Mstep: Class 4 contains 2875 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 191035 members Mstep: Class 11 contains 2310 members Mstep: Class 12 contains 24776 members Mstep: Class 13 contains 8697 members Mstep: Class 14 contains 52981 members Mstep: Class 15 contains 46584 members Mstep: Class 16 contains 7402 members Mstep: Class 17 contains 9209 members Mstep: Class 18 contains 10988 members Mstep: Class 20 contains 1759 members Mstep: Class 21 contains 43428 members Mstep: Class 22 contains 10039 members Entering Unmasked Estep ConsiderDeletion Score: -51905692.000000 Penalty: 54713.640625 Iteration 28Q: 18 clusters Score -5.190569e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6287 members Mstep: Class 3 contains 11463 members Mstep: Class 4 contains 2881 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1128 members Mstep: Class 9 contains 190456 members Mstep: Class 11 contains 2292 members Mstep: Class 12 contains 24747 members Mstep: Class 13 contains 8737 members Mstep: Class 14 contains 53590 members Mstep: Class 15 contains 46717 members Mstep: Class 16 contains 7420 members Mstep: Class 17 contains 9193 members Mstep: Class 18 contains 11091 members Mstep: Class 20 contains 1762 members Mstep: Class 21 contains 43405 members Mstep: Class 22 contains 10057 members Entering Unmasked Estep ConsiderDeletion Score: -51906084.000000 Penalty: 54713.640625 Iteration 29Q: 18 clusters Score -5.190608e+07 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6271 members Mstep: Class 3 contains 11239 members Mstep: Class 4 contains 2905 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1108 members Mstep: Class 9 contains 189916 members Mstep: Class 11 contains 2273 members Mstep: Class 12 contains 24726 members Mstep: Class 13 contains 8768 members Mstep: Class 14 contains 54114 members Mstep: Class 15 contains 46861 members Mstep: Class 16 contains 7425 members Mstep: Class 17 contains 9208 members Mstep: Class 18 contains 11193 members Mstep: Class 20 contains 1762 members Mstep: Class 21 contains 43378 members Mstep: Class 22 contains 10079 members Entering Unmasked Estep ConsiderDeletion Score: -51906280.000000 Penalty: 54713.640625 Iteration 30Q: 18 clusters Score -5.190628e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6257 members Mstep: Class 3 contains 11059 members Mstep: Class 4 contains 2923 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1084 members Mstep: Class 9 contains 189428 members Mstep: Class 11 contains 2263 members Mstep: Class 12 contains 24717 members Mstep: Class 13 contains 8765 members Mstep: Class 14 contains 54548 members Mstep: Class 15 contains 47024 members Mstep: Class 16 contains 7432 members Mstep: Class 17 contains 9228 members Mstep: Class 18 contains 11271 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43363 members Mstep: Class 22 contains 10103 members Entering Unmasked Estep ConsiderDeletion Score: -51906504.000000 Penalty: 54713.640625 Iteration 31Q: 18 clusters Score -5.19065e+07 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6241 members Mstep: Class 3 contains 10905 members Mstep: Class 4 contains 2940 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 189023 members Mstep: Class 11 contains 2251 members Mstep: Class 12 contains 24694 members Mstep: Class 13 contains 8773 members Mstep: Class 14 contains 54927 members Mstep: Class 15 contains 47150 members Mstep: Class 16 contains 7445 members Mstep: Class 17 contains 9236 members Mstep: Class 18 contains 11340 members Mstep: Class 20 contains 1760 members Mstep: Class 21 contains 43344 members Mstep: Class 22 contains 10133 members Entering Unmasked Estep ConsiderDeletion Score: -51906624.000000 Penalty: 54713.640625 Iteration 32Q: 18 clusters Score -5.190662e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6222 members Mstep: Class 3 contains 10775 members Mstep: Class 4 contains 2959 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1044 members Mstep: Class 9 contains 188695 members Mstep: Class 11 contains 2231 members Mstep: Class 12 contains 24680 members Mstep: Class 13 contains 8783 members Mstep: Class 14 contains 55243 members Mstep: Class 15 contains 47268 members Mstep: Class 16 contains 7447 members Mstep: Class 17 contains 9229 members Mstep: Class 18 contains 11425 members Mstep: Class 20 contains 1760 members Mstep: Class 21 contains 43317 members Mstep: Class 22 contains 10148 members Entering Unmasked Estep ConsiderDeletion Score: -51906896.000000 Penalty: 54713.640625 Iteration 33Q: 18 clusters Score -5.19069e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6204 members Mstep: Class 3 contains 10681 members Mstep: Class 4 contains 2979 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1024 members Mstep: Class 9 contains 188404 members Mstep: Class 11 contains 2226 members Mstep: Class 12 contains 24658 members Mstep: Class 13 contains 8786 members Mstep: Class 14 contains 55530 members Mstep: Class 15 contains 47354 members Mstep: Class 16 contains 7444 members Mstep: Class 17 contains 9228 members Mstep: Class 18 contains 11495 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43291 members Mstep: Class 22 contains 10161 members Entering Unmasked Estep ConsiderDeletion Score: -51907060.000000 Penalty: 54713.640625 Iteration 34Q: 18 clusters Score -5.190706e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6181 members Mstep: Class 3 contains 10591 members Mstep: Class 4 contains 2999 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 1012 members Mstep: Class 9 contains 188113 members Mstep: Class 11 contains 2211 members Mstep: Class 12 contains 24639 members Mstep: Class 13 contains 8792 members Mstep: Class 14 contains 55798 members Mstep: Class 15 contains 47455 members Mstep: Class 16 contains 7442 members Mstep: Class 17 contains 9235 members Mstep: Class 18 contains 11563 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43267 members Mstep: Class 22 contains 10167 members Entering Unmasked Estep ConsiderDeletion Score: -51907316.000000 Penalty: 54713.640625 Iteration 35Q: 18 clusters Score -5.190732e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6154 members Mstep: Class 3 contains 10494 members Mstep: Class 4 contains 3016 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 999 members Mstep: Class 9 contains 187872 members Mstep: Class 11 contains 2208 members Mstep: Class 12 contains 24623 members Mstep: Class 13 contains 8791 members Mstep: Class 14 contains 56039 members Mstep: Class 15 contains 47551 members Mstep: Class 16 contains 7443 members Mstep: Class 17 contains 9243 members Mstep: Class 18 contains 11615 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43247 members Mstep: Class 22 contains 10170 members Entering Unmasked Estep ConsiderDeletion Score: -51907588.000000 Penalty: 54713.640625 Iteration 36Q: 18 clusters Score -5.190759e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6120 members Mstep: Class 3 contains 10409 members Mstep: Class 4 contains 3058 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 989 members Mstep: Class 9 contains 187664 members Mstep: Class 11 contains 2200 members Mstep: Class 12 contains 24600 members Mstep: Class 13 contains 8792 members Mstep: Class 14 contains 56237 members Mstep: Class 15 contains 47639 members Mstep: Class 16 contains 7435 members Mstep: Class 17 contains 9252 members Mstep: Class 18 contains 11666 members Mstep: Class 20 contains 1760 members Mstep: Class 21 contains 43226 members Mstep: Class 22 contains 10179 members Entering Unmasked Estep ConsiderDeletion Score: -51907900.000000 Penalty: 54713.640625 Iteration 37Q: 18 clusters Score -5.19079e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 6085 members Mstep: Class 3 contains 10332 members Mstep: Class 4 contains 3095 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 980 members Mstep: Class 9 contains 187462 members Mstep: Class 11 contains 2192 members Mstep: Class 12 contains 24584 members Mstep: Class 13 contains 8791 members Mstep: Class 14 contains 56422 members Mstep: Class 15 contains 47719 members Mstep: Class 16 contains 7427 members Mstep: Class 17 contains 9263 members Mstep: Class 18 contains 11714 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43200 members Mstep: Class 22 contains 10199 members Entering Unmasked Estep ConsiderDeletion Score: -51908284.000000 Penalty: 54713.640625 Iteration 38Q: 18 clusters Score -5.190828e+07 nChanged 697 Entering ConstructFrom: Score: -51908284.000000 Penalty: 54713.640625 Entering ConstructFrom: Trying to split cluster 2 (6041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Entering Unmasked Estep Score: -730882.000000 Penalty: 2159.168457 Iteration 0F: 2 clusters Score -730882 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -725809.937500 Penalty: 4318.336914 Iteration 0F: 3 clusters Score -725809.9 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -727835.250000 Penalty: 4318.336914 Iteration 1F: 3 clusters Score -727835.2 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -728382.875000 Penalty: 4318.336914 Iteration 2F: 3 clusters Score -728382.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -728795.062500 Penalty: 4318.336914 Iteration 3F: 3 clusters Score -728795.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -729230.562500 Penalty: 4318.336914 Iteration 4F: 3 clusters Score -729230.6 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -729784.750000 Penalty: 4318.336914 Iteration 5F: 3 clusters Score -729784.8 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -730584.437500 Penalty: 4318.336914 Iteration 6F: 3 clusters Score -730584.4 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -731486.312500 Penalty: 4318.336914 Iteration 7F: 3 clusters Score -731486.3 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -732255.937500 Penalty: 4318.336914 Iteration 8F: 3 clusters Score -732255.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -733112.687500 Penalty: 4318.336914 Iteration 9F: 3 clusters Score -733112.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -733657.500000 Penalty: 4318.336914 Iteration 10Q: 3 clusters Score -733657.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -733908.875000 Penalty: 4318.336914 Iteration 11Q: 3 clusters Score -733908.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -734054.062500 Penalty: 4318.336914 Iteration 12Q: 3 clusters Score -734054.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -734114.687500 Penalty: 4318.336914 Iteration 13Q: 3 clusters Score -734114.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -734146.312500 Penalty: 4318.336914 Iteration 14Q: 3 clusters Score -734146.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -734160.062500 Penalty: 4318.336914 Iteration 15Q: 3 clusters Score -734160.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -734163.562500 Penalty: 4318.336914 Iteration 16Q: 3 clusters Score -734163.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -734164.875000 Penalty: 4318.336914 Iteration 17Q: 3 clusters Score -734164.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -734164.625000 Penalty: 4318.336914 Iteration 18Q: 3 clusters Score -734164.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -734165.812500 Penalty: 4318.336914 Iteration 19Q: 3 clusters Score -734165.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -734165.812500 Penalty: 4318.336914 Iteration 20F: 3 clusters Score -734165.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 10248 members Mstep: Class 4 contains 3131 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 187267 members Mstep: Class 11 contains 2177 members Mstep: Class 12 contains 24557 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 56612 members Mstep: Class 15 contains 47819 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 11747 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43188 members Mstep: Class 22 contains 10212 members Entering Unmasked Estep Score: -51910604.000000 Penalty: 57932.093750 Splitting cluster 2 changes total score from -51908284.000000 to -51910604.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (10248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10248 members Entering Unmasked Estep Score: -1248664.875000 Penalty: 2290.239746 Iteration 0F: 2 clusters Score -1248665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1240871.500000 Penalty: 4580.479492 Iteration 0F: 3 clusters Score -1240872 nChanged 4209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -1243171.875000 Penalty: 4580.479492 Iteration 1F: 3 clusters Score -1243172 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1243524.375000 Penalty: 4580.479492 Iteration 2F: 3 clusters Score -1243524 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1243743.625000 Penalty: 4580.479492 Iteration 3Q: 3 clusters Score -1243744 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1243966.875000 Penalty: 4580.479492 Iteration 4Q: 3 clusters Score -1243967 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -1244199.125000 Penalty: 4580.479492 Iteration 5Q: 3 clusters Score -1244199 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1244510.000000 Penalty: 4580.479492 Iteration 6Q: 3 clusters Score -1244510 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1244884.625000 Penalty: 4580.479492 Iteration 7F: 3 clusters Score -1244885 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1245256.375000 Penalty: 4580.479492 Iteration 8F: 3 clusters Score -1245256 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1245622.125000 Penalty: 4580.479492 Iteration 9F: 3 clusters Score -1245622 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -1245921.375000 Penalty: 4580.479492 Iteration 10Q: 3 clusters Score -1245921 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1246141.375000 Penalty: 4580.479492 Iteration 11Q: 3 clusters Score -1246141 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -1246280.875000 Penalty: 4580.479492 Iteration 12Q: 3 clusters Score -1246281 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1246380.375000 Penalty: 4580.479492 Iteration 13Q: 3 clusters Score -1246380 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -1246452.500000 Penalty: 4580.479492 Iteration 14Q: 3 clusters Score -1246452 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1246504.125000 Penalty: 4580.479492 Iteration 15Q: 3 clusters Score -1246504 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1246535.125000 Penalty: 4580.479492 Iteration 16Q: 3 clusters Score -1246535 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1246556.625000 Penalty: 4580.479492 Iteration 17Q: 3 clusters Score -1246557 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1246574.000000 Penalty: 4580.479492 Iteration 18Q: 3 clusters Score -1246574 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1246596.000000 Penalty: 4580.479492 Iteration 19Q: 3 clusters Score -1246596 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1246630.750000 Penalty: 4580.479492 Iteration 20F: 3 clusters Score -1246631 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1246659.000000 Penalty: 4580.479492 Iteration 21Q: 3 clusters Score -1246659 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1246677.375000 Penalty: 4580.479492 Iteration 22Q: 3 clusters Score -1246677 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -1246684.750000 Penalty: 4580.479492 Iteration 23Q: 3 clusters Score -1246685 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1246699.500000 Penalty: 4580.479492 Iteration 24Q: 3 clusters Score -1246700 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -1246707.000000 Penalty: 4580.479492 Iteration 25Q: 3 clusters Score -1246707 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1246715.000000 Penalty: 4580.479492 Iteration 26Q: 3 clusters Score -1246715 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -1246719.875000 Penalty: 4580.479492 Iteration 27Q: 3 clusters Score -1246720 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -1246730.000000 Penalty: 4580.479492 Iteration 28Q: 3 clusters Score -1246730 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -1246735.250000 Penalty: 4580.479492 Iteration 29Q: 3 clusters Score -1246735 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -1246741.000000 Penalty: 4580.479492 Iteration 30Q: 3 clusters Score -1246741 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -1246747.000000 Penalty: 4580.479492 Iteration 31Q: 3 clusters Score -1246747 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -1246749.000000 Penalty: 4580.479492 Iteration 32Q: 3 clusters Score -1246749 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1246751.625000 Penalty: 4580.479492 Iteration 33Q: 3 clusters Score -1246752 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1246757.375000 Penalty: 4580.479492 Iteration 34Q: 3 clusters Score -1246757 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -1246759.250000 Penalty: 4580.479492 Iteration 35Q: 3 clusters Score -1246759 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1246762.250000 Penalty: 4580.479492 Iteration 36Q: 3 clusters Score -1246762 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1246760.125000 Penalty: 4580.479492 Iteration 37Q: 3 clusters Score -1246760 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -1246767.125000 Penalty: 4580.479492 Iteration 38Q: 3 clusters Score -1246767 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -1246771.000000 Penalty: 4580.479492 Iteration 39Q: 3 clusters Score -1246771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -1246771.875000 Penalty: 4580.479492 Iteration 40F: 3 clusters Score -1246772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -1246772.250000 Penalty: 4580.479492 Iteration 41Q: 3 clusters Score -1246772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -1246774.625000 Penalty: 4580.479492 Iteration 42Q: 3 clusters Score -1246775 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1246776.125000 Penalty: 4580.479492 Iteration 43Q: 3 clusters Score -1246776 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1246782.125000 Penalty: 4580.479492 Iteration 44Q: 3 clusters Score -1246782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -1246783.875000 Penalty: 4580.479492 Iteration 45Q: 3 clusters Score -1246784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1246781.000000 Penalty: 4580.479492 Iteration 46Q: 3 clusters Score -1246781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -1246783.125000 Penalty: 4580.479492 Iteration 47Q: 3 clusters Score -1246783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -1246783.250000 Penalty: 4580.479492 Iteration 48Q: 3 clusters Score -1246783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -1246785.000000 Penalty: 4580.479492 Iteration 49Q: 3 clusters Score -1246785 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1246786.750000 Penalty: 4580.479492 Iteration 50Q: 3 clusters Score -1246787 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1246792.500000 Penalty: 4580.479492 Iteration 51Q: 3 clusters Score -1246792 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1246793.500000 Penalty: 4580.479492 Iteration 52Q: 3 clusters Score -1246794 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1246797.500000 Penalty: 4580.479492 Iteration 53Q: 3 clusters Score -1246798 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -1246802.250000 Penalty: 4580.479492 Iteration 54Q: 3 clusters Score -1246802 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1246808.500000 Penalty: 4580.479492 Iteration 55Q: 3 clusters Score -1246808 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1246811.875000 Penalty: 4580.479492 Iteration 56Q: 3 clusters Score -1246812 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -1246817.875000 Penalty: 4580.479492 Iteration 57Q: 3 clusters Score -1246818 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1246829.625000 Penalty: 4580.479492 Iteration 58Q: 3 clusters Score -1246830 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -1246837.125000 Penalty: 4580.479492 Iteration 59Q: 3 clusters Score -1246837 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -1246849.875000 Penalty: 4580.479492 Iteration 60F: 3 clusters Score -1246850 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -1246869.250000 Penalty: 4580.479492 Iteration 61Q: 3 clusters Score -1246869 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -1246883.250000 Penalty: 4580.479492 Iteration 62Q: 3 clusters Score -1246883 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -1246898.750000 Penalty: 4580.479492 Iteration 63Q: 3 clusters Score -1246899 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -1246917.125000 Penalty: 4580.479492 Iteration 64Q: 3 clusters Score -1246917 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -1246931.625000 Penalty: 4580.479492 Iteration 65Q: 3 clusters Score -1246932 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -1246950.750000 Penalty: 4580.479492 Iteration 66Q: 3 clusters Score -1246951 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1246959.375000 Penalty: 4580.479492 Iteration 67Q: 3 clusters Score -1246959 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1246972.375000 Penalty: 4580.479492 Iteration 68Q: 3 clusters Score -1246972 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1246976.875000 Penalty: 4580.479492 Iteration 69Q: 3 clusters Score -1246977 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -1246986.500000 Penalty: 4580.479492 Iteration 70Q: 3 clusters Score -1246986 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -1246988.750000 Penalty: 4580.479492 Iteration 71Q: 3 clusters Score -1246989 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1246992.875000 Penalty: 4580.479492 Iteration 72Q: 3 clusters Score -1246993 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1246993.375000 Penalty: 4580.479492 Iteration 73Q: 3 clusters Score -1246993 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -1246996.250000 Penalty: 4580.479492 Iteration 74Q: 3 clusters Score -1246996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -1246996.250000 Penalty: 4580.479492 Iteration 75Q: 3 clusters Score -1246996 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -1247004.375000 Penalty: 4580.479492 Iteration 76Q: 3 clusters Score -1247004 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1247004.250000 Penalty: 4580.479492 Iteration 77Q: 3 clusters Score -1247004 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -1247008.625000 Penalty: 4580.479492 Iteration 78Q: 3 clusters Score -1247009 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -1247012.500000 Penalty: 4580.479492 Iteration 79Q: 3 clusters Score -1247012 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -1247025.500000 Penalty: 4580.479492 Iteration 80F: 3 clusters Score -1247026 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -1247035.000000 Penalty: 4580.479492 Iteration 81Q: 3 clusters Score -1247035 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -1247054.250000 Penalty: 4580.479492 Iteration 82Q: 3 clusters Score -1247054 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -1247068.125000 Penalty: 4580.479492 Iteration 83Q: 3 clusters Score -1247068 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -1247084.375000 Penalty: 4580.479492 Iteration 84Q: 3 clusters Score -1247084 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -1247101.750000 Penalty: 4580.479492 Iteration 85Q: 3 clusters Score -1247102 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -1247116.625000 Penalty: 4580.479492 Iteration 86Q: 3 clusters Score -1247117 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1247130.625000 Penalty: 4580.479492 Iteration 87Q: 3 clusters Score -1247131 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -1247144.875000 Penalty: 4580.479492 Iteration 88Q: 3 clusters Score -1247145 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -1247159.750000 Penalty: 4580.479492 Iteration 89Q: 3 clusters Score -1247160 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1247171.000000 Penalty: 4580.479492 Iteration 90Q: 3 clusters Score -1247171 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -1247182.875000 Penalty: 4580.479492 Iteration 91Q: 3 clusters Score -1247183 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -1247198.625000 Penalty: 4580.479492 Iteration 92Q: 3 clusters Score -1247199 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1247219.500000 Penalty: 4580.479492 Iteration 93Q: 3 clusters Score -1247220 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -1247241.000000 Penalty: 4580.479492 Iteration 94Q: 3 clusters Score -1247241 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -1247255.250000 Penalty: 4580.479492 Iteration 95Q: 3 clusters Score -1247255 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1247261.375000 Penalty: 4580.479492 Iteration 96Q: 3 clusters Score -1247261 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -1247263.250000 Penalty: 4580.479492 Iteration 97Q: 3 clusters Score -1247263 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -1247265.500000 Penalty: 4580.479492 Iteration 98Q: 3 clusters Score -1247266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -1247265.750000 Penalty: 4580.479492 Iteration 99Q: 3 clusters Score -1247266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -1247269.625000 Penalty: 4580.479492 Iteration 100F: 3 clusters Score -1247270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1247268.500000 Penalty: 4580.479492 Iteration 101Q: 3 clusters Score -1247268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1247269.750000 Penalty: 4580.479492 Iteration 102Q: 3 clusters Score -1247270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -1247268.375000 Penalty: 4580.479492 Iteration 103Q: 3 clusters Score -1247268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -1247271.250000 Penalty: 4580.479492 Iteration 104Q: 3 clusters Score -1247271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -1247273.625000 Penalty: 4580.479492 Iteration 105Q: 3 clusters Score -1247274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1247272.375000 Penalty: 4580.479492 Iteration 106Q: 3 clusters Score -1247272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -1247273.250000 Penalty: 4580.479492 Iteration 107Q: 3 clusters Score -1247273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -1247273.250000 Penalty: 4580.479492 Iteration 108F: 3 clusters Score -1247273 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Entering Unmasked Estep Score: -374162.593750 Penalty: 1996.178711 Iteration 0F: 2 clusters Score -374162.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -370852.531250 Penalty: 3992.357422 Iteration 0F: 3 clusters Score -370852.5 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -371599.812500 Penalty: 3992.357422 Iteration 1F: 3 clusters Score -371599.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -371847.625000 Penalty: 3992.357422 Iteration 2F: 3 clusters Score -371847.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -372017.187500 Penalty: 3992.357422 Iteration 3F: 3 clusters Score -372017.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -372190.437500 Penalty: 3992.357422 Iteration 4F: 3 clusters Score -372190.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -372361.250000 Penalty: 3992.357422 Iteration 5F: 3 clusters Score -372361.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -372506.125000 Penalty: 3992.357422 Iteration 6Q: 3 clusters Score -372506.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -372628.718750 Penalty: 3992.357422 Iteration 7Q: 3 clusters Score -372628.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -372747.625000 Penalty: 3992.357422 Iteration 8Q: 3 clusters Score -372747.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -372874.968750 Penalty: 3992.357422 Iteration 9Q: 3 clusters Score -372875 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -372966.906250 Penalty: 3992.357422 Iteration 10Q: 3 clusters Score -372966.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -373024.125000 Penalty: 3992.357422 Iteration 11Q: 3 clusters Score -373024.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -373084.187500 Penalty: 3992.357422 Iteration 12Q: 3 clusters Score -373084.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -373111.125000 Penalty: 3992.357422 Iteration 13Q: 3 clusters Score -373111.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -373132.875000 Penalty: 3992.357422 Iteration 14Q: 3 clusters Score -373132.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -373155.531250 Penalty: 3992.357422 Iteration 15Q: 3 clusters Score -373155.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -373176.093750 Penalty: 3992.357422 Iteration 16Q: 3 clusters Score -373176.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -373188.187500 Penalty: 3992.357422 Iteration 17Q: 3 clusters Score -373188.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -373195.093750 Penalty: 3992.357422 Iteration 18Q: 3 clusters Score -373195.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -373204.593750 Penalty: 3992.357422 Iteration 19Q: 3 clusters Score -373204.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -373212.437500 Penalty: 3992.357422 Iteration 20F: 3 clusters Score -373212.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -373217.593750 Penalty: 3992.357422 Iteration 21Q: 3 clusters Score -373217.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -373220.093750 Penalty: 3992.357422 Iteration 22Q: 3 clusters Score -373220.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -373222.437500 Penalty: 3992.357422 Iteration 23Q: 3 clusters Score -373222.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -373227.375000 Penalty: 3992.357422 Iteration 24Q: 3 clusters Score -373227.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -373229.937500 Penalty: 3992.357422 Iteration 25Q: 3 clusters Score -373229.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -373231.906250 Penalty: 3992.357422 Iteration 26Q: 3 clusters Score -373231.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -373234.187500 Penalty: 3992.357422 Iteration 27Q: 3 clusters Score -373234.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -373235.593750 Penalty: 3992.357422 Iteration 28Q: 3 clusters Score -373235.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -373236.218750 Penalty: 3992.357422 Iteration 29Q: 3 clusters Score -373236.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -373236.718750 Penalty: 3992.357422 Iteration 30Q: 3 clusters Score -373236.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -373236.718750 Penalty: 3992.357422 Iteration 31F: 3 clusters Score -373236.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Entering Unmasked Estep Score: -141522.140625 Penalty: 1791.558105 Iteration 0F: 2 clusters Score -141522.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -139509.859375 Penalty: 3583.116211 Iteration 0F: 3 clusters Score -139509.9 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -140290.921875 Penalty: 3583.116211 Iteration 1F: 3 clusters Score -140290.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -140794.406250 Penalty: 3583.116211 Iteration 2F: 3 clusters Score -140794.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -141145.828125 Penalty: 3583.116211 Iteration 3F: 3 clusters Score -141145.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -141524.781250 Penalty: 3583.116211 Iteration 4F: 3 clusters Score -141524.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -141973.984375 Penalty: 3583.116211 Iteration 5Q: 3 clusters Score -141974 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -142662.484375 Penalty: 3583.116211 Iteration 6Q: 3 clusters Score -142662.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -143082.390625 Penalty: 3583.116211 Iteration 7F: 3 clusters Score -143082.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -143324.468750 Penalty: 3583.116211 Iteration 8Q: 3 clusters Score -143324.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -143546.812500 Penalty: 3583.116211 Iteration 9Q: 3 clusters Score -143546.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -143645.843750 Penalty: 3583.116211 Iteration 10Q: 3 clusters Score -143645.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -143672.671875 Penalty: 3583.116211 Iteration 11Q: 3 clusters Score -143672.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -143688.890625 Penalty: 3583.116211 Iteration 12Q: 3 clusters Score -143688.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -143694.000000 Penalty: 3583.116211 Iteration 13Q: 3 clusters Score -143694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -143697.281250 Penalty: 3583.116211 Iteration 14Q: 3 clusters Score -143697.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -143699.906250 Penalty: 3583.116211 Iteration 15Q: 3 clusters Score -143699.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -143703.171875 Penalty: 3583.116211 Iteration 16Q: 3 clusters Score -143703.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -143709.796875 Penalty: 3583.116211 Iteration 17Q: 3 clusters Score -143709.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -143711.750000 Penalty: 3583.116211 Iteration 18F: 3 clusters Score -143711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -143714.875000 Penalty: 3583.116211 Iteration 19Q: 3 clusters Score -143714.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -143718.359375 Penalty: 3583.116211 Iteration 20F: 3 clusters Score -143718.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -143719.328125 Penalty: 3583.116211 Iteration 21Q: 3 clusters Score -143719.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -143719.328125 Penalty: 3583.116211 Iteration 22F: 3 clusters Score -143719.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 10248 members Mstep: Class 4 contains 3131 members Mstep: Class 5 contains 627 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 187267 members Mstep: Class 11 contains 2177 members Mstep: Class 12 contains 24557 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 56612 members Mstep: Class 15 contains 47819 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 11747 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43188 members Mstep: Class 22 contains 10212 members Entering Unmasked Estep Score: -51911352.000000 Penalty: 61150.542969 Splitting cluster 7 changes total score from -51908284.000000 to -51911352.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 8 (976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Entering Unmasked Estep Score: -115494.820312 Penalty: 1707.098633 Iteration 0F: 2 clusters Score -115494.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -113561.085938 Penalty: 3414.197266 Iteration 0F: 3 clusters Score -113561.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -113843.421875 Penalty: 3414.197266 Iteration 1F: 3 clusters Score -113843.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -113954.179688 Penalty: 3414.197266 Iteration 2F: 3 clusters Score -113954.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -114012.820312 Penalty: 3414.197266 Iteration 3Q: 3 clusters Score -114012.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -114045.156250 Penalty: 3414.197266 Iteration 4Q: 3 clusters Score -114045.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -114101.390625 Penalty: 3414.197266 Iteration 5Q: 3 clusters Score -114101.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -114164.460938 Penalty: 3414.197266 Iteration 6Q: 3 clusters Score -114164.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -114203.968750 Penalty: 3414.197266 Iteration 7Q: 3 clusters Score -114204 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -114231.312500 Penalty: 3414.197266 Iteration 8Q: 3 clusters Score -114231.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -114248.078125 Penalty: 3414.197266 Iteration 9Q: 3 clusters Score -114248.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -114256.921875 Penalty: 3414.197266 Iteration 10Q: 3 clusters Score -114256.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -114263.718750 Penalty: 3414.197266 Iteration 11Q: 3 clusters Score -114263.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -114268.242188 Penalty: 3414.197266 Iteration 12Q: 3 clusters Score -114268.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -114269.828125 Penalty: 3414.197266 Iteration 13Q: 3 clusters Score -114269.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -114271.890625 Penalty: 3414.197266 Iteration 14Q: 3 clusters Score -114271.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -114274.695312 Penalty: 3414.197266 Iteration 15Q: 3 clusters Score -114274.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -114277.320312 Penalty: 3414.197266 Iteration 16Q: 3 clusters Score -114277.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -114281.109375 Penalty: 3414.197266 Iteration 17Q: 3 clusters Score -114281.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -114286.328125 Penalty: 3414.197266 Iteration 18Q: 3 clusters Score -114286.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -114294.132812 Penalty: 3414.197266 Iteration 19Q: 3 clusters Score -114294.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -114299.015625 Penalty: 3414.197266 Iteration 20F: 3 clusters Score -114299 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -114305.734375 Penalty: 3414.197266 Iteration 21Q: 3 clusters Score -114305.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -114317.062500 Penalty: 3414.197266 Iteration 22Q: 3 clusters Score -114317.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -114327.914062 Penalty: 3414.197266 Iteration 23Q: 3 clusters Score -114327.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -114333.460938 Penalty: 3414.197266 Iteration 24Q: 3 clusters Score -114333.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -114341.273438 Penalty: 3414.197266 Iteration 25Q: 3 clusters Score -114341.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -114346.164062 Penalty: 3414.197266 Iteration 26Q: 3 clusters Score -114346.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -114348.640625 Penalty: 3414.197266 Iteration 27Q: 3 clusters Score -114348.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -114350.960938 Penalty: 3414.197266 Iteration 28Q: 3 clusters Score -114351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -114353.968750 Penalty: 3414.197266 Iteration 29Q: 3 clusters Score -114354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -114355.625000 Penalty: 3414.197266 Iteration 30Q: 3 clusters Score -114355.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -114355.625000 Penalty: 3414.197266 Iteration 31F: 3 clusters Score -114355.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (187267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187267 members Entering Unmasked Estep Score: -23266888.000000 Penalty: 3010.791992 Iteration 0F: 2 clusters Score -2.326689e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93852 members Mstep: Class 2 contains 93415 members Entering Unmasked Estep Score: -23151698.000000 Penalty: 6021.583984 Iteration 0F: 3 clusters Score -2.31517e+07 nChanged 90094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97272 members Mstep: Class 2 contains 89995 members Entering Unmasked Estep Score: -23204206.000000 Penalty: 6021.583984 Iteration 1F: 3 clusters Score -2.320421e+07 nChanged 5464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99194 members Mstep: Class 2 contains 88073 members Entering Unmasked Estep Score: -23205640.000000 Penalty: 6021.583984 Iteration 2Q: 3 clusters Score -2.320564e+07 nChanged 6387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102031 members Mstep: Class 2 contains 85236 members Entering Unmasked Estep Score: -23208486.000000 Penalty: 6021.583984 Iteration 3Q: 3 clusters Score -2.320849e+07 nChanged 8129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106102 members Mstep: Class 2 contains 81165 members Entering Unmasked Estep Score: -23215574.000000 Penalty: 6021.583984 Iteration 4Q: 3 clusters Score -2.321557e+07 nChanged 10361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109827 members Mstep: Class 2 contains 77440 members Entering Unmasked Estep Score: -23234216.000000 Penalty: 6021.583984 Iteration 5F: 3 clusters Score -2.323422e+07 nChanged 14182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106321 members Mstep: Class 2 contains 80946 members Entering Unmasked Estep Score: -23258324.000000 Penalty: 6021.583984 Iteration 6F: 3 clusters Score -2.325832e+07 nChanged 20534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92825 members Mstep: Class 2 contains 94442 members Entering Unmasked Estep Score: -23277338.000000 Penalty: 6021.583984 Iteration 7F: 3 clusters Score -2.327734e+07 nChanged 18827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76588 members Mstep: Class 2 contains 110679 members Entering Unmasked Estep Score: -23294884.000000 Penalty: 6021.583984 Iteration 8F: 3 clusters Score -2.329488e+07 nChanged 14813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62401 members Mstep: Class 2 contains 124866 members Entering Unmasked Estep Score: -23310022.000000 Penalty: 6021.583984 Iteration 9F: 3 clusters Score -2.331002e+07 nChanged 10403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52032 members Mstep: Class 2 contains 135235 members Entering Unmasked Estep Score: -23324216.000000 Penalty: 6021.583984 Iteration 10F: 3 clusters Score -2.332422e+07 nChanged 6351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45681 members Mstep: Class 2 contains 141586 members Entering Unmasked Estep Score: -23336030.000000 Penalty: 6021.583984 Iteration 11Q: 3 clusters Score -2.333603e+07 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42479 members Mstep: Class 2 contains 144788 members Entering Unmasked Estep Score: -23339978.000000 Penalty: 6021.583984 Iteration 12Q: 3 clusters Score -2.333998e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41192 members Mstep: Class 2 contains 146075 members Entering Unmasked Estep Score: -23340544.000000 Penalty: 6021.583984 Iteration 13Q: 3 clusters Score -2.334054e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40745 members Mstep: Class 2 contains 146522 members Entering Unmasked Estep Score: -23340666.000000 Penalty: 6021.583984 Iteration 14Q: 3 clusters Score -2.334067e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40603 members Mstep: Class 2 contains 146664 members Entering Unmasked Estep Score: -23340710.000000 Penalty: 6021.583984 Iteration 15Q: 3 clusters Score -2.334071e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40556 members Mstep: Class 2 contains 146711 members Entering Unmasked Estep Score: -23340730.000000 Penalty: 6021.583984 Iteration 16Q: 3 clusters Score -2.334073e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40540 members Mstep: Class 2 contains 146727 members Entering Unmasked Estep Score: -23340710.000000 Penalty: 6021.583984 Iteration 17Q: 3 clusters Score -2.334071e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40536 members Mstep: Class 2 contains 146731 members Entering Unmasked Estep Score: -23340710.000000 Penalty: 6021.583984 Iteration 18Q: 3 clusters Score -2.334071e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40532 members Mstep: Class 2 contains 146735 members Entering Unmasked Estep Score: -23340698.000000 Penalty: 6021.583984 Iteration 19Q: 3 clusters Score -2.33407e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40531 members Mstep: Class 2 contains 146736 members Entering Unmasked Estep Score: -23340704.000000 Penalty: 6021.583984 Iteration 20F: 3 clusters Score -2.33407e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40530 members Mstep: Class 2 contains 146737 members Entering Unmasked Estep Score: -23340700.000000 Penalty: 6021.583984 Iteration 21Q: 3 clusters Score -2.33407e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40530 members Mstep: Class 2 contains 146737 members Entering Unmasked Estep Score: -23340700.000000 Penalty: 6021.583984 Iteration 22F: 3 clusters Score -2.33407e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 10248 members Mstep: Class 4 contains 3131 members Mstep: Class 5 contains 627 members Mstep: Class 6 contains 146737 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 40530 members Mstep: Class 11 contains 2177 members Mstep: Class 12 contains 24557 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 56612 members Mstep: Class 15 contains 47819 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 11747 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 43188 members Mstep: Class 22 contains 10212 members Entering Unmasked Estep Score: -51984960.000000 Penalty: 64368.992188 Splitting cluster 9 changes total score from -51908284.000000 to -51984960.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 11 (2177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Entering Unmasked Estep Score: -261999.296875 Penalty: 1906.054443 Iteration 0F: 2 clusters Score -261999.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -259223.828125 Penalty: 3812.108887 Iteration 0F: 3 clusters Score -259223.8 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -259764.484375 Penalty: 3812.108887 Iteration 1F: 3 clusters Score -259764.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -259931.156250 Penalty: 3812.108887 Iteration 2F: 3 clusters Score -259931.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -260027.078125 Penalty: 3812.108887 Iteration 3Q: 3 clusters Score -260027.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -260084.078125 Penalty: 3812.108887 Iteration 4Q: 3 clusters Score -260084.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -260115.921875 Penalty: 3812.108887 Iteration 5Q: 3 clusters Score -260115.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -260149.968750 Penalty: 3812.108887 Iteration 6Q: 3 clusters Score -260150 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -260171.484375 Penalty: 3812.108887 Iteration 7Q: 3 clusters Score -260171.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -260189.046875 Penalty: 3812.108887 Iteration 8Q: 3 clusters Score -260189 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -260204.000000 Penalty: 3812.108887 Iteration 9Q: 3 clusters Score -260204 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -260219.625000 Penalty: 3812.108887 Iteration 10Q: 3 clusters Score -260219.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -260234.265625 Penalty: 3812.108887 Iteration 11Q: 3 clusters Score -260234.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -260249.234375 Penalty: 3812.108887 Iteration 12Q: 3 clusters Score -260249.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -260257.921875 Penalty: 3812.108887 Iteration 13Q: 3 clusters Score -260257.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -260265.687500 Penalty: 3812.108887 Iteration 14Q: 3 clusters Score -260265.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -260272.750000 Penalty: 3812.108887 Iteration 15Q: 3 clusters Score -260272.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -260276.187500 Penalty: 3812.108887 Iteration 16Q: 3 clusters Score -260276.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -260278.609375 Penalty: 3812.108887 Iteration 17Q: 3 clusters Score -260278.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -260279.765625 Penalty: 3812.108887 Iteration 18Q: 3 clusters Score -260279.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -260281.046875 Penalty: 3812.108887 Iteration 19Q: 3 clusters Score -260281 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -260283.031250 Penalty: 3812.108887 Iteration 20F: 3 clusters Score -260283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -260285.218750 Penalty: 3812.108887 Iteration 21Q: 3 clusters Score -260285.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -260288.218750 Penalty: 3812.108887 Iteration 22Q: 3 clusters Score -260288.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -260290.625000 Penalty: 3812.108887 Iteration 23Q: 3 clusters Score -260290.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -260291.937500 Penalty: 3812.108887 Iteration 24Q: 3 clusters Score -260291.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -260291.937500 Penalty: 3812.108887 Iteration 25F: 3 clusters Score -260291.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24557 members Entering Unmasked Estep Score: -2972098.000000 Penalty: 2506.970459 Iteration 0F: 2 clusters Score -2972098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 12328 members Entering Unmasked Estep Score: -2955060.750000 Penalty: 5013.940918 Iteration 0F: 3 clusters Score -2955061 nChanged 10980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -2961464.500000 Penalty: 5013.940918 Iteration 1F: 3 clusters Score -2961464 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -2962834.500000 Penalty: 5013.940918 Iteration 2F: 3 clusters Score -2962834 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -2964552.250000 Penalty: 5013.940918 Iteration 3F: 3 clusters Score -2964552 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 15816 members Entering Unmasked Estep Score: -2966330.750000 Penalty: 5013.940918 Iteration 4F: 3 clusters Score -2966331 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 17380 members Entering Unmasked Estep Score: -2967942.500000 Penalty: 5013.940918 Iteration 5F: 3 clusters Score -2967942 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 18816 members Entering Unmasked Estep Score: -2969187.750000 Penalty: 5013.940918 Iteration 6F: 3 clusters Score -2969188 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 19933 members Entering Unmasked Estep Score: -2970102.500000 Penalty: 5013.940918 Iteration 7Q: 3 clusters Score -2970102 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 20800 members Entering Unmasked Estep Score: -2970772.250000 Penalty: 5013.940918 Iteration 8Q: 3 clusters Score -2970772 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 21395 members Entering Unmasked Estep Score: -2971171.250000 Penalty: 5013.940918 Iteration 9Q: 3 clusters Score -2971171 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 21825 members Entering Unmasked Estep Score: -2971422.750000 Penalty: 5013.940918 Iteration 10Q: 3 clusters Score -2971423 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 22128 members Entering Unmasked Estep Score: -2971563.000000 Penalty: 5013.940918 Iteration 11Q: 3 clusters Score -2971563 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 22337 members Entering Unmasked Estep Score: -2971663.500000 Penalty: 5013.940918 Iteration 12Q: 3 clusters Score -2971664 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 22509 members Entering Unmasked Estep Score: -2971738.250000 Penalty: 5013.940918 Iteration 13Q: 3 clusters Score -2971738 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 22643 members Entering Unmasked Estep Score: -2971790.250000 Penalty: 5013.940918 Iteration 14Q: 3 clusters Score -2971790 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 22760 members Entering Unmasked Estep Score: -2971829.000000 Penalty: 5013.940918 Iteration 15Q: 3 clusters Score -2971829 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 22842 members Entering Unmasked Estep Score: -2971849.000000 Penalty: 5013.940918 Iteration 16Q: 3 clusters Score -2971849 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 22908 members Entering Unmasked Estep Score: -2971871.500000 Penalty: 5013.940918 Iteration 17Q: 3 clusters Score -2971872 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -2971885.750000 Penalty: 5013.940918 Iteration 18Q: 3 clusters Score -2971886 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 23005 members Entering Unmasked Estep Score: -2971903.000000 Penalty: 5013.940918 Iteration 19Q: 3 clusters Score -2971903 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 23039 members Entering Unmasked Estep Score: -2971908.250000 Penalty: 5013.940918 Iteration 20F: 3 clusters Score -2971908 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 23072 members Entering Unmasked Estep Score: -2971917.750000 Penalty: 5013.940918 Iteration 21Q: 3 clusters Score -2971918 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 23096 members Entering Unmasked Estep Score: -2971927.250000 Penalty: 5013.940918 Iteration 22Q: 3 clusters Score -2971927 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 23116 members Entering Unmasked Estep Score: -2971928.000000 Penalty: 5013.940918 Iteration 23Q: 3 clusters Score -2971928 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 23130 members Entering Unmasked Estep Score: -2971938.750000 Penalty: 5013.940918 Iteration 24Q: 3 clusters Score -2971939 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 23136 members Entering Unmasked Estep Score: -2971939.750000 Penalty: 5013.940918 Iteration 25Q: 3 clusters Score -2971940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 23143 members Entering Unmasked Estep Score: -2971936.500000 Penalty: 5013.940918 Iteration 26Q: 3 clusters Score -2971936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -2971937.000000 Penalty: 5013.940918 Iteration 27Q: 3 clusters Score -2971937 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 23152 members Entering Unmasked Estep Score: -2971939.250000 Penalty: 5013.940918 Iteration 28Q: 3 clusters Score -2971939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 23153 members Entering Unmasked Estep Score: -2971940.000000 Penalty: 5013.940918 Iteration 29Q: 3 clusters Score -2971940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 23153 members Entering Unmasked Estep Score: -2971940.000000 Penalty: 5013.940918 Iteration 30F: 3 clusters Score -2971940 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Entering Unmasked Estep Score: -1025147.812500 Penalty: 2252.348877 Iteration 0F: 2 clusters Score -1025148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1018222.687500 Penalty: 4504.697754 Iteration 0F: 3 clusters Score -1018223 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1020247.250000 Penalty: 4504.697754 Iteration 1F: 3 clusters Score -1020247 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1020618.312500 Penalty: 4504.697754 Iteration 2F: 3 clusters Score -1020618 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -1020948.750000 Penalty: 4504.697754 Iteration 3F: 3 clusters Score -1020949 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1021301.500000 Penalty: 4504.697754 Iteration 4F: 3 clusters Score -1021302 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1021745.625000 Penalty: 4504.697754 Iteration 5F: 3 clusters Score -1021746 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1022202.000000 Penalty: 4504.697754 Iteration 6F: 3 clusters Score -1022202 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1022625.062500 Penalty: 4504.697754 Iteration 7F: 3 clusters Score -1022625 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1022959.687500 Penalty: 4504.697754 Iteration 8F: 3 clusters Score -1022960 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1023172.750000 Penalty: 4504.697754 Iteration 9Q: 3 clusters Score -1023173 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1023307.000000 Penalty: 4504.697754 Iteration 10Q: 3 clusters Score -1023307 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1023406.125000 Penalty: 4504.697754 Iteration 11Q: 3 clusters Score -1023406 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1023497.437500 Penalty: 4504.697754 Iteration 12Q: 3 clusters Score -1023497 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1023577.750000 Penalty: 4504.697754 Iteration 13Q: 3 clusters Score -1023578 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1023688.187500 Penalty: 4504.697754 Iteration 14Q: 3 clusters Score -1023688 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1023788.187500 Penalty: 4504.697754 Iteration 15Q: 3 clusters Score -1023788 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1023900.875000 Penalty: 4504.697754 Iteration 16Q: 3 clusters Score -1023901 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -1023995.500000 Penalty: 4504.697754 Iteration 17Q: 3 clusters Score -1023996 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1024059.937500 Penalty: 4504.697754 Iteration 18Q: 3 clusters Score -1024060 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -1024096.937500 Penalty: 4504.697754 Iteration 19Q: 3 clusters Score -1024097 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1024129.000000 Penalty: 4504.697754 Iteration 20F: 3 clusters Score -1024129 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1024152.750000 Penalty: 4504.697754 Iteration 21Q: 3 clusters Score -1024153 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1024176.062500 Penalty: 4504.697754 Iteration 22Q: 3 clusters Score -1024176 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -1024188.437500 Penalty: 4504.697754 Iteration 23Q: 3 clusters Score -1024188 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -1024203.375000 Penalty: 4504.697754 Iteration 24Q: 3 clusters Score -1024203 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -1024215.062500 Penalty: 4504.697754 Iteration 25Q: 3 clusters Score -1024215 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -1024227.750000 Penalty: 4504.697754 Iteration 26Q: 3 clusters Score -1024228 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1024242.125000 Penalty: 4504.697754 Iteration 27Q: 3 clusters Score -1024242 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -1024247.750000 Penalty: 4504.697754 Iteration 28Q: 3 clusters Score -1024248 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -1024256.750000 Penalty: 4504.697754 Iteration 29Q: 3 clusters Score -1024257 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1024267.937500 Penalty: 4504.697754 Iteration 30Q: 3 clusters Score -1024268 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -1024275.937500 Penalty: 4504.697754 Iteration 31Q: 3 clusters Score -1024276 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1024281.750000 Penalty: 4504.697754 Iteration 32Q: 3 clusters Score -1024282 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1024288.250000 Penalty: 4504.697754 Iteration 33Q: 3 clusters Score -1024288 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -1024291.750000 Penalty: 4504.697754 Iteration 34Q: 3 clusters Score -1024292 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1024298.812500 Penalty: 4504.697754 Iteration 35Q: 3 clusters Score -1024299 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1024302.375000 Penalty: 4504.697754 Iteration 36Q: 3 clusters Score -1024302 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -1024310.812500 Penalty: 4504.697754 Iteration 37Q: 3 clusters Score -1024311 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1024316.750000 Penalty: 4504.697754 Iteration 38Q: 3 clusters Score -1024317 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -1024322.062500 Penalty: 4504.697754 Iteration 39Q: 3 clusters Score -1024322 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1024339.312500 Penalty: 4504.697754 Iteration 40F: 3 clusters Score -1024339 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1024353.250000 Penalty: 4504.697754 Iteration 41Q: 3 clusters Score -1024353 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1024375.687500 Penalty: 4504.697754 Iteration 42Q: 3 clusters Score -1024376 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -1024395.250000 Penalty: 4504.697754 Iteration 43Q: 3 clusters Score -1024395 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1024418.500000 Penalty: 4504.697754 Iteration 44Q: 3 clusters Score -1024418 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -1024433.562500 Penalty: 4504.697754 Iteration 45Q: 3 clusters Score -1024434 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1024453.062500 Penalty: 4504.697754 Iteration 46Q: 3 clusters Score -1024453 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1024469.250000 Penalty: 4504.697754 Iteration 47Q: 3 clusters Score -1024469 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1024481.562500 Penalty: 4504.697754 Iteration 48Q: 3 clusters Score -1024482 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1024493.187500 Penalty: 4504.697754 Iteration 49Q: 3 clusters Score -1024493 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1024502.625000 Penalty: 4504.697754 Iteration 50Q: 3 clusters Score -1024503 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1024508.062500 Penalty: 4504.697754 Iteration 51Q: 3 clusters Score -1024508 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1024516.437500 Penalty: 4504.697754 Iteration 52Q: 3 clusters Score -1024516 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1024521.000000 Penalty: 4504.697754 Iteration 53Q: 3 clusters Score -1024521 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1024529.250000 Penalty: 4504.697754 Iteration 54Q: 3 clusters Score -1024529 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1024535.062500 Penalty: 4504.697754 Iteration 55Q: 3 clusters Score -1024535 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1024539.687500 Penalty: 4504.697754 Iteration 56Q: 3 clusters Score -1024540 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1024548.562500 Penalty: 4504.697754 Iteration 57Q: 3 clusters Score -1024549 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1024560.562500 Penalty: 4504.697754 Iteration 58Q: 3 clusters Score -1024561 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1024568.375000 Penalty: 4504.697754 Iteration 59Q: 3 clusters Score -1024568 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1024576.312500 Penalty: 4504.697754 Iteration 60F: 3 clusters Score -1024576 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1024578.437500 Penalty: 4504.697754 Iteration 61Q: 3 clusters Score -1024578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1024578.750000 Penalty: 4504.697754 Iteration 62Q: 3 clusters Score -1024579 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -1024582.250000 Penalty: 4504.697754 Iteration 63Q: 3 clusters Score -1024582 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1024585.250000 Penalty: 4504.697754 Iteration 64Q: 3 clusters Score -1024585 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1024588.187500 Penalty: 4504.697754 Iteration 65Q: 3 clusters Score -1024588 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1024591.437500 Penalty: 4504.697754 Iteration 66Q: 3 clusters Score -1024591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1024594.437500 Penalty: 4504.697754 Iteration 67Q: 3 clusters Score -1024594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1024594.562500 Penalty: 4504.697754 Iteration 68Q: 3 clusters Score -1024595 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1024598.250000 Penalty: 4504.697754 Iteration 69Q: 3 clusters Score -1024598 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1024601.062500 Penalty: 4504.697754 Iteration 70Q: 3 clusters Score -1024601 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1024601.000000 Penalty: 4504.697754 Iteration 71Q: 3 clusters Score -1024601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1024603.500000 Penalty: 4504.697754 Iteration 72Q: 3 clusters Score -1024604 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1024605.062500 Penalty: 4504.697754 Iteration 73Q: 3 clusters Score -1024605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1024607.437500 Penalty: 4504.697754 Iteration 74Q: 3 clusters Score -1024607 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1024608.250000 Penalty: 4504.697754 Iteration 75Q: 3 clusters Score -1024608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1024609.125000 Penalty: 4504.697754 Iteration 76Q: 3 clusters Score -1024609 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1024611.000000 Penalty: 4504.697754 Iteration 77Q: 3 clusters Score -1024611 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1024610.437500 Penalty: 4504.697754 Iteration 78Q: 3 clusters Score -1024610 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1024611.250000 Penalty: 4504.697754 Iteration 79Q: 3 clusters Score -1024611 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1024614.062500 Penalty: 4504.697754 Iteration 80F: 3 clusters Score -1024614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1024614.562500 Penalty: 4504.697754 Iteration 81Q: 3 clusters Score -1024615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1024615.125000 Penalty: 4504.697754 Iteration 82Q: 3 clusters Score -1024615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1024619.750000 Penalty: 4504.697754 Iteration 83Q: 3 clusters Score -1024620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1024617.937500 Penalty: 4504.697754 Iteration 84Q: 3 clusters Score -1024618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -1024620.000000 Penalty: 4504.697754 Iteration 85Q: 3 clusters Score -1024620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1024618.937500 Penalty: 4504.697754 Iteration 86Q: 3 clusters Score -1024619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1024619.187500 Penalty: 4504.697754 Iteration 87Q: 3 clusters Score -1024619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1024619.875000 Penalty: 4504.697754 Iteration 88Q: 3 clusters Score -1024620 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1024621.687500 Penalty: 4504.697754 Iteration 89Q: 3 clusters Score -1024622 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1024624.000000 Penalty: 4504.697754 Iteration 90Q: 3 clusters Score -1024624 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -1024623.375000 Penalty: 4504.697754 Iteration 91Q: 3 clusters Score -1024623 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -1024625.187500 Penalty: 4504.697754 Iteration 92Q: 3 clusters Score -1024625 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1024628.625000 Penalty: 4504.697754 Iteration 93Q: 3 clusters Score -1024629 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -1024629.187500 Penalty: 4504.697754 Iteration 94Q: 3 clusters Score -1024629 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1024631.812500 Penalty: 4504.697754 Iteration 95Q: 3 clusters Score -1024632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1024632.562500 Penalty: 4504.697754 Iteration 96Q: 3 clusters Score -1024633 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1024637.062500 Penalty: 4504.697754 Iteration 97Q: 3 clusters Score -1024637 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1024636.250000 Penalty: 4504.697754 Iteration 98Q: 3 clusters Score -1024636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1024636.000000 Penalty: 4504.697754 Iteration 99Q: 3 clusters Score -1024636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1024638.937500 Penalty: 4504.697754 Iteration 100F: 3 clusters Score -1024639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1024641.687500 Penalty: 4504.697754 Iteration 101Q: 3 clusters Score -1024642 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1024641.937500 Penalty: 4504.697754 Iteration 102Q: 3 clusters Score -1024642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1024641.687500 Penalty: 4504.697754 Iteration 103Q: 3 clusters Score -1024642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1024641.750000 Penalty: 4504.697754 Iteration 104Q: 3 clusters Score -1024642 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1024641.750000 Penalty: 4504.697754 Iteration 105F: 3 clusters Score -1024642 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (56612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56612 members Entering Unmasked Estep Score: -6727811.500000 Penalty: 2714.106201 Iteration 0F: 2 clusters Score -6727812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28250 members Mstep: Class 2 contains 28362 members Entering Unmasked Estep Score: -6689596.000000 Penalty: 5428.212402 Iteration 0F: 3 clusters Score -6689596 nChanged 26397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27439 members Mstep: Class 2 contains 29173 members Entering Unmasked Estep Score: -6704620.500000 Penalty: 5428.212402 Iteration 1F: 3 clusters Score -6704620 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26842 members Mstep: Class 2 contains 29770 members Entering Unmasked Estep Score: -6705413.500000 Penalty: 5428.212402 Iteration 2Q: 3 clusters Score -6705414 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26048 members Mstep: Class 2 contains 30564 members Entering Unmasked Estep Score: -6706395.500000 Penalty: 5428.212402 Iteration 3Q: 3 clusters Score -6706396 nChanged 2698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25024 members Mstep: Class 2 contains 31588 members Entering Unmasked Estep Score: -6707535.000000 Penalty: 5428.212402 Iteration 4Q: 3 clusters Score -6707535 nChanged 2852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23602 members Mstep: Class 2 contains 33010 members Entering Unmasked Estep Score: -6708838.000000 Penalty: 5428.212402 Iteration 5F: 3 clusters Score -6708838 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21804 members Mstep: Class 2 contains 34808 members Entering Unmasked Estep Score: -6710334.000000 Penalty: 5428.212402 Iteration 6F: 3 clusters Score -6710334 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19610 members Mstep: Class 2 contains 37002 members Entering Unmasked Estep Score: -6712104.500000 Penalty: 5428.212402 Iteration 7F: 3 clusters Score -6712104 nChanged 3232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17068 members Mstep: Class 2 contains 39544 members Entering Unmasked Estep Score: -6714002.500000 Penalty: 5428.212402 Iteration 8F: 3 clusters Score -6714002 nChanged 3199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 42365 members Entering Unmasked Estep Score: -6716029.000000 Penalty: 5428.212402 Iteration 9F: 3 clusters Score -6716029 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 45228 members Entering Unmasked Estep Score: -6718174.000000 Penalty: 5428.212402 Iteration 10F: 3 clusters Score -6718174 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 47912 members Entering Unmasked Estep Score: -6720197.500000 Penalty: 5428.212402 Iteration 11Q: 3 clusters Score -6720198 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 50213 members Entering Unmasked Estep Score: -6722035.500000 Penalty: 5428.212402 Iteration 12Q: 3 clusters Score -6722036 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 51954 members Entering Unmasked Estep Score: -6723348.500000 Penalty: 5428.212402 Iteration 13Q: 3 clusters Score -6723348 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 53153 members Entering Unmasked Estep Score: -6724226.000000 Penalty: 5428.212402 Iteration 14Q: 3 clusters Score -6724226 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 53956 members Entering Unmasked Estep Score: -6724788.000000 Penalty: 5428.212402 Iteration 15Q: 3 clusters Score -6724788 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 54480 members Entering Unmasked Estep Score: -6725146.000000 Penalty: 5428.212402 Iteration 16Q: 3 clusters Score -6725146 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 54818 members Entering Unmasked Estep Score: -6725383.500000 Penalty: 5428.212402 Iteration 17Q: 3 clusters Score -6725384 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 55040 members Entering Unmasked Estep Score: -6725506.500000 Penalty: 5428.212402 Iteration 18Q: 3 clusters Score -6725506 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 55189 members Entering Unmasked Estep Score: -6725621.500000 Penalty: 5428.212402 Iteration 19Q: 3 clusters Score -6725622 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 55279 members Entering Unmasked Estep Score: -6725662.500000 Penalty: 5428.212402 Iteration 20F: 3 clusters Score -6725662 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 55347 members Entering Unmasked Estep Score: -6725734.000000 Penalty: 5428.212402 Iteration 21Q: 3 clusters Score -6725734 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 55398 members Entering Unmasked Estep Score: -6725770.500000 Penalty: 5428.212402 Iteration 22Q: 3 clusters Score -6725770 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 55439 members Entering Unmasked Estep Score: -6725784.000000 Penalty: 5428.212402 Iteration 23Q: 3 clusters Score -6725784 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 55467 members Entering Unmasked Estep Score: -6725807.000000 Penalty: 5428.212402 Iteration 24Q: 3 clusters Score -6725807 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 55487 members Entering Unmasked Estep Score: -6725819.000000 Penalty: 5428.212402 Iteration 25Q: 3 clusters Score -6725819 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 55506 members Entering Unmasked Estep Score: -6725831.500000 Penalty: 5428.212402 Iteration 26Q: 3 clusters Score -6725832 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 55520 members Entering Unmasked Estep Score: -6725856.500000 Penalty: 5428.212402 Iteration 27Q: 3 clusters Score -6725856 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 55532 members Entering Unmasked Estep Score: -6725871.500000 Penalty: 5428.212402 Iteration 28Q: 3 clusters Score -6725872 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 55549 members Entering Unmasked Estep Score: -6725872.500000 Penalty: 5428.212402 Iteration 29Q: 3 clusters Score -6725872 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 55559 members Entering Unmasked Estep Score: -6725877.000000 Penalty: 5428.212402 Iteration 30Q: 3 clusters Score -6725877 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 55570 members Entering Unmasked Estep Score: -6725887.500000 Penalty: 5428.212402 Iteration 31Q: 3 clusters Score -6725888 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 55582 members Entering Unmasked Estep Score: -6725891.000000 Penalty: 5428.212402 Iteration 32Q: 3 clusters Score -6725891 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 55589 members Entering Unmasked Estep Score: -6725901.500000 Penalty: 5428.212402 Iteration 33Q: 3 clusters Score -6725902 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 55596 members Entering Unmasked Estep Score: -6725904.500000 Penalty: 5428.212402 Iteration 34Q: 3 clusters Score -6725904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 55597 members Entering Unmasked Estep Score: -6725914.000000 Penalty: 5428.212402 Iteration 35Q: 3 clusters Score -6725914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 55601 members Entering Unmasked Estep Score: -6725912.000000 Penalty: 5428.212402 Iteration 36Q: 3 clusters Score -6725912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 55600 members Entering Unmasked Estep Score: -6725911.000000 Penalty: 5428.212402 Iteration 37Q: 3 clusters Score -6725911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 55607 members Entering Unmasked Estep Score: -6725914.000000 Penalty: 5428.212402 Iteration 38Q: 3 clusters Score -6725914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 55610 members Entering Unmasked Estep Score: -6725915.000000 Penalty: 5428.212402 Iteration 39Q: 3 clusters Score -6725915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 55614 members Entering Unmasked Estep Score: -6725919.500000 Penalty: 5428.212402 Iteration 40F: 3 clusters Score -6725920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 55620 members Entering Unmasked Estep Score: -6725917.500000 Penalty: 5428.212402 Iteration 41Q: 3 clusters Score -6725918 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 55629 members Entering Unmasked Estep Score: -6725917.000000 Penalty: 5428.212402 Iteration 42Q: 3 clusters Score -6725917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 55636 members Entering Unmasked Estep Score: -6725931.500000 Penalty: 5428.212402 Iteration 43Q: 3 clusters Score -6725932 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 55640 members Entering Unmasked Estep Score: -6725943.500000 Penalty: 5428.212402 Iteration 44Q: 3 clusters Score -6725944 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 55643 members Entering Unmasked Estep Score: -6725954.500000 Penalty: 5428.212402 Iteration 45Q: 3 clusters Score -6725954 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 55645 members Entering Unmasked Estep Score: -6725957.500000 Penalty: 5428.212402 Iteration 46Q: 3 clusters Score -6725958 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 55644 members Entering Unmasked Estep Score: -6725960.500000 Penalty: 5428.212402 Iteration 47Q: 3 clusters Score -6725960 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 55645 members Entering Unmasked Estep Score: -6725954.000000 Penalty: 5428.212402 Iteration 48Q: 3 clusters Score -6725954 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 55645 members Entering Unmasked Estep Score: -6725968.500000 Penalty: 5428.212402 Iteration 49Q: 3 clusters Score -6725968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 55645 members Entering Unmasked Estep Score: -6725977.000000 Penalty: 5428.212402 Iteration 50Q: 3 clusters Score -6725977 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 55646 members Entering Unmasked Estep Score: -6725973.000000 Penalty: 5428.212402 Iteration 51Q: 3 clusters Score -6725973 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 55648 members Entering Unmasked Estep Score: -6725974.000000 Penalty: 5428.212402 Iteration 52Q: 3 clusters Score -6725974 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 55648 members Entering Unmasked Estep Score: -6725970.500000 Penalty: 5428.212402 Iteration 53Q: 3 clusters Score -6725970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 55648 members Entering Unmasked Estep Score: -6725972.500000 Penalty: 5428.212402 Iteration 54Q: 3 clusters Score -6725972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 55644 members Entering Unmasked Estep Score: -6725981.500000 Penalty: 5428.212402 Iteration 55Q: 3 clusters Score -6725982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 55645 members Entering Unmasked Estep Score: -6725983.500000 Penalty: 5428.212402 Iteration 56Q: 3 clusters Score -6725984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 55646 members Entering Unmasked Estep Score: -6725985.500000 Penalty: 5428.212402 Iteration 57Q: 3 clusters Score -6725986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 55648 members Entering Unmasked Estep Score: -6725982.000000 Penalty: 5428.212402 Iteration 58Q: 3 clusters Score -6725982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 55648 members Entering Unmasked Estep Score: -6725983.500000 Penalty: 5428.212402 Iteration 59Q: 3 clusters Score -6725984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 55648 members Entering Unmasked Estep Score: -6725983.500000 Penalty: 5428.212402 Iteration 60F: 3 clusters Score -6725984 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (47819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47819 members Entering Unmasked Estep Score: -5891398.000000 Penalty: 2672.244141 Iteration 0F: 2 clusters Score -5891398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23926 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -5859133.500000 Penalty: 5344.488281 Iteration 0F: 3 clusters Score -5859134 nChanged 21996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24146 members Mstep: Class 2 contains 23673 members Entering Unmasked Estep Score: -5871391.500000 Penalty: 5344.488281 Iteration 1F: 3 clusters Score -5871392 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24331 members Mstep: Class 2 contains 23488 members Entering Unmasked Estep Score: -5871844.000000 Penalty: 5344.488281 Iteration 2Q: 3 clusters Score -5871844 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24543 members Mstep: Class 2 contains 23276 members Entering Unmasked Estep Score: -5872242.000000 Penalty: 5344.488281 Iteration 3Q: 3 clusters Score -5872242 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24859 members Mstep: Class 2 contains 22960 members Entering Unmasked Estep Score: -5872602.500000 Penalty: 5344.488281 Iteration 4Q: 3 clusters Score -5872602 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25285 members Mstep: Class 2 contains 22534 members Entering Unmasked Estep Score: -5873002.500000 Penalty: 5344.488281 Iteration 5Q: 3 clusters Score -5873002 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25894 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -5873478.500000 Penalty: 5344.488281 Iteration 6Q: 3 clusters Score -5873478 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26731 members Mstep: Class 2 contains 21088 members Entering Unmasked Estep Score: -5874175.500000 Penalty: 5344.488281 Iteration 7Q: 3 clusters Score -5874176 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27910 members Mstep: Class 2 contains 19909 members Entering Unmasked Estep Score: -5875224.000000 Penalty: 5344.488281 Iteration 8Q: 3 clusters Score -5875224 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29347 members Mstep: Class 2 contains 18472 members Entering Unmasked Estep Score: -5876713.000000 Penalty: 5344.488281 Iteration 9F: 3 clusters Score -5876713 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30958 members Mstep: Class 2 contains 16861 members Entering Unmasked Estep Score: -5878678.500000 Penalty: 5344.488281 Iteration 10F: 3 clusters Score -5878678 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32485 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -5880851.000000 Penalty: 5344.488281 Iteration 11F: 3 clusters Score -5880851 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33643 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -5882682.500000 Penalty: 5344.488281 Iteration 12F: 3 clusters Score -5882682 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34468 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -5883856.000000 Penalty: 5344.488281 Iteration 13Q: 3 clusters Score -5883856 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35152 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -5884512.500000 Penalty: 5344.488281 Iteration 14Q: 3 clusters Score -5884512 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35738 members Mstep: Class 2 contains 12081 members Entering Unmasked Estep Score: -5884866.000000 Penalty: 5344.488281 Iteration 15Q: 3 clusters Score -5884866 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36273 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -5885148.000000 Penalty: 5344.488281 Iteration 16Q: 3 clusters Score -5885148 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36798 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -5885379.000000 Penalty: 5344.488281 Iteration 17Q: 3 clusters Score -5885379 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37310 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -5885652.000000 Penalty: 5344.488281 Iteration 18Q: 3 clusters Score -5885652 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37812 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -5885840.500000 Penalty: 5344.488281 Iteration 19Q: 3 clusters Score -5885840 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38290 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -5886061.500000 Penalty: 5344.488281 Iteration 20F: 3 clusters Score -5886062 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38734 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -5886284.000000 Penalty: 5344.488281 Iteration 21Q: 3 clusters Score -5886284 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39206 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -5886542.500000 Penalty: 5344.488281 Iteration 22Q: 3 clusters Score -5886542 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39640 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -5886760.000000 Penalty: 5344.488281 Iteration 23Q: 3 clusters Score -5886760 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40040 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -5886970.000000 Penalty: 5344.488281 Iteration 24Q: 3 clusters Score -5886970 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40431 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -5887194.500000 Penalty: 5344.488281 Iteration 25Q: 3 clusters Score -5887194 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40813 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -5887446.500000 Penalty: 5344.488281 Iteration 26Q: 3 clusters Score -5887446 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41205 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -5887740.000000 Penalty: 5344.488281 Iteration 27Q: 3 clusters Score -5887740 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41583 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -5888090.000000 Penalty: 5344.488281 Iteration 28Q: 3 clusters Score -5888090 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41935 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -5888375.500000 Penalty: 5344.488281 Iteration 29Q: 3 clusters Score -5888376 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42232 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -5888708.000000 Penalty: 5344.488281 Iteration 30Q: 3 clusters Score -5888708 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42531 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -5889051.500000 Penalty: 5344.488281 Iteration 31Q: 3 clusters Score -5889052 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42771 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -5889301.000000 Penalty: 5344.488281 Iteration 32Q: 3 clusters Score -5889301 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42967 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -5889447.000000 Penalty: 5344.488281 Iteration 33Q: 3 clusters Score -5889447 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43120 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -5889578.500000 Penalty: 5344.488281 Iteration 34Q: 3 clusters Score -5889578 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43258 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -5889670.500000 Penalty: 5344.488281 Iteration 35Q: 3 clusters Score -5889670 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43362 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -5889768.500000 Penalty: 5344.488281 Iteration 36Q: 3 clusters Score -5889768 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43445 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -5889807.500000 Penalty: 5344.488281 Iteration 37Q: 3 clusters Score -5889808 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43496 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -5889805.000000 Penalty: 5344.488281 Iteration 38Q: 3 clusters Score -5889805 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43561 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -5889843.500000 Penalty: 5344.488281 Iteration 39Q: 3 clusters Score -5889844 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43630 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -5889878.500000 Penalty: 5344.488281 Iteration 40F: 3 clusters Score -5889878 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43685 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -5889904.500000 Penalty: 5344.488281 Iteration 41Q: 3 clusters Score -5889904 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43738 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -5889911.500000 Penalty: 5344.488281 Iteration 42Q: 3 clusters Score -5889912 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43772 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -5889922.500000 Penalty: 5344.488281 Iteration 43Q: 3 clusters Score -5889922 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43826 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -5889938.000000 Penalty: 5344.488281 Iteration 44Q: 3 clusters Score -5889938 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43868 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -5889954.000000 Penalty: 5344.488281 Iteration 45Q: 3 clusters Score -5889954 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43911 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -5889959.000000 Penalty: 5344.488281 Iteration 46Q: 3 clusters Score -5889959 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43955 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -5889980.500000 Penalty: 5344.488281 Iteration 47Q: 3 clusters Score -5889980 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43995 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -5889982.500000 Penalty: 5344.488281 Iteration 48Q: 3 clusters Score -5889982 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44038 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -5889993.000000 Penalty: 5344.488281 Iteration 49Q: 3 clusters Score -5889993 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44079 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -5890002.500000 Penalty: 5344.488281 Iteration 50Q: 3 clusters Score -5890002 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44108 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -5890022.500000 Penalty: 5344.488281 Iteration 51Q: 3 clusters Score -5890022 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44137 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -5890017.500000 Penalty: 5344.488281 Iteration 52Q: 3 clusters Score -5890018 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44162 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -5890034.000000 Penalty: 5344.488281 Iteration 53Q: 3 clusters Score -5890034 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44178 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -5890031.500000 Penalty: 5344.488281 Iteration 54Q: 3 clusters Score -5890032 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44199 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -5890029.500000 Penalty: 5344.488281 Iteration 55Q: 3 clusters Score -5890030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44219 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -5890046.000000 Penalty: 5344.488281 Iteration 56Q: 3 clusters Score -5890046 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44241 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -5890037.000000 Penalty: 5344.488281 Iteration 57Q: 3 clusters Score -5890037 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44275 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -5890043.500000 Penalty: 5344.488281 Iteration 58Q: 3 clusters Score -5890044 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44297 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -5890047.000000 Penalty: 5344.488281 Iteration 59Q: 3 clusters Score -5890047 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44317 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -5890048.500000 Penalty: 5344.488281 Iteration 60F: 3 clusters Score -5890048 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44332 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -5890057.000000 Penalty: 5344.488281 Iteration 61Q: 3 clusters Score -5890057 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -5890061.500000 Penalty: 5344.488281 Iteration 62Q: 3 clusters Score -5890062 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44351 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -5890062.500000 Penalty: 5344.488281 Iteration 63Q: 3 clusters Score -5890062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44353 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -5890066.000000 Penalty: 5344.488281 Iteration 64Q: 3 clusters Score -5890066 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44356 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -5890070.000000 Penalty: 5344.488281 Iteration 65Q: 3 clusters Score -5890070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44357 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -5890071.500000 Penalty: 5344.488281 Iteration 66Q: 3 clusters Score -5890072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44358 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -5890075.500000 Penalty: 5344.488281 Iteration 67Q: 3 clusters Score -5890076 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44363 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -5890069.500000 Penalty: 5344.488281 Iteration 68Q: 3 clusters Score -5890070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44367 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -5890073.000000 Penalty: 5344.488281 Iteration 69Q: 3 clusters Score -5890073 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44369 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -5890074.000000 Penalty: 5344.488281 Iteration 70Q: 3 clusters Score -5890074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44369 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -5890072.000000 Penalty: 5344.488281 Iteration 71Q: 3 clusters Score -5890072 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44375 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -5890073.000000 Penalty: 5344.488281 Iteration 72Q: 3 clusters Score -5890073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44382 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -5890082.000000 Penalty: 5344.488281 Iteration 73Q: 3 clusters Score -5890082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44385 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -5890081.000000 Penalty: 5344.488281 Iteration 74Q: 3 clusters Score -5890081 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44388 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -5890077.500000 Penalty: 5344.488281 Iteration 75Q: 3 clusters Score -5890078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44389 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -5890075.000000 Penalty: 5344.488281 Iteration 76Q: 3 clusters Score -5890075 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -5890078.500000 Penalty: 5344.488281 Iteration 77Q: 3 clusters Score -5890078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44391 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -5890076.500000 Penalty: 5344.488281 Iteration 78Q: 3 clusters Score -5890076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44392 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -5890078.000000 Penalty: 5344.488281 Iteration 79Q: 3 clusters Score -5890078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44394 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -5890070.500000 Penalty: 5344.488281 Iteration 80F: 3 clusters Score -5890070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44397 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -5890070.000000 Penalty: 5344.488281 Iteration 81Q: 3 clusters Score -5890070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44398 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -5890072.500000 Penalty: 5344.488281 Iteration 82Q: 3 clusters Score -5890072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44398 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -5890072.500000 Penalty: 5344.488281 Iteration 83F: 3 clusters Score -5890072 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Entering Unmasked Estep Score: -866708.875000 Penalty: 2210.360107 Iteration 0F: 2 clusters Score -866708.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -860611.875000 Penalty: 4420.720215 Iteration 0F: 3 clusters Score -860611.9 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -862233.437500 Penalty: 4420.720215 Iteration 1F: 3 clusters Score -862233.4 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -862563.562500 Penalty: 4420.720215 Iteration 2F: 3 clusters Score -862563.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -862875.312500 Penalty: 4420.720215 Iteration 3F: 3 clusters Score -862875.3 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -863276.812500 Penalty: 4420.720215 Iteration 4F: 3 clusters Score -863276.8 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -863765.875000 Penalty: 4420.720215 Iteration 5F: 3 clusters Score -863765.9 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -864263.500000 Penalty: 4420.720215 Iteration 6F: 3 clusters Score -864263.5 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -864704.125000 Penalty: 4420.720215 Iteration 7F: 3 clusters Score -864704.1 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -865062.750000 Penalty: 4420.720215 Iteration 8F: 3 clusters Score -865062.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -865286.625000 Penalty: 4420.720215 Iteration 9Q: 3 clusters Score -865286.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -865403.000000 Penalty: 4420.720215 Iteration 10Q: 3 clusters Score -865403 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -865475.937500 Penalty: 4420.720215 Iteration 11Q: 3 clusters Score -865475.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -865519.000000 Penalty: 4420.720215 Iteration 12Q: 3 clusters Score -865519 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -865547.937500 Penalty: 4420.720215 Iteration 13Q: 3 clusters Score -865547.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -865561.187500 Penalty: 4420.720215 Iteration 14Q: 3 clusters Score -865561.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -865573.437500 Penalty: 4420.720215 Iteration 15Q: 3 clusters Score -865573.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -865582.625000 Penalty: 4420.720215 Iteration 16Q: 3 clusters Score -865582.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -865590.125000 Penalty: 4420.720215 Iteration 17Q: 3 clusters Score -865590.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -865598.812500 Penalty: 4420.720215 Iteration 18Q: 3 clusters Score -865598.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -865609.500000 Penalty: 4420.720215 Iteration 19Q: 3 clusters Score -865609.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -865620.062500 Penalty: 4420.720215 Iteration 20F: 3 clusters Score -865620.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -865629.062500 Penalty: 4420.720215 Iteration 21Q: 3 clusters Score -865629.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -865638.875000 Penalty: 4420.720215 Iteration 22Q: 3 clusters Score -865638.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -865647.500000 Penalty: 4420.720215 Iteration 23Q: 3 clusters Score -865647.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -865655.750000 Penalty: 4420.720215 Iteration 24Q: 3 clusters Score -865655.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -865662.437500 Penalty: 4420.720215 Iteration 25Q: 3 clusters Score -865662.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -865665.687500 Penalty: 4420.720215 Iteration 26Q: 3 clusters Score -865665.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -865667.500000 Penalty: 4420.720215 Iteration 27Q: 3 clusters Score -865667.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -865671.687500 Penalty: 4420.720215 Iteration 28Q: 3 clusters Score -865671.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -865674.625000 Penalty: 4420.720215 Iteration 29Q: 3 clusters Score -865674.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -865672.937500 Penalty: 4420.720215 Iteration 30Q: 3 clusters Score -865672.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -865672.750000 Penalty: 4420.720215 Iteration 31Q: 3 clusters Score -865672.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -865672.750000 Penalty: 4420.720215 Iteration 32F: 3 clusters Score -865672.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Entering Unmasked Estep Score: -1040225.250000 Penalty: 2265.312012 Iteration 0F: 2 clusters Score -1040225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1033044.375000 Penalty: 4530.624023 Iteration 0F: 3 clusters Score -1033044 nChanged 3811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1035336.437500 Penalty: 4530.624023 Iteration 1F: 3 clusters Score -1035336 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1035815.875000 Penalty: 4530.624023 Iteration 2F: 3 clusters Score -1035816 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1036226.812500 Penalty: 4530.624023 Iteration 3F: 3 clusters Score -1036227 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1036638.812500 Penalty: 4530.624023 Iteration 4F: 3 clusters Score -1036639 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1037059.312500 Penalty: 4530.624023 Iteration 5F: 3 clusters Score -1037059 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1037408.875000 Penalty: 4530.624023 Iteration 6F: 3 clusters Score -1037409 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1037678.562500 Penalty: 4530.624023 Iteration 7Q: 3 clusters Score -1037679 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1037907.812500 Penalty: 4530.624023 Iteration 8Q: 3 clusters Score -1037908 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1038100.500000 Penalty: 4530.624023 Iteration 9Q: 3 clusters Score -1038100 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -1038257.312500 Penalty: 4530.624023 Iteration 10Q: 3 clusters Score -1038257 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1038353.500000 Penalty: 4530.624023 Iteration 11Q: 3 clusters Score -1038354 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1038420.812500 Penalty: 4530.624023 Iteration 12Q: 3 clusters Score -1038421 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1038477.312500 Penalty: 4530.624023 Iteration 13Q: 3 clusters Score -1038477 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1038525.500000 Penalty: 4530.624023 Iteration 14Q: 3 clusters Score -1038526 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -1038559.375000 Penalty: 4530.624023 Iteration 15Q: 3 clusters Score -1038559 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1038583.875000 Penalty: 4530.624023 Iteration 16Q: 3 clusters Score -1038584 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1038601.687500 Penalty: 4530.624023 Iteration 17Q: 3 clusters Score -1038602 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1038621.000000 Penalty: 4530.624023 Iteration 18Q: 3 clusters Score -1038621 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1038637.375000 Penalty: 4530.624023 Iteration 19Q: 3 clusters Score -1038637 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1038644.625000 Penalty: 4530.624023 Iteration 20F: 3 clusters Score -1038645 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1038654.000000 Penalty: 4530.624023 Iteration 21Q: 3 clusters Score -1038654 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1038658.375000 Penalty: 4530.624023 Iteration 22Q: 3 clusters Score -1038658 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -1038666.250000 Penalty: 4530.624023 Iteration 23Q: 3 clusters Score -1038666 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1038672.500000 Penalty: 4530.624023 Iteration 24Q: 3 clusters Score -1038672 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1038678.875000 Penalty: 4530.624023 Iteration 25Q: 3 clusters Score -1038679 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1038683.250000 Penalty: 4530.624023 Iteration 26Q: 3 clusters Score -1038683 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -1038690.250000 Penalty: 4530.624023 Iteration 27Q: 3 clusters Score -1038690 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -1038693.625000 Penalty: 4530.624023 Iteration 28Q: 3 clusters Score -1038694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -1038693.000000 Penalty: 4530.624023 Iteration 29Q: 3 clusters Score -1038693 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1038692.562500 Penalty: 4530.624023 Iteration 30Q: 3 clusters Score -1038693 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1038694.312500 Penalty: 4530.624023 Iteration 31Q: 3 clusters Score -1038694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1038695.750000 Penalty: 4530.624023 Iteration 32Q: 3 clusters Score -1038696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -1038698.000000 Penalty: 4530.624023 Iteration 33Q: 3 clusters Score -1038698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1038698.000000 Penalty: 4530.624023 Iteration 34Q: 3 clusters Score -1038698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1038696.812500 Penalty: 4530.624023 Iteration 35Q: 3 clusters Score -1038697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1038697.812500 Penalty: 4530.624023 Iteration 36Q: 3 clusters Score -1038698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -1038697.437500 Penalty: 4530.624023 Iteration 37Q: 3 clusters Score -1038697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1038700.500000 Penalty: 4530.624023 Iteration 38Q: 3 clusters Score -1038700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1038700.750000 Penalty: 4530.624023 Iteration 39Q: 3 clusters Score -1038701 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1038700.750000 Penalty: 4530.624023 Iteration 40F: 3 clusters Score -1038701 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (11747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Entering Unmasked Estep Score: -1371594.250000 Penalty: 2324.095703 Iteration 0F: 2 clusters Score -1371594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1362812.375000 Penalty: 4648.191406 Iteration 0F: 3 clusters Score -1362812 nChanged 4929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1365669.875000 Penalty: 4648.191406 Iteration 1F: 3 clusters Score -1365670 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1366169.875000 Penalty: 4648.191406 Iteration 2F: 3 clusters Score -1366170 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -1366648.375000 Penalty: 4648.191406 Iteration 3F: 3 clusters Score -1366648 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1367111.250000 Penalty: 4648.191406 Iteration 4F: 3 clusters Score -1367111 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1367583.875000 Penalty: 4648.191406 Iteration 5F: 3 clusters Score -1367584 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8094 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1368034.125000 Penalty: 4648.191406 Iteration 6F: 3 clusters Score -1368034 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -1368528.875000 Penalty: 4648.191406 Iteration 7F: 3 clusters Score -1368529 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1368994.625000 Penalty: 4648.191406 Iteration 8F: 3 clusters Score -1368995 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1369372.750000 Penalty: 4648.191406 Iteration 9Q: 3 clusters Score -1369373 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1369650.125000 Penalty: 4648.191406 Iteration 10Q: 3 clusters Score -1369650 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1369860.375000 Penalty: 4648.191406 Iteration 11Q: 3 clusters Score -1369860 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10402 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1370020.000000 Penalty: 4648.191406 Iteration 12Q: 3 clusters Score -1370020 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1370137.500000 Penalty: 4648.191406 Iteration 13Q: 3 clusters Score -1370138 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1370217.250000 Penalty: 4648.191406 Iteration 14Q: 3 clusters Score -1370217 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1370270.750000 Penalty: 4648.191406 Iteration 15Q: 3 clusters Score -1370271 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1370313.125000 Penalty: 4648.191406 Iteration 16Q: 3 clusters Score -1370313 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1370347.250000 Penalty: 4648.191406 Iteration 17Q: 3 clusters Score -1370347 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1370367.250000 Penalty: 4648.191406 Iteration 18Q: 3 clusters Score -1370367 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10942 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1370387.000000 Penalty: 4648.191406 Iteration 19Q: 3 clusters Score -1370387 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1370398.125000 Penalty: 4648.191406 Iteration 20F: 3 clusters Score -1370398 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1370401.750000 Penalty: 4648.191406 Iteration 21Q: 3 clusters Score -1370402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1370404.000000 Penalty: 4648.191406 Iteration 22Q: 3 clusters Score -1370404 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1370408.000000 Penalty: 4648.191406 Iteration 23Q: 3 clusters Score -1370408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1370406.500000 Penalty: 4648.191406 Iteration 24Q: 3 clusters Score -1370406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1370408.375000 Penalty: 4648.191406 Iteration 25Q: 3 clusters Score -1370408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1370408.375000 Penalty: 4648.191406 Iteration 26F: 3 clusters Score -1370408 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Entering Unmasked Estep Score: -172156.875000 Penalty: 1853.462036 Iteration 0F: 2 clusters Score -172156.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -169966.328125 Penalty: 3706.924072 Iteration 0F: 3 clusters Score -169966.3 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -171856.500000 Penalty: 3706.924072 Iteration 1F: 3 clusters Score -171856.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -173120.406250 Penalty: 3706.924072 Iteration 2F: 3 clusters Score -173120.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -173686.046875 Penalty: 3706.924072 Iteration 3F: 3 clusters Score -173686 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -173818.093750 Penalty: 3706.924072 Iteration 4Q: 3 clusters Score -173818.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -173922.921875 Penalty: 3706.924072 Iteration 5Q: 3 clusters Score -173922.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -174048.125000 Penalty: 3706.924072 Iteration 6Q: 3 clusters Score -174048.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -174192.953125 Penalty: 3706.924072 Iteration 7Q: 3 clusters Score -174193 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -174329.281250 Penalty: 3706.924072 Iteration 8Q: 3 clusters Score -174329.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -174457.468750 Penalty: 3706.924072 Iteration 9Q: 3 clusters Score -174457.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -174540.109375 Penalty: 3706.924072 Iteration 10Q: 3 clusters Score -174540.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -174562.765625 Penalty: 3706.924072 Iteration 11Q: 3 clusters Score -174562.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -174617.234375 Penalty: 3706.924072 Iteration 12Q: 3 clusters Score -174617.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -174645.218750 Penalty: 3706.924072 Iteration 13Q: 3 clusters Score -174645.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -174697.921875 Penalty: 3706.924072 Iteration 14Q: 3 clusters Score -174697.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -174735.125000 Penalty: 3706.924072 Iteration 15Q: 3 clusters Score -174735.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -174800.640625 Penalty: 3706.924072 Iteration 16Q: 3 clusters Score -174800.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -174849.296875 Penalty: 3706.924072 Iteration 17Q: 3 clusters Score -174849.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -174963.625000 Penalty: 3706.924072 Iteration 18Q: 3 clusters Score -174963.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -174996.859375 Penalty: 3706.924072 Iteration 19Q: 3 clusters Score -174996.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -175208.000000 Penalty: 3706.924072 Iteration 20F: 3 clusters Score -175208 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -175842.562500 Penalty: 3706.924072 Iteration 21Q: 3 clusters Score -175842.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -176017.500000 Penalty: 3706.924072 Iteration 22Q: 3 clusters Score -176017.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -176326.578125 Penalty: 3706.924072 Iteration 23Q: 3 clusters Score -176326.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -176517.406250 Penalty: 3706.924072 Iteration 24Q: 3 clusters Score -176517.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -176623.312500 Penalty: 3706.924072 Iteration 25Q: 3 clusters Score -176623.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -176669.703125 Penalty: 3706.924072 Iteration 26Q: 3 clusters Score -176669.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -176692.125000 Penalty: 3706.924072 Iteration 27Q: 3 clusters Score -176692.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -176713.218750 Penalty: 3706.924072 Iteration 28Q: 3 clusters Score -176713.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -176730.218750 Penalty: 3706.924072 Iteration 29Q: 3 clusters Score -176730.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -176745.718750 Penalty: 3706.924072 Iteration 30Q: 3 clusters Score -176745.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -176751.218750 Penalty: 3706.924072 Iteration 31Q: 3 clusters Score -176751.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -176759.500000 Penalty: 3706.924072 Iteration 32Q: 3 clusters Score -176759.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -176763.562500 Penalty: 3706.924072 Iteration 33Q: 3 clusters Score -176763.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -176766.500000 Penalty: 3706.924072 Iteration 34Q: 3 clusters Score -176766.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -176768.250000 Penalty: 3706.924072 Iteration 35Q: 3 clusters Score -176768.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -176776.562500 Penalty: 3706.924072 Iteration 36Q: 3 clusters Score -176776.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -176785.843750 Penalty: 3706.924072 Iteration 37Q: 3 clusters Score -176785.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -176789.890625 Penalty: 3706.924072 Iteration 38Q: 3 clusters Score -176789.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -176798.484375 Penalty: 3706.924072 Iteration 39Q: 3 clusters Score -176798.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -176836.546875 Penalty: 3706.924072 Iteration 40F: 3 clusters Score -176836.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -176914.984375 Penalty: 3706.924072 Iteration 41Q: 3 clusters Score -176915 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -176972.468750 Penalty: 3706.924072 Iteration 42Q: 3 clusters Score -176972.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -177033.281250 Penalty: 3706.924072 Iteration 43Q: 3 clusters Score -177033.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -177137.421875 Penalty: 3706.924072 Iteration 44Q: 3 clusters Score -177137.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -177191.187500 Penalty: 3706.924072 Iteration 45Q: 3 clusters Score -177191.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -177267.812500 Penalty: 3706.924072 Iteration 46Q: 3 clusters Score -177267.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -177372.968750 Penalty: 3706.924072 Iteration 47Q: 3 clusters Score -177373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -177481.421875 Penalty: 3706.924072 Iteration 48Q: 3 clusters Score -177481.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -177592.500000 Penalty: 3706.924072 Iteration 49Q: 3 clusters Score -177592.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -177677.687500 Penalty: 3706.924072 Iteration 50Q: 3 clusters Score -177677.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -177751.453125 Penalty: 3706.924072 Iteration 51Q: 3 clusters Score -177751.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -177869.750000 Penalty: 3706.924072 Iteration 52Q: 3 clusters Score -177869.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -177962.484375 Penalty: 3706.924072 Iteration 53Q: 3 clusters Score -177962.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -177976.937500 Penalty: 3706.924072 Iteration 54Q: 3 clusters Score -177976.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -177985.140625 Penalty: 3706.924072 Iteration 55Q: 3 clusters Score -177985.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -178000.109375 Penalty: 3706.924072 Iteration 56Q: 3 clusters Score -178000.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -178008.703125 Penalty: 3706.924072 Iteration 57Q: 3 clusters Score -178008.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -178010.515625 Penalty: 3706.924072 Iteration 58Q: 3 clusters Score -178010.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -178011.093750 Penalty: 3706.924072 Iteration 59Q: 3 clusters Score -178011.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -178032.640625 Penalty: 3706.924072 Iteration 60F: 3 clusters Score -178032.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -178118.984375 Penalty: 3706.924072 Iteration 61Q: 3 clusters Score -178119 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -178155.812500 Penalty: 3706.924072 Iteration 62Q: 3 clusters Score -178155.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -178170.250000 Penalty: 3706.924072 Iteration 63Q: 3 clusters Score -178170.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -178184.000000 Penalty: 3706.924072 Iteration 64Q: 3 clusters Score -178184 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -178195.484375 Penalty: 3706.924072 Iteration 65Q: 3 clusters Score -178195.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -178199.906250 Penalty: 3706.924072 Iteration 66Q: 3 clusters Score -178199.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -178200.812500 Penalty: 3706.924072 Iteration 67Q: 3 clusters Score -178200.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -178200.812500 Penalty: 3706.924072 Iteration 68F: 3 clusters Score -178200.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 10248 members Mstep: Class 4 contains 3131 members Mstep: Class 5 contains 627 members Mstep: Class 6 contains 146737 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 40530 members Mstep: Class 10 contains 1211 members Mstep: Class 11 contains 2177 members Mstep: Class 12 contains 24557 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 56612 members Mstep: Class 15 contains 47819 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 11747 members Mstep: Class 20 contains 550 members Mstep: Class 21 contains 43188 members Mstep: Class 22 contains 10212 members Entering Unmasked Estep Score: -51989684.000000 Penalty: 67587.437500 Splitting cluster 20 changes total score from -51908284.000000 to -51989684.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 21 (43188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43188 members Entering Unmasked Estep Score: -5343397.000000 Penalty: 2646.982910 Iteration 0F: 2 clusters Score -5343397 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21557 members Mstep: Class 2 contains 21631 members Entering Unmasked Estep Score: -5314058.000000 Penalty: 5293.965820 Iteration 0F: 3 clusters Score -5314058 nChanged 19868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21465 members Mstep: Class 2 contains 21723 members Entering Unmasked Estep Score: -5324950.500000 Penalty: 5293.965820 Iteration 1F: 3 clusters Score -5324950 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21378 members Mstep: Class 2 contains 21810 members Entering Unmasked Estep Score: -5325477.000000 Penalty: 5293.965820 Iteration 2Q: 3 clusters Score -5325477 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21318 members Mstep: Class 2 contains 21870 members Entering Unmasked Estep Score: -5325950.000000 Penalty: 5293.965820 Iteration 3Q: 3 clusters Score -5325950 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21195 members Mstep: Class 2 contains 21993 members Entering Unmasked Estep Score: -5326521.500000 Penalty: 5293.965820 Iteration 4Q: 3 clusters Score -5326522 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20994 members Mstep: Class 2 contains 22194 members Entering Unmasked Estep Score: -5327115.500000 Penalty: 5293.965820 Iteration 5Q: 3 clusters Score -5327116 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20616 members Mstep: Class 2 contains 22572 members Entering Unmasked Estep Score: -5327752.000000 Penalty: 5293.965820 Iteration 6Q: 3 clusters Score -5327752 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 23155 members Entering Unmasked Estep Score: -5328450.000000 Penalty: 5293.965820 Iteration 7Q: 3 clusters Score -5328450 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19183 members Mstep: Class 2 contains 24005 members Entering Unmasked Estep Score: -5329276.000000 Penalty: 5293.965820 Iteration 8Q: 3 clusters Score -5329276 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18000 members Mstep: Class 2 contains 25188 members Entering Unmasked Estep Score: -5330265.000000 Penalty: 5293.965820 Iteration 9Q: 3 clusters Score -5330265 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16545 members Mstep: Class 2 contains 26643 members Entering Unmasked Estep Score: -5331437.500000 Penalty: 5293.965820 Iteration 10F: 3 clusters Score -5331438 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Mstep: Class 2 contains 28289 members Entering Unmasked Estep Score: -5332690.500000 Penalty: 5293.965820 Iteration 11F: 3 clusters Score -5332690 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13267 members Mstep: Class 2 contains 29921 members Entering Unmasked Estep Score: -5333934.500000 Penalty: 5293.965820 Iteration 12Q: 3 clusters Score -5333934 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11723 members Mstep: Class 2 contains 31465 members Entering Unmasked Estep Score: -5335112.500000 Penalty: 5293.965820 Iteration 13Q: 3 clusters Score -5335112 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 32851 members Entering Unmasked Estep Score: -5336071.500000 Penalty: 5293.965820 Iteration 14Q: 3 clusters Score -5336072 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 34003 members Entering Unmasked Estep Score: -5336840.500000 Penalty: 5293.965820 Iteration 15Q: 3 clusters Score -5336840 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 35027 members Entering Unmasked Estep Score: -5337507.000000 Penalty: 5293.965820 Iteration 16Q: 3 clusters Score -5337507 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 35951 members Entering Unmasked Estep Score: -5338096.000000 Penalty: 5293.965820 Iteration 17Q: 3 clusters Score -5338096 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 36740 members Entering Unmasked Estep Score: -5338562.000000 Penalty: 5293.965820 Iteration 18Q: 3 clusters Score -5338562 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 37381 members Entering Unmasked Estep Score: -5338945.500000 Penalty: 5293.965820 Iteration 19Q: 3 clusters Score -5338946 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 37980 members Entering Unmasked Estep Score: -5339277.500000 Penalty: 5293.965820 Iteration 20F: 3 clusters Score -5339278 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 38505 members Entering Unmasked Estep Score: -5339525.500000 Penalty: 5293.965820 Iteration 21Q: 3 clusters Score -5339526 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 38965 members Entering Unmasked Estep Score: -5339773.500000 Penalty: 5293.965820 Iteration 22Q: 3 clusters Score -5339774 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 39381 members Entering Unmasked Estep Score: -5339975.500000 Penalty: 5293.965820 Iteration 23Q: 3 clusters Score -5339976 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 39725 members Entering Unmasked Estep Score: -5340107.500000 Penalty: 5293.965820 Iteration 24Q: 3 clusters Score -5340108 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 40002 members Entering Unmasked Estep Score: -5340221.500000 Penalty: 5293.965820 Iteration 25Q: 3 clusters Score -5340222 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 40226 members Entering Unmasked Estep Score: -5340295.500000 Penalty: 5293.965820 Iteration 26Q: 3 clusters Score -5340296 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 40432 members Entering Unmasked Estep Score: -5340390.500000 Penalty: 5293.965820 Iteration 27Q: 3 clusters Score -5340390 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 40625 members Entering Unmasked Estep Score: -5340542.000000 Penalty: 5293.965820 Iteration 28Q: 3 clusters Score -5340542 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 40777 members Entering Unmasked Estep Score: -5340625.500000 Penalty: 5293.965820 Iteration 29Q: 3 clusters Score -5340626 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 40914 members Entering Unmasked Estep Score: -5340731.000000 Penalty: 5293.965820 Iteration 30Q: 3 clusters Score -5340731 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 41050 members Entering Unmasked Estep Score: -5340917.000000 Penalty: 5293.965820 Iteration 31Q: 3 clusters Score -5340917 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 41168 members Entering Unmasked Estep Score: -5341182.500000 Penalty: 5293.965820 Iteration 32Q: 3 clusters Score -5341182 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 41255 members Entering Unmasked Estep Score: -5341512.500000 Penalty: 5293.965820 Iteration 33Q: 3 clusters Score -5341512 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 41274 members Entering Unmasked Estep Score: -5341724.000000 Penalty: 5293.965820 Iteration 34Q: 3 clusters Score -5341724 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 41272 members Entering Unmasked Estep Score: -5341806.000000 Penalty: 5293.965820 Iteration 35Q: 3 clusters Score -5341806 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 41266 members Entering Unmasked Estep Score: -5341845.500000 Penalty: 5293.965820 Iteration 36Q: 3 clusters Score -5341846 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 41249 members Entering Unmasked Estep Score: -5341881.000000 Penalty: 5293.965820 Iteration 37Q: 3 clusters Score -5341881 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 41224 members Entering Unmasked Estep Score: -5341890.000000 Penalty: 5293.965820 Iteration 38Q: 3 clusters Score -5341890 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 41212 members Entering Unmasked Estep Score: -5341902.000000 Penalty: 5293.965820 Iteration 39Q: 3 clusters Score -5341902 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 41198 members Entering Unmasked Estep Score: -5341913.000000 Penalty: 5293.965820 Iteration 40F: 3 clusters Score -5341913 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 41190 members Entering Unmasked Estep Score: -5341922.000000 Penalty: 5293.965820 Iteration 41Q: 3 clusters Score -5341922 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 41175 members Entering Unmasked Estep Score: -5341929.000000 Penalty: 5293.965820 Iteration 42Q: 3 clusters Score -5341929 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 41162 members Entering Unmasked Estep Score: -5341936.000000 Penalty: 5293.965820 Iteration 43Q: 3 clusters Score -5341936 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 41148 members Entering Unmasked Estep Score: -5341943.500000 Penalty: 5293.965820 Iteration 44Q: 3 clusters Score -5341944 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 41135 members Entering Unmasked Estep Score: -5341952.500000 Penalty: 5293.965820 Iteration 45Q: 3 clusters Score -5341952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 41123 members Entering Unmasked Estep Score: -5341950.500000 Penalty: 5293.965820 Iteration 46Q: 3 clusters Score -5341950 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 41110 members Entering Unmasked Estep Score: -5341962.000000 Penalty: 5293.965820 Iteration 47Q: 3 clusters Score -5341962 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 41099 members Entering Unmasked Estep Score: -5341967.000000 Penalty: 5293.965820 Iteration 48Q: 3 clusters Score -5341967 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 41089 members Entering Unmasked Estep Score: -5341977.000000 Penalty: 5293.965820 Iteration 49Q: 3 clusters Score -5341977 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 41079 members Entering Unmasked Estep Score: -5341977.000000 Penalty: 5293.965820 Iteration 50Q: 3 clusters Score -5341977 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 41074 members Entering Unmasked Estep Score: -5341968.500000 Penalty: 5293.965820 Iteration 51Q: 3 clusters Score -5341968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 41066 members Entering Unmasked Estep Score: -5341965.500000 Penalty: 5293.965820 Iteration 52Q: 3 clusters Score -5341966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 41061 members Entering Unmasked Estep Score: -5341974.000000 Penalty: 5293.965820 Iteration 53Q: 3 clusters Score -5341974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 41057 members Entering Unmasked Estep Score: -5341978.500000 Penalty: 5293.965820 Iteration 54Q: 3 clusters Score -5341978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 41055 members Entering Unmasked Estep Score: -5341976.500000 Penalty: 5293.965820 Iteration 55Q: 3 clusters Score -5341976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 41054 members Entering Unmasked Estep Score: -5341974.000000 Penalty: 5293.965820 Iteration 56Q: 3 clusters Score -5341974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 41053 members Entering Unmasked Estep Score: -5341976.500000 Penalty: 5293.965820 Iteration 57Q: 3 clusters Score -5341976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 41053 members Entering Unmasked Estep Score: -5341976.500000 Penalty: 5293.965820 Iteration 58F: 3 clusters Score -5341976 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Entering Unmasked Estep Score: -1217133.875000 Penalty: 2289.366943 Iteration 0F: 2 clusters Score -1217134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -1209334.250000 Penalty: 4578.733887 Iteration 0F: 3 clusters Score -1209334 nChanged 4245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -1211657.750000 Penalty: 4578.733887 Iteration 1F: 3 clusters Score -1211658 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1212071.250000 Penalty: 4578.733887 Iteration 2F: 3 clusters Score -1212071 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1212528.250000 Penalty: 4578.733887 Iteration 3F: 3 clusters Score -1212528 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1213200.250000 Penalty: 4578.733887 Iteration 4F: 3 clusters Score -1213200 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1214408.500000 Penalty: 4578.733887 Iteration 5F: 3 clusters Score -1214408 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1215865.000000 Penalty: 4578.733887 Iteration 6F: 3 clusters Score -1215865 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1216920.500000 Penalty: 4578.733887 Iteration 7F: 3 clusters Score -1216920 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1217558.375000 Penalty: 4578.733887 Iteration 8F: 3 clusters Score -1217558 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1217876.375000 Penalty: 4578.733887 Iteration 9Q: 3 clusters Score -1217876 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1218005.625000 Penalty: 4578.733887 Iteration 10Q: 3 clusters Score -1218006 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -1218061.875000 Penalty: 4578.733887 Iteration 11Q: 3 clusters Score -1218062 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1218092.875000 Penalty: 4578.733887 Iteration 12Q: 3 clusters Score -1218093 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1218112.125000 Penalty: 4578.733887 Iteration 13Q: 3 clusters Score -1218112 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1218133.000000 Penalty: 4578.733887 Iteration 14Q: 3 clusters Score -1218133 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1218144.250000 Penalty: 4578.733887 Iteration 15Q: 3 clusters Score -1218144 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1218152.250000 Penalty: 4578.733887 Iteration 16Q: 3 clusters Score -1218152 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -1218156.750000 Penalty: 4578.733887 Iteration 17Q: 3 clusters Score -1218157 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1218160.125000 Penalty: 4578.733887 Iteration 18Q: 3 clusters Score -1218160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1218162.500000 Penalty: 4578.733887 Iteration 19Q: 3 clusters Score -1218162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1218162.125000 Penalty: 4578.733887 Iteration 20F: 3 clusters Score -1218162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 10248 members Mstep: Class 4 contains 3131 members Mstep: Class 5 contains 627 members Mstep: Class 6 contains 146737 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 40530 members Mstep: Class 10 contains 1211 members Mstep: Class 11 contains 2177 members Mstep: Class 12 contains 24557 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 56612 members Mstep: Class 15 contains 47819 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 11747 members Mstep: Class 19 contains 3220 members Mstep: Class 20 contains 550 members Mstep: Class 21 contains 43188 members Mstep: Class 22 contains 6992 members Entering Unmasked Estep Score: -51989924.000000 Penalty: 70805.890625 Splitting cluster 22 changes total score from -51908284.000000 to -51989924.000000 So it's getting split into cluster 19. Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 10248 members Mstep: Class 4 contains 3131 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 40530 members Mstep: Class 11 contains 2177 members Mstep: Class 12 contains 24557 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 56612 members Mstep: Class 15 contains 47819 members Mstep: Class 16 contains 7426 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 11747 members Mstep: Class 20 contains 550 members Mstep: Class 21 contains 43188 members Mstep: Class 22 contains 6992 members Entering Unmasked Estep ConsiderDeletion Score: -51998904.000000 Penalty: 70805.890625 Iteration 39Q: 23 clusters Score -5.19989e+07 nChanged 12679 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 1272 members Mstep: Class 3 contains 10181 members Mstep: Class 4 contains 3139 members Mstep: Class 5 contains 627 members Mstep: Class 6 contains 146710 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 965 members Mstep: Class 9 contains 43436 members Mstep: Class 10 contains 1210 members Mstep: Class 11 contains 2115 members Mstep: Class 12 contains 24445 members Mstep: Class 13 contains 8872 members Mstep: Class 14 contains 54371 members Mstep: Class 15 contains 47973 members Mstep: Class 16 contains 7295 members Mstep: Class 17 contains 9350 members Mstep: Class 18 contains 11782 members Mstep: Class 19 contains 3009 members Mstep: Class 20 contains 595 members Mstep: Class 21 contains 43154 members Mstep: Class 22 contains 6564 members Entering Unmasked Estep ConsiderDeletion Score: -52004988.000000 Penalty: 70805.890625 Iteration 40F: 23 clusters Score -5.200499e+07 nChanged 7259 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 1329 members Mstep: Class 3 contains 10083 members Mstep: Class 4 contains 3178 members Mstep: Class 5 contains 632 members Mstep: Class 6 contains 148699 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 957 members Mstep: Class 9 contains 45476 members Mstep: Class 10 contains 1212 members Mstep: Class 11 contains 2059 members Mstep: Class 12 contains 24356 members Mstep: Class 13 contains 8742 members Mstep: Class 14 contains 52298 members Mstep: Class 15 contains 46640 members Mstep: Class 16 contains 7174 members Mstep: Class 17 contains 9181 members Mstep: Class 18 contains 11815 members Mstep: Class 19 contains 3265 members Mstep: Class 20 contains 623 members Mstep: Class 21 contains 43123 members Mstep: Class 22 contains 6249 members Entering Unmasked Estep ConsiderDeletion Score: -52007516.000000 Penalty: 70805.890625 Iteration 41Q: 23 clusters Score -5.200752e+07 nChanged 4808 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 1340 members Mstep: Class 3 contains 9972 members Mstep: Class 4 contains 3251 members Mstep: Class 5 contains 632 members Mstep: Class 6 contains 150002 members Mstep: Class 7 contains 746 members Mstep: Class 8 contains 949 members Mstep: Class 9 contains 47237 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 2030 members Mstep: Class 12 contains 24320 members Mstep: Class 13 contains 8644 members Mstep: Class 14 contains 50680 members Mstep: Class 15 contains 45704 members Mstep: Class 16 contains 7114 members Mstep: Class 17 contains 8976 members Mstep: Class 18 contains 11855 members Mstep: Class 19 contains 3431 members Mstep: Class 20 contains 624 members Mstep: Class 21 contains 43097 members Mstep: Class 22 contains 6028 members Entering Unmasked Estep ConsiderDeletion Score: -52009256.000000 Penalty: 70805.890625 Iteration 42Q: 23 clusters Score -5.200926e+07 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 1326 members Mstep: Class 3 contains 9861 members Mstep: Class 4 contains 3384 members Mstep: Class 5 contains 631 members Mstep: Class 6 contains 150918 members Mstep: Class 7 contains 747 members Mstep: Class 8 contains 937 members Mstep: Class 9 contains 48817 members Mstep: Class 10 contains 1220 members Mstep: Class 11 contains 1987 members Mstep: Class 12 contains 24297 members Mstep: Class 13 contains 8552 members Mstep: Class 14 contains 49329 members Mstep: Class 15 contains 45016 members Mstep: Class 16 contains 7067 members Mstep: Class 17 contains 8775 members Mstep: Class 18 contains 11900 members Mstep: Class 19 contains 3554 members Mstep: Class 20 contains 621 members Mstep: Class 21 contains 43086 members Mstep: Class 22 contains 5835 members Entering Unmasked Estep ConsiderDeletion Score: -52010432.000000 Penalty: 70805.890625 Iteration 43Q: 23 clusters Score -5.201043e+07 nChanged 3329 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 1281 members Mstep: Class 3 contains 9760 members Mstep: Class 4 contains 3524 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 151606 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 930 members Mstep: Class 9 contains 50132 members Mstep: Class 10 contains 1225 members Mstep: Class 11 contains 1961 members Mstep: Class 12 contains 24277 members Mstep: Class 13 contains 8476 members Mstep: Class 14 contains 48228 members Mstep: Class 15 contains 44512 members Mstep: Class 16 contains 7020 members Mstep: Class 17 contains 8588 members Mstep: Class 18 contains 11933 members Mstep: Class 19 contains 3663 members Mstep: Class 20 contains 616 members Mstep: Class 21 contains 43077 members Mstep: Class 22 contains 5680 members Entering Unmasked Estep ConsiderDeletion Score: -52011612.000000 Penalty: 70805.890625 Iteration 44Q: 23 clusters Score -5.201161e+07 nChanged 2891 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 1216 members Mstep: Class 3 contains 9658 members Mstep: Class 4 contains 3679 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 152120 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 51289 members Mstep: Class 10 contains 1227 members Mstep: Class 11 contains 1951 members Mstep: Class 12 contains 24269 members Mstep: Class 13 contains 8421 members Mstep: Class 14 contains 47231 members Mstep: Class 15 contains 44151 members Mstep: Class 16 contains 6988 members Mstep: Class 17 contains 8413 members Mstep: Class 18 contains 11954 members Mstep: Class 19 contains 3769 members Mstep: Class 20 contains 614 members Mstep: Class 21 contains 43068 members Mstep: Class 22 contains 5541 members Entering Unmasked Estep ConsiderDeletion Score: -52012232.000000 Penalty: 70805.890625 Iteration 45Q: 23 clusters Score -5.201223e+07 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 1120 members Mstep: Class 3 contains 9556 members Mstep: Class 4 contains 3858 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 152518 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 916 members Mstep: Class 9 contains 52299 members Mstep: Class 10 contains 1228 members Mstep: Class 11 contains 1935 members Mstep: Class 12 contains 24262 members Mstep: Class 13 contains 8380 members Mstep: Class 14 contains 46401 members Mstep: Class 15 contains 43823 members Mstep: Class 16 contains 6969 members Mstep: Class 17 contains 8282 members Mstep: Class 18 contains 11978 members Mstep: Class 19 contains 3869 members Mstep: Class 20 contains 612 members Mstep: Class 21 contains 43064 members Mstep: Class 22 contains 5412 members Entering Unmasked Estep ConsiderDeletion Score: -52012688.000000 Penalty: 70805.890625 Iteration 46Q: 23 clusters Score -5.201269e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 1042 members Mstep: Class 3 contains 9469 members Mstep: Class 4 contains 4035 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 152874 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 910 members Mstep: Class 9 contains 53161 members Mstep: Class 10 contains 1230 members Mstep: Class 11 contains 1903 members Mstep: Class 12 contains 24257 members Mstep: Class 13 contains 8333 members Mstep: Class 14 contains 45685 members Mstep: Class 15 contains 43525 members Mstep: Class 16 contains 6967 members Mstep: Class 17 contains 8147 members Mstep: Class 18 contains 12000 members Mstep: Class 19 contains 3972 members Mstep: Class 20 contains 607 members Mstep: Class 21 contains 43060 members Mstep: Class 22 contains 5300 members Entering Unmasked Estep ConsiderDeletion Score: -52013288.000000 Penalty: 70805.890625 Iteration 47Q: 23 clusters Score -5.201329e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 972 members Mstep: Class 3 contains 9390 members Mstep: Class 4 contains 4187 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 153133 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 902 members Mstep: Class 9 contains 53939 members Mstep: Class 10 contains 1233 members Mstep: Class 11 contains 1881 members Mstep: Class 12 contains 24249 members Mstep: Class 13 contains 8286 members Mstep: Class 14 contains 45009 members Mstep: Class 15 contains 43323 members Mstep: Class 16 contains 6983 members Mstep: Class 17 contains 8041 members Mstep: Class 18 contains 12025 members Mstep: Class 19 contains 4071 members Mstep: Class 20 contains 599 members Mstep: Class 21 contains 43051 members Mstep: Class 22 contains 5203 members Entering Unmasked Estep ConsiderDeletion Score: -52013836.000000 Penalty: 70805.890625 Iteration 48Q: 23 clusters Score -5.201384e+07 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 921 members Mstep: Class 3 contains 9304 members Mstep: Class 4 contains 4296 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 153387 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 902 members Mstep: Class 9 contains 54608 members Mstep: Class 10 contains 1237 members Mstep: Class 11 contains 1870 members Mstep: Class 12 contains 24247 members Mstep: Class 13 contains 8251 members Mstep: Class 14 contains 44332 members Mstep: Class 15 contains 43182 members Mstep: Class 16 contains 7009 members Mstep: Class 17 contains 7987 members Mstep: Class 18 contains 12048 members Mstep: Class 19 contains 4158 members Mstep: Class 20 contains 593 members Mstep: Class 21 contains 43036 members Mstep: Class 22 contains 5112 members Entering Unmasked Estep ConsiderDeletion Score: -52014132.000000 Penalty: 70805.890625 Iteration 49Q: 23 clusters Score -5.201413e+07 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 885 members Mstep: Class 3 contains 9213 members Mstep: Class 4 contains 4379 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 153615 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 900 members Mstep: Class 9 contains 55220 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 1877 members Mstep: Class 12 contains 24256 members Mstep: Class 13 contains 8218 members Mstep: Class 14 contains 43754 members Mstep: Class 15 contains 43046 members Mstep: Class 16 contains 7035 members Mstep: Class 17 contains 7932 members Mstep: Class 18 contains 12060 members Mstep: Class 19 contains 4219 members Mstep: Class 20 contains 584 members Mstep: Class 21 contains 43027 members Mstep: Class 22 contains 5017 members Entering Unmasked Estep ConsiderDeletion Score: -52014892.000000 Penalty: 70805.890625 Iteration 50Q: 23 clusters Score -5.201489e+07 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 868 members Mstep: Class 3 contains 9119 members Mstep: Class 4 contains 4426 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 153819 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 895 members Mstep: Class 9 contains 55751 members Mstep: Class 10 contains 1254 members Mstep: Class 11 contains 1879 members Mstep: Class 12 contains 24267 members Mstep: Class 13 contains 8190 members Mstep: Class 14 contains 43228 members Mstep: Class 15 contains 42934 members Mstep: Class 16 contains 7062 members Mstep: Class 17 contains 7918 members Mstep: Class 18 contains 12077 members Mstep: Class 19 contains 4278 members Mstep: Class 20 contains 579 members Mstep: Class 21 contains 43016 members Mstep: Class 22 contains 4927 members Entering Unmasked Estep ConsiderDeletion Score: -52015332.000000 Penalty: 70805.890625 Iteration 51Q: 23 clusters Score -5.201533e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 9026 members Mstep: Class 4 contains 4444 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154007 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 895 members Mstep: Class 9 contains 56176 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 1877 members Mstep: Class 12 contains 24264 members Mstep: Class 13 contains 8189 members Mstep: Class 14 contains 42749 members Mstep: Class 15 contains 42851 members Mstep: Class 16 contains 7083 members Mstep: Class 17 contains 7917 members Mstep: Class 18 contains 12097 members Mstep: Class 19 contains 4354 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 43003 members Mstep: Class 22 contains 4860 members Entering Unmasked Estep ConsiderDeletion Score: -52015544.000000 Penalty: 70805.890625 Iteration 52Q: 23 clusters Score -5.201554e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 8952 members Mstep: Class 4 contains 4464 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154169 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 895 members Mstep: Class 9 contains 56508 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 1875 members Mstep: Class 12 contains 24261 members Mstep: Class 13 contains 8192 members Mstep: Class 14 contains 42337 members Mstep: Class 15 contains 42772 members Mstep: Class 16 contains 7119 members Mstep: Class 17 contains 7908 members Mstep: Class 18 contains 12125 members Mstep: Class 19 contains 4430 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42980 members Mstep: Class 22 contains 4804 members Entering Unmasked Estep ConsiderDeletion Score: -52015808.000000 Penalty: 70805.890625 Iteration 53Q: 23 clusters Score -5.201581e+07 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 8891 members Mstep: Class 4 contains 4488 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154305 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 892 members Mstep: Class 9 contains 56831 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 1875 members Mstep: Class 12 contains 24251 members Mstep: Class 13 contains 8187 members Mstep: Class 14 contains 41943 members Mstep: Class 15 contains 42719 members Mstep: Class 16 contains 7153 members Mstep: Class 17 contains 7918 members Mstep: Class 18 contains 12154 members Mstep: Class 19 contains 4489 members Mstep: Class 20 contains 574 members Mstep: Class 21 contains 42962 members Mstep: Class 22 contains 4730 members Entering Unmasked Estep ConsiderDeletion Score: -52016032.000000 Penalty: 70805.890625 Iteration 54Q: 23 clusters Score -5.201603e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 862 members Mstep: Class 3 contains 8834 members Mstep: Class 4 contains 4501 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154451 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 886 members Mstep: Class 9 contains 57109 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1889 members Mstep: Class 12 contains 24242 members Mstep: Class 13 contains 8196 members Mstep: Class 14 contains 41552 members Mstep: Class 15 contains 42657 members Mstep: Class 16 contains 7183 members Mstep: Class 17 contains 7949 members Mstep: Class 18 contains 12174 members Mstep: Class 19 contains 4547 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42939 members Mstep: Class 22 contains 4679 members Entering Unmasked Estep ConsiderDeletion Score: -52016132.000000 Penalty: 70805.890625 Iteration 55Q: 23 clusters Score -5.201613e+07 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 8789 members Mstep: Class 4 contains 4518 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154589 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 884 members Mstep: Class 9 contains 57395 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1896 members Mstep: Class 12 contains 24243 members Mstep: Class 13 contains 8202 members Mstep: Class 14 contains 41141 members Mstep: Class 15 contains 42586 members Mstep: Class 16 contains 7200 members Mstep: Class 17 contains 7986 members Mstep: Class 18 contains 12185 members Mstep: Class 19 contains 4610 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42926 members Mstep: Class 22 contains 4638 members Entering Unmasked Estep ConsiderDeletion Score: -52016136.000000 Penalty: 70805.890625 Iteration 56Q: 23 clusters Score -5.201614e+07 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 8748 members Mstep: Class 4 contains 4542 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154730 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 883 members Mstep: Class 9 contains 57656 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1896 members Mstep: Class 12 contains 24241 members Mstep: Class 13 contains 8217 members Mstep: Class 14 contains 40727 members Mstep: Class 15 contains 42508 members Mstep: Class 16 contains 7223 members Mstep: Class 17 contains 8042 members Mstep: Class 18 contains 12196 members Mstep: Class 19 contains 4675 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42917 members Mstep: Class 22 contains 4587 members Entering Unmasked Estep ConsiderDeletion Score: -52016224.000000 Penalty: 70805.890625 Iteration 57Q: 23 clusters Score -5.201622e+07 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 8710 members Mstep: Class 4 contains 4567 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154870 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 882 members Mstep: Class 9 contains 57858 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1896 members Mstep: Class 12 contains 24240 members Mstep: Class 13 contains 8226 members Mstep: Class 14 contains 40354 members Mstep: Class 15 contains 42454 members Mstep: Class 16 contains 7256 members Mstep: Class 17 contains 8086 members Mstep: Class 18 contains 12206 members Mstep: Class 19 contains 4726 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42909 members Mstep: Class 22 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52016228.000000 Penalty: 70805.890625 Iteration 58Q: 23 clusters Score -5.201623e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 8691 members Mstep: Class 4 contains 4582 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 154976 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 880 members Mstep: Class 9 contains 58039 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1893 members Mstep: Class 12 contains 24242 members Mstep: Class 13 contains 8240 members Mstep: Class 14 contains 40041 members Mstep: Class 15 contains 42408 members Mstep: Class 16 contains 7278 members Mstep: Class 17 contains 8127 members Mstep: Class 18 contains 12215 members Mstep: Class 19 contains 4772 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42903 members Mstep: Class 22 contains 4504 members Entering Unmasked Estep ConsiderDeletion Score: -52016276.000000 Penalty: 70805.890625 Iteration 59Q: 23 clusters Score -5.201628e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 8664 members Mstep: Class 4 contains 4590 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155093 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 879 members Mstep: Class 9 contains 58207 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1896 members Mstep: Class 12 contains 24239 members Mstep: Class 13 contains 8249 members Mstep: Class 14 contains 39739 members Mstep: Class 15 contains 42361 members Mstep: Class 16 contains 7299 members Mstep: Class 17 contains 8174 members Mstep: Class 18 contains 12226 members Mstep: Class 19 contains 4818 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42899 members Mstep: Class 22 contains 4463 members Entering Unmasked Estep ConsiderDeletion Score: -52016348.000000 Penalty: 70805.890625 Iteration 60F: 23 clusters Score -5.201635e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 4605 members Mstep: Class 5 contains 631 members Mstep: Class 6 contains 155184 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 878 members Mstep: Class 9 contains 58365 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1897 members Mstep: Class 12 contains 24237 members Mstep: Class 13 contains 8242 members Mstep: Class 14 contains 39465 members Mstep: Class 15 contains 42329 members Mstep: Class 16 contains 7310 members Mstep: Class 17 contains 8214 members Mstep: Class 18 contains 12229 members Mstep: Class 19 contains 4881 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42897 members Mstep: Class 22 contains 4422 members Entering Unmasked Estep ConsiderDeletion Score: -52016540.000000 Penalty: 70805.890625 Iteration 61Q: 23 clusters Score -5.201654e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8617 members Mstep: Class 4 contains 4616 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155246 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 878 members Mstep: Class 9 contains 58519 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1895 members Mstep: Class 12 contains 24234 members Mstep: Class 13 contains 8238 members Mstep: Class 14 contains 39230 members Mstep: Class 15 contains 42313 members Mstep: Class 16 contains 7317 members Mstep: Class 17 contains 8267 members Mstep: Class 18 contains 12230 members Mstep: Class 19 contains 4927 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42896 members Mstep: Class 22 contains 4376 members Entering Unmasked Estep ConsiderDeletion Score: -52016600.000000 Penalty: 70805.890625 Iteration 62Q: 23 clusters Score -5.20166e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8593 members Mstep: Class 4 contains 4623 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155311 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 877 members Mstep: Class 9 contains 58640 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1897 members Mstep: Class 12 contains 24234 members Mstep: Class 13 contains 8247 members Mstep: Class 14 contains 39004 members Mstep: Class 15 contains 42298 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8328 members Mstep: Class 18 contains 12230 members Mstep: Class 19 contains 4959 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42895 members Mstep: Class 22 contains 4338 members Entering Unmasked Estep ConsiderDeletion Score: -52016828.000000 Penalty: 70805.890625 Iteration 63Q: 23 clusters Score -5.201683e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8568 members Mstep: Class 4 contains 4625 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155365 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 877 members Mstep: Class 9 contains 58766 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1902 members Mstep: Class 12 contains 24235 members Mstep: Class 13 contains 8249 members Mstep: Class 14 contains 38798 members Mstep: Class 15 contains 42278 members Mstep: Class 16 contains 7331 members Mstep: Class 17 contains 8400 members Mstep: Class 18 contains 12232 members Mstep: Class 19 contains 4986 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42894 members Mstep: Class 22 contains 4297 members Entering Unmasked Estep ConsiderDeletion Score: -52016912.000000 Penalty: 70805.890625 Iteration 64Q: 23 clusters Score -5.201691e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8553 members Mstep: Class 4 contains 4631 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155436 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 876 members Mstep: Class 9 contains 58885 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1908 members Mstep: Class 12 contains 24238 members Mstep: Class 13 contains 8241 members Mstep: Class 14 contains 38619 members Mstep: Class 15 contains 42247 members Mstep: Class 16 contains 7333 members Mstep: Class 17 contains 8449 members Mstep: Class 18 contains 12233 members Mstep: Class 19 contains 5012 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42895 members Mstep: Class 22 contains 4248 members Entering Unmasked Estep ConsiderDeletion Score: -52016996.000000 Penalty: 70805.890625 Iteration 65Q: 23 clusters Score -5.2017e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8543 members Mstep: Class 4 contains 4639 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155488 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 58986 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1914 members Mstep: Class 12 contains 24238 members Mstep: Class 13 contains 8232 members Mstep: Class 14 contains 38457 members Mstep: Class 15 contains 42219 members Mstep: Class 16 contains 7341 members Mstep: Class 17 contains 8489 members Mstep: Class 18 contains 12245 members Mstep: Class 19 contains 5035 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42888 members Mstep: Class 22 contains 4215 members Entering Unmasked Estep ConsiderDeletion Score: -52016952.000000 Penalty: 70805.890625 Iteration 66Q: 23 clusters Score -5.201695e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8530 members Mstep: Class 4 contains 4643 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155529 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 871 members Mstep: Class 9 contains 59077 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1917 members Mstep: Class 12 contains 24239 members Mstep: Class 13 contains 8246 members Mstep: Class 14 contains 38281 members Mstep: Class 15 contains 42206 members Mstep: Class 16 contains 7345 members Mstep: Class 17 contains 8542 members Mstep: Class 18 contains 12251 members Mstep: Class 19 contains 5053 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42885 members Mstep: Class 22 contains 4187 members Entering Unmasked Estep ConsiderDeletion Score: -52016980.000000 Penalty: 70805.890625 Iteration 67Q: 23 clusters Score -5.201698e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8511 members Mstep: Class 4 contains 4648 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155570 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 868 members Mstep: Class 9 contains 59151 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1930 members Mstep: Class 12 contains 24238 members Mstep: Class 13 contains 8255 members Mstep: Class 14 contains 38116 members Mstep: Class 15 contains 42201 members Mstep: Class 16 contains 7355 members Mstep: Class 17 contains 8591 members Mstep: Class 18 contains 12249 members Mstep: Class 19 contains 5068 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42883 members Mstep: Class 22 contains 4169 members Entering Unmasked Estep ConsiderDeletion Score: -52016960.000000 Penalty: 70805.890625 Iteration 68Q: 23 clusters Score -5.201696e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8502 members Mstep: Class 4 contains 4654 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155611 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 863 members Mstep: Class 9 contains 59215 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 24237 members Mstep: Class 13 contains 8265 members Mstep: Class 14 contains 37949 members Mstep: Class 15 contains 42190 members Mstep: Class 16 contains 7350 members Mstep: Class 17 contains 8649 members Mstep: Class 18 contains 12260 members Mstep: Class 19 contains 5087 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42877 members Mstep: Class 22 contains 4154 members Entering Unmasked Estep ConsiderDeletion Score: -52017084.000000 Penalty: 70805.890625 Iteration 69Q: 23 clusters Score -5.201708e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 8495 members Mstep: Class 4 contains 4658 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155645 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 855 members Mstep: Class 9 contains 59274 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 24237 members Mstep: Class 13 contains 8270 members Mstep: Class 14 contains 37796 members Mstep: Class 15 contains 42173 members Mstep: Class 16 contains 7350 members Mstep: Class 17 contains 8707 members Mstep: Class 18 contains 12272 members Mstep: Class 19 contains 5104 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42872 members Mstep: Class 22 contains 4147 members Entering Unmasked Estep ConsiderDeletion Score: -52017184.000000 Penalty: 70805.890625 Iteration 70Q: 23 clusters Score -5.201718e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8492 members Mstep: Class 4 contains 4664 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155675 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 839 members Mstep: Class 9 contains 59327 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1947 members Mstep: Class 12 contains 24234 members Mstep: Class 13 contains 8274 members Mstep: Class 14 contains 37662 members Mstep: Class 15 contains 42163 members Mstep: Class 16 contains 7352 members Mstep: Class 17 contains 8756 members Mstep: Class 18 contains 12287 members Mstep: Class 19 contains 5119 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42870 members Mstep: Class 22 contains 4138 members Entering Unmasked Estep ConsiderDeletion Score: -52017168.000000 Penalty: 70805.890625 Iteration 71Q: 23 clusters Score -5.201717e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8487 members Mstep: Class 4 contains 4674 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155691 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 826 members Mstep: Class 9 contains 59363 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1948 members Mstep: Class 12 contains 24228 members Mstep: Class 13 contains 8288 members Mstep: Class 14 contains 37540 members Mstep: Class 15 contains 42153 members Mstep: Class 16 contains 7360 members Mstep: Class 17 contains 8796 members Mstep: Class 18 contains 12307 members Mstep: Class 19 contains 5140 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42865 members Mstep: Class 22 contains 4133 members Entering Unmasked Estep ConsiderDeletion Score: -52017216.000000 Penalty: 70805.890625 Iteration 72Q: 23 clusters Score -5.201722e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8483 members Mstep: Class 4 contains 4683 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155705 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 805 members Mstep: Class 9 contains 59398 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24226 members Mstep: Class 13 contains 8293 members Mstep: Class 14 contains 37448 members Mstep: Class 15 contains 42138 members Mstep: Class 16 contains 7361 members Mstep: Class 17 contains 8836 members Mstep: Class 18 contains 12339 members Mstep: Class 19 contains 5148 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42854 members Mstep: Class 22 contains 4136 members Entering Unmasked Estep ConsiderDeletion Score: -52017316.000000 Penalty: 70805.890625 Iteration 73Q: 23 clusters Score -5.201732e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8478 members Mstep: Class 4 contains 4688 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155717 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 788 members Mstep: Class 9 contains 59426 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24221 members Mstep: Class 13 contains 8297 members Mstep: Class 14 contains 37374 members Mstep: Class 15 contains 42130 members Mstep: Class 16 contains 7361 members Mstep: Class 17 contains 8863 members Mstep: Class 18 contains 12368 members Mstep: Class 19 contains 5155 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42847 members Mstep: Class 22 contains 4139 members Entering Unmasked Estep ConsiderDeletion Score: -52017352.000000 Penalty: 70805.890625 Iteration 74Q: 23 clusters Score -5.201735e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 875 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 4691 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155722 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59447 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1948 members Mstep: Class 12 contains 24218 members Mstep: Class 13 contains 8303 members Mstep: Class 14 contains 37307 members Mstep: Class 15 contains 42126 members Mstep: Class 16 contains 7363 members Mstep: Class 17 contains 8890 members Mstep: Class 18 contains 12389 members Mstep: Class 19 contains 5160 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42845 members Mstep: Class 22 contains 4141 members Entering Unmasked Estep ConsiderDeletion Score: -52017524.000000 Penalty: 70805.890625 Iteration 75Q: 23 clusters Score -5.201752e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 875 members Mstep: Class 3 contains 8474 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155733 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 767 members Mstep: Class 9 contains 59474 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1952 members Mstep: Class 12 contains 24213 members Mstep: Class 13 contains 8308 members Mstep: Class 14 contains 37249 members Mstep: Class 15 contains 42119 members Mstep: Class 16 contains 7362 members Mstep: Class 17 contains 8912 members Mstep: Class 18 contains 12396 members Mstep: Class 19 contains 5162 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42842 members Mstep: Class 22 contains 4143 members Entering Unmasked Estep ConsiderDeletion Score: -52017512.000000 Penalty: 70805.890625 Iteration 76Q: 23 clusters Score -5.201751e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8472 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155738 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59493 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1951 members Mstep: Class 12 contains 24209 members Mstep: Class 13 contains 8308 members Mstep: Class 14 contains 37194 members Mstep: Class 15 contains 42111 members Mstep: Class 16 contains 7361 members Mstep: Class 17 contains 8949 members Mstep: Class 18 contains 12403 members Mstep: Class 19 contains 5165 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42836 members Mstep: Class 22 contains 4144 members Entering Unmasked Estep ConsiderDeletion Score: -52017536.000000 Penalty: 70805.890625 Iteration 77Q: 23 clusters Score -5.201754e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8466 members Mstep: Class 4 contains 4696 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155741 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 59504 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24208 members Mstep: Class 13 contains 8313 members Mstep: Class 14 contains 37154 members Mstep: Class 15 contains 42107 members Mstep: Class 16 contains 7359 members Mstep: Class 17 contains 8979 members Mstep: Class 18 contains 12407 members Mstep: Class 19 contains 5173 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42834 members Mstep: Class 22 contains 4142 members Entering Unmasked Estep ConsiderDeletion Score: -52017492.000000 Penalty: 70805.890625 Iteration 78Q: 23 clusters Score -5.201749e+07 nChanged 106 Entering ConstructFrom: Score: -52017492.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (4718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Entering Unmasked Estep Score: -578475.625000 Penalty: 2097.866699 Iteration 0F: 2 clusters Score -578475.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -574134.437500 Penalty: 4195.733398 Iteration 0F: 3 clusters Score -574134.4 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -575142.375000 Penalty: 4195.733398 Iteration 1F: 3 clusters Score -575142.4 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -575345.312500 Penalty: 4195.733398 Iteration 2F: 3 clusters Score -575345.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -575446.312500 Penalty: 4195.733398 Iteration 3Q: 3 clusters Score -575446.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -575528.125000 Penalty: 4195.733398 Iteration 4Q: 3 clusters Score -575528.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -575599.125000 Penalty: 4195.733398 Iteration 5Q: 3 clusters Score -575599.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -575672.750000 Penalty: 4195.733398 Iteration 6Q: 3 clusters Score -575672.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -575732.250000 Penalty: 4195.733398 Iteration 7Q: 3 clusters Score -575732.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -575787.500000 Penalty: 4195.733398 Iteration 8Q: 3 clusters Score -575787.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -575842.625000 Penalty: 4195.733398 Iteration 9Q: 3 clusters Score -575842.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -575874.250000 Penalty: 4195.733398 Iteration 10Q: 3 clusters Score -575874.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -575916.562500 Penalty: 4195.733398 Iteration 11Q: 3 clusters Score -575916.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -575983.250000 Penalty: 4195.733398 Iteration 12Q: 3 clusters Score -575983.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -576064.000000 Penalty: 4195.733398 Iteration 13Q: 3 clusters Score -576064 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -576147.250000 Penalty: 4195.733398 Iteration 14Q: 3 clusters Score -576147.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -576235.125000 Penalty: 4195.733398 Iteration 15Q: 3 clusters Score -576235.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -576319.125000 Penalty: 4195.733398 Iteration 16Q: 3 clusters Score -576319.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -576405.875000 Penalty: 4195.733398 Iteration 17Q: 3 clusters Score -576405.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -576492.500000 Penalty: 4195.733398 Iteration 18Q: 3 clusters Score -576492.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -576544.375000 Penalty: 4195.733398 Iteration 19Q: 3 clusters Score -576544.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -576587.875000 Penalty: 4195.733398 Iteration 20F: 3 clusters Score -576587.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -576618.250000 Penalty: 4195.733398 Iteration 21Q: 3 clusters Score -576618.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -576646.812500 Penalty: 4195.733398 Iteration 22Q: 3 clusters Score -576646.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -576669.312500 Penalty: 4195.733398 Iteration 23Q: 3 clusters Score -576669.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -576688.375000 Penalty: 4195.733398 Iteration 24Q: 3 clusters Score -576688.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -576706.875000 Penalty: 4195.733398 Iteration 25Q: 3 clusters Score -576706.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -576726.687500 Penalty: 4195.733398 Iteration 26Q: 3 clusters Score -576726.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -576751.000000 Penalty: 4195.733398 Iteration 27Q: 3 clusters Score -576751 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -576770.250000 Penalty: 4195.733398 Iteration 28Q: 3 clusters Score -576770.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -576787.625000 Penalty: 4195.733398 Iteration 29Q: 3 clusters Score -576787.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -576803.000000 Penalty: 4195.733398 Iteration 30Q: 3 clusters Score -576803 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -576816.750000 Penalty: 4195.733398 Iteration 31Q: 3 clusters Score -576816.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -576826.625000 Penalty: 4195.733398 Iteration 32Q: 3 clusters Score -576826.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -576835.375000 Penalty: 4195.733398 Iteration 33Q: 3 clusters Score -576835.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -576840.187500 Penalty: 4195.733398 Iteration 34Q: 3 clusters Score -576840.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -576843.687500 Penalty: 4195.733398 Iteration 35Q: 3 clusters Score -576843.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -576850.062500 Penalty: 4195.733398 Iteration 36Q: 3 clusters Score -576850.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -576855.250000 Penalty: 4195.733398 Iteration 37Q: 3 clusters Score -576855.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -576858.937500 Penalty: 4195.733398 Iteration 38Q: 3 clusters Score -576858.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -576862.812500 Penalty: 4195.733398 Iteration 39Q: 3 clusters Score -576862.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -576865.750000 Penalty: 4195.733398 Iteration 40F: 3 clusters Score -576865.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -576870.187500 Penalty: 4195.733398 Iteration 41Q: 3 clusters Score -576870.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -576872.937500 Penalty: 4195.733398 Iteration 42Q: 3 clusters Score -576872.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -576876.000000 Penalty: 4195.733398 Iteration 43Q: 3 clusters Score -576876 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -576875.875000 Penalty: 4195.733398 Iteration 44Q: 3 clusters Score -576875.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -576875.937500 Penalty: 4195.733398 Iteration 45Q: 3 clusters Score -576875.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -576874.937500 Penalty: 4195.733398 Iteration 46Q: 3 clusters Score -576874.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -576875.937500 Penalty: 4195.733398 Iteration 47Q: 3 clusters Score -576875.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -576876.750000 Penalty: 4195.733398 Iteration 48Q: 3 clusters Score -576876.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -576877.687500 Penalty: 4195.733398 Iteration 49Q: 3 clusters Score -576877.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -576878.250000 Penalty: 4195.733398 Iteration 50Q: 3 clusters Score -576878.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -576878.500000 Penalty: 4195.733398 Iteration 51Q: 3 clusters Score -576878.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -576880.187500 Penalty: 4195.733398 Iteration 52Q: 3 clusters Score -576880.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -576881.562500 Penalty: 4195.733398 Iteration 53Q: 3 clusters Score -576881.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -576882.062500 Penalty: 4195.733398 Iteration 54Q: 3 clusters Score -576882.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -576881.500000 Penalty: 4195.733398 Iteration 55Q: 3 clusters Score -576881.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -576882.437500 Penalty: 4195.733398 Iteration 56Q: 3 clusters Score -576882.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -576882.437500 Penalty: 4195.733398 Iteration 57F: 3 clusters Score -576882.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -104532.554688 Penalty: 1680.290894 Iteration 0F: 2 clusters Score -104532.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -102696.375000 Penalty: 3360.581787 Iteration 0F: 3 clusters Score -102696.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -102953.156250 Penalty: 3360.581787 Iteration 1F: 3 clusters Score -102953.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -103046.039062 Penalty: 3360.581787 Iteration 2F: 3 clusters Score -103046 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -103095.328125 Penalty: 3360.581787 Iteration 3Q: 3 clusters Score -103095.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -103136.117188 Penalty: 3360.581787 Iteration 4Q: 3 clusters Score -103136.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -103150.742188 Penalty: 3360.581787 Iteration 5Q: 3 clusters Score -103150.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -103165.960938 Penalty: 3360.581787 Iteration 6Q: 3 clusters Score -103166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -103171.875000 Penalty: 3360.581787 Iteration 7Q: 3 clusters Score -103171.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -103176.390625 Penalty: 3360.581787 Iteration 8Q: 3 clusters Score -103176.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -103179.562500 Penalty: 3360.581787 Iteration 9Q: 3 clusters Score -103179.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -103180.687500 Penalty: 3360.581787 Iteration 10Q: 3 clusters Score -103180.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -103185.789062 Penalty: 3360.581787 Iteration 11Q: 3 clusters Score -103185.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -103188.296875 Penalty: 3360.581787 Iteration 12Q: 3 clusters Score -103188.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -103190.757812 Penalty: 3360.581787 Iteration 13Q: 3 clusters Score -103190.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -103192.179688 Penalty: 3360.581787 Iteration 14Q: 3 clusters Score -103192.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -103192.578125 Penalty: 3360.581787 Iteration 15Q: 3 clusters Score -103192.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -103192.945312 Penalty: 3360.581787 Iteration 16Q: 3 clusters Score -103192.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -103192.945312 Penalty: 3360.581787 Iteration 17F: 3 clusters Score -103192.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Entering Unmasked Estep Score: -1035072.812500 Penalty: 2242.777832 Iteration 0F: 2 clusters Score -1035073 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1028359.375000 Penalty: 4485.555664 Iteration 0F: 3 clusters Score -1028359 nChanged 3441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1030263.937500 Penalty: 4485.555664 Iteration 1F: 3 clusters Score -1030264 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1030581.375000 Penalty: 4485.555664 Iteration 2F: 3 clusters Score -1030581 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1030795.437500 Penalty: 4485.555664 Iteration 3F: 3 clusters Score -1030795 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1030992.625000 Penalty: 4485.555664 Iteration 4Q: 3 clusters Score -1030993 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -1031187.687500 Penalty: 4485.555664 Iteration 5Q: 3 clusters Score -1031188 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1031365.000000 Penalty: 4485.555664 Iteration 6Q: 3 clusters Score -1031365 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1031524.750000 Penalty: 4485.555664 Iteration 7Q: 3 clusters Score -1031525 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -1031705.875000 Penalty: 4485.555664 Iteration 8Q: 3 clusters Score -1031706 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -1031900.562500 Penalty: 4485.555664 Iteration 9Q: 3 clusters Score -1031901 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1032125.375000 Penalty: 4485.555664 Iteration 10Q: 3 clusters Score -1032125 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1032333.687500 Penalty: 4485.555664 Iteration 11Q: 3 clusters Score -1032334 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -1032501.687500 Penalty: 4485.555664 Iteration 12Q: 3 clusters Score -1032502 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -1032650.937500 Penalty: 4485.555664 Iteration 13Q: 3 clusters Score -1032651 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -1032753.250000 Penalty: 4485.555664 Iteration 14Q: 3 clusters Score -1032753 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1032833.000000 Penalty: 4485.555664 Iteration 15Q: 3 clusters Score -1032833 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1032886.375000 Penalty: 4485.555664 Iteration 16Q: 3 clusters Score -1032886 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -1032927.437500 Penalty: 4485.555664 Iteration 17Q: 3 clusters Score -1032927 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -1032966.125000 Penalty: 4485.555664 Iteration 18Q: 3 clusters Score -1032966 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -1033015.187500 Penalty: 4485.555664 Iteration 19Q: 3 clusters Score -1033015 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -1033046.437500 Penalty: 4485.555664 Iteration 20F: 3 clusters Score -1033046 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1033068.125000 Penalty: 4485.555664 Iteration 21Q: 3 clusters Score -1033068 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7954 members Entering Unmasked Estep Score: -1033082.562500 Penalty: 4485.555664 Iteration 22Q: 3 clusters Score -1033083 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -1033092.250000 Penalty: 4485.555664 Iteration 23Q: 3 clusters Score -1033092 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -1033100.625000 Penalty: 4485.555664 Iteration 24Q: 3 clusters Score -1033101 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -1033117.625000 Penalty: 4485.555664 Iteration 25Q: 3 clusters Score -1033118 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -1033134.625000 Penalty: 4485.555664 Iteration 26Q: 3 clusters Score -1033135 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -1033143.937500 Penalty: 4485.555664 Iteration 27Q: 3 clusters Score -1033144 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -1033146.937500 Penalty: 4485.555664 Iteration 28Q: 3 clusters Score -1033147 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1033150.062500 Penalty: 4485.555664 Iteration 29Q: 3 clusters Score -1033150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -1033151.625000 Penalty: 4485.555664 Iteration 30Q: 3 clusters Score -1033152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -1033152.500000 Penalty: 4485.555664 Iteration 31Q: 3 clusters Score -1033152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -1033157.187500 Penalty: 4485.555664 Iteration 32Q: 3 clusters Score -1033157 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -1033160.062500 Penalty: 4485.555664 Iteration 33Q: 3 clusters Score -1033160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -1033161.500000 Penalty: 4485.555664 Iteration 34Q: 3 clusters Score -1033162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1033167.562500 Penalty: 4485.555664 Iteration 35Q: 3 clusters Score -1033168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -1033170.187500 Penalty: 4485.555664 Iteration 36Q: 3 clusters Score -1033170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -1033170.625000 Penalty: 4485.555664 Iteration 37Q: 3 clusters Score -1033171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -1033171.625000 Penalty: 4485.555664 Iteration 38Q: 3 clusters Score -1033172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -1033173.062500 Penalty: 4485.555664 Iteration 39Q: 3 clusters Score -1033173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -1033173.062500 Penalty: 4485.555664 Iteration 40F: 3 clusters Score -1033173 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Entering Unmasked Estep Score: -570265.250000 Penalty: 2096.496338 Iteration 0F: 2 clusters Score -570265.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -565948.937500 Penalty: 4192.992676 Iteration 0F: 3 clusters Score -565948.9 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -566883.500000 Penalty: 4192.992676 Iteration 1F: 3 clusters Score -566883.5 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -567057.687500 Penalty: 4192.992676 Iteration 2F: 3 clusters Score -567057.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -567194.625000 Penalty: 4192.992676 Iteration 3F: 3 clusters Score -567194.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -567289.000000 Penalty: 4192.992676 Iteration 4Q: 3 clusters Score -567289 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -567352.500000 Penalty: 4192.992676 Iteration 5Q: 3 clusters Score -567352.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -567400.750000 Penalty: 4192.992676 Iteration 6Q: 3 clusters Score -567400.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -567448.062500 Penalty: 4192.992676 Iteration 7Q: 3 clusters Score -567448.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -567486.750000 Penalty: 4192.992676 Iteration 8Q: 3 clusters Score -567486.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -567531.812500 Penalty: 4192.992676 Iteration 9Q: 3 clusters Score -567531.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -567583.875000 Penalty: 4192.992676 Iteration 10Q: 3 clusters Score -567583.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -567635.625000 Penalty: 4192.992676 Iteration 11Q: 3 clusters Score -567635.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -567679.875000 Penalty: 4192.992676 Iteration 12Q: 3 clusters Score -567679.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -567725.937500 Penalty: 4192.992676 Iteration 13Q: 3 clusters Score -567725.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -567779.250000 Penalty: 4192.992676 Iteration 14Q: 3 clusters Score -567779.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -567836.437500 Penalty: 4192.992676 Iteration 15Q: 3 clusters Score -567836.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -567910.250000 Penalty: 4192.992676 Iteration 16Q: 3 clusters Score -567910.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -568000.625000 Penalty: 4192.992676 Iteration 17Q: 3 clusters Score -568000.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -568089.875000 Penalty: 4192.992676 Iteration 18Q: 3 clusters Score -568089.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -568165.125000 Penalty: 4192.992676 Iteration 19Q: 3 clusters Score -568165.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -568229.562500 Penalty: 4192.992676 Iteration 20F: 3 clusters Score -568229.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -568305.000000 Penalty: 4192.992676 Iteration 21Q: 3 clusters Score -568305 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -568367.937500 Penalty: 4192.992676 Iteration 22Q: 3 clusters Score -568367.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -568419.812500 Penalty: 4192.992676 Iteration 23Q: 3 clusters Score -568419.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -568468.937500 Penalty: 4192.992676 Iteration 24Q: 3 clusters Score -568468.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -568518.125000 Penalty: 4192.992676 Iteration 25Q: 3 clusters Score -568518.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -568555.187500 Penalty: 4192.992676 Iteration 26Q: 3 clusters Score -568555.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -568592.875000 Penalty: 4192.992676 Iteration 27Q: 3 clusters Score -568592.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -568617.000000 Penalty: 4192.992676 Iteration 28Q: 3 clusters Score -568617 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -568645.625000 Penalty: 4192.992676 Iteration 29Q: 3 clusters Score -568645.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -568668.187500 Penalty: 4192.992676 Iteration 30Q: 3 clusters Score -568668.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -568682.000000 Penalty: 4192.992676 Iteration 31Q: 3 clusters Score -568682 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -568695.687500 Penalty: 4192.992676 Iteration 32Q: 3 clusters Score -568695.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -568713.750000 Penalty: 4192.992676 Iteration 33Q: 3 clusters Score -568713.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -568731.750000 Penalty: 4192.992676 Iteration 34Q: 3 clusters Score -568731.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -568746.812500 Penalty: 4192.992676 Iteration 35Q: 3 clusters Score -568746.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -568758.187500 Penalty: 4192.992676 Iteration 36Q: 3 clusters Score -568758.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -568769.000000 Penalty: 4192.992676 Iteration 37Q: 3 clusters Score -568769 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -568780.062500 Penalty: 4192.992676 Iteration 38Q: 3 clusters Score -568780.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -568789.250000 Penalty: 4192.992676 Iteration 39Q: 3 clusters Score -568789.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -568798.750000 Penalty: 4192.992676 Iteration 40F: 3 clusters Score -568798.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -568805.437500 Penalty: 4192.992676 Iteration 41Q: 3 clusters Score -568805.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -568809.812500 Penalty: 4192.992676 Iteration 42Q: 3 clusters Score -568809.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -568815.500000 Penalty: 4192.992676 Iteration 43Q: 3 clusters Score -568815.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -568820.375000 Penalty: 4192.992676 Iteration 44Q: 3 clusters Score -568820.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -568823.562500 Penalty: 4192.992676 Iteration 45Q: 3 clusters Score -568823.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -568824.125000 Penalty: 4192.992676 Iteration 46Q: 3 clusters Score -568824.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -568823.937500 Penalty: 4192.992676 Iteration 47Q: 3 clusters Score -568823.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -568823.937500 Penalty: 4192.992676 Iteration 48F: 3 clusters Score -568823.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Entering Unmasked Estep Score: -64270.441406 Penalty: 1598.538452 Iteration 0F: 2 clusters Score -64270.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -62798.605469 Penalty: 3197.076904 Iteration 0F: 3 clusters Score -62798.61 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -63119.714844 Penalty: 3197.076904 Iteration 1F: 3 clusters Score -63119.71 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -63287.027344 Penalty: 3197.076904 Iteration 2F: 3 clusters Score -63287.03 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -63516.472656 Penalty: 3197.076904 Iteration 3F: 3 clusters Score -63516.47 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -63612.933594 Penalty: 3197.076904 Iteration 4Q: 3 clusters Score -63612.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -63679.644531 Penalty: 3197.076904 Iteration 5Q: 3 clusters Score -63679.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -63779.882812 Penalty: 3197.076904 Iteration 6Q: 3 clusters Score -63779.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -63881.585938 Penalty: 3197.076904 Iteration 7Q: 3 clusters Score -63881.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -63972.957031 Penalty: 3197.076904 Iteration 8Q: 3 clusters Score -63972.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -64070.250000 Penalty: 3197.076904 Iteration 9Q: 3 clusters Score -64070.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -64184.542969 Penalty: 3197.076904 Iteration 10Q: 3 clusters Score -64184.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -64281.750000 Penalty: 3197.076904 Iteration 11Q: 3 clusters Score -64281.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -64310.828125 Penalty: 3197.076904 Iteration 12Q: 3 clusters Score -64310.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -64331.902344 Penalty: 3197.076904 Iteration 13Q: 3 clusters Score -64331.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -64349.582031 Penalty: 3197.076904 Iteration 14Q: 3 clusters Score -64349.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -64374.582031 Penalty: 3197.076904 Iteration 15Q: 3 clusters Score -64374.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -64384.242188 Penalty: 3197.076904 Iteration 16Q: 3 clusters Score -64384.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -64392.003906 Penalty: 3197.076904 Iteration 17Q: 3 clusters Score -64392 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -64398.652344 Penalty: 3197.076904 Iteration 18F: 3 clusters Score -64398.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -64426.800781 Penalty: 3197.076904 Iteration 19Q: 3 clusters Score -64426.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -64448.855469 Penalty: 3197.076904 Iteration 20F: 3 clusters Score -64448.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -64549.175781 Penalty: 3197.076904 Iteration 21Q: 3 clusters Score -64549.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -64549.175781 Penalty: 3197.076904 Iteration 22F: 3 clusters Score -64549.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8463 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 139 members Mstep: Class 6 contains 155745 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 767 members Mstep: Class 9 contains 59515 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24209 members Mstep: Class 13 contains 8313 members Mstep: Class 14 contains 37117 members Mstep: Class 15 contains 42104 members Mstep: Class 16 contains 7358 members Mstep: Class 17 contains 9003 members Mstep: Class 18 contains 12413 members Mstep: Class 19 contains 5180 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42831 members Mstep: Class 22 contains 4141 members Mstep: Class 23 contains 491 members Entering Unmasked Estep Score: -52016156.000000 Penalty: 74024.335938 Splitting cluster 5 changes total score from -52017492.000000 to -52016156.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (155745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155745 members Entering Unmasked Estep Score: -19450066.000000 Penalty: 2965.082031 Iteration 0F: 2 clusters Score -1.945007e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77948 members Mstep: Class 2 contains 77797 members Entering Unmasked Estep Score: -19348030.000000 Penalty: 5930.164062 Iteration 0F: 3 clusters Score -1.934803e+07 nChanged 74617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76933 members Mstep: Class 2 contains 78812 members Entering Unmasked Estep Score: -19391498.000000 Penalty: 5930.164062 Iteration 1F: 3 clusters Score -1.93915e+07 nChanged 5439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75950 members Mstep: Class 2 contains 79795 members Entering Unmasked Estep Score: -19392908.000000 Penalty: 5930.164062 Iteration 2Q: 3 clusters Score -1.939291e+07 nChanged 6134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74408 members Mstep: Class 2 contains 81337 members Entering Unmasked Estep Score: -19394920.000000 Penalty: 5930.164062 Iteration 3Q: 3 clusters Score -1.939492e+07 nChanged 7113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72299 members Mstep: Class 2 contains 83446 members Entering Unmasked Estep Score: -19397768.000000 Penalty: 5930.164062 Iteration 4Q: 3 clusters Score -1.939777e+07 nChanged 8041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69680 members Mstep: Class 2 contains 86065 members Entering Unmasked Estep Score: -19401158.000000 Penalty: 5930.164062 Iteration 5F: 3 clusters Score -1.940116e+07 nChanged 8771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66549 members Mstep: Class 2 contains 89196 members Entering Unmasked Estep Score: -19405188.000000 Penalty: 5930.164062 Iteration 6F: 3 clusters Score -1.940519e+07 nChanged 8978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63019 members Mstep: Class 2 contains 92726 members Entering Unmasked Estep Score: -19409560.000000 Penalty: 5930.164062 Iteration 7F: 3 clusters Score -1.940956e+07 nChanged 8199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59374 members Mstep: Class 2 contains 96371 members Entering Unmasked Estep Score: -19412974.000000 Penalty: 5930.164062 Iteration 8F: 3 clusters Score -1.941297e+07 nChanged 7030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55608 members Mstep: Class 2 contains 100137 members Entering Unmasked Estep Score: -19415494.000000 Penalty: 5930.164062 Iteration 9Q: 3 clusters Score -1.941549e+07 nChanged 5752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51780 members Mstep: Class 2 contains 103965 members Entering Unmasked Estep Score: -19417384.000000 Penalty: 5930.164062 Iteration 10Q: 3 clusters Score -1.941738e+07 nChanged 5114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47486 members Mstep: Class 2 contains 108259 members Entering Unmasked Estep Score: -19419194.000000 Penalty: 5930.164062 Iteration 11Q: 3 clusters Score -1.941919e+07 nChanged 5118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42614 members Mstep: Class 2 contains 113131 members Entering Unmasked Estep Score: -19421236.000000 Penalty: 5930.164062 Iteration 12Q: 3 clusters Score -1.942124e+07 nChanged 5565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37113 members Mstep: Class 2 contains 118632 members Entering Unmasked Estep Score: -19423640.000000 Penalty: 5930.164062 Iteration 13Q: 3 clusters Score -1.942364e+07 nChanged 6131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30994 members Mstep: Class 2 contains 124751 members Entering Unmasked Estep Score: -19427158.000000 Penalty: 5930.164062 Iteration 14Q: 3 clusters Score -1.942716e+07 nChanged 6598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24396 members Mstep: Class 2 contains 131349 members Entering Unmasked Estep Score: -19431180.000000 Penalty: 5930.164062 Iteration 15Q: 3 clusters Score -1.943118e+07 nChanged 6472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17924 members Mstep: Class 2 contains 137821 members Entering Unmasked Estep Score: -19435594.000000 Penalty: 5930.164062 Iteration 16Q: 3 clusters Score -1.943559e+07 nChanged 5678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 143499 members Entering Unmasked Estep Score: -19439642.000000 Penalty: 5930.164062 Iteration 17Q: 3 clusters Score -1.943964e+07 nChanged 4355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 147854 members Entering Unmasked Estep Score: -19442764.000000 Penalty: 5930.164062 Iteration 18Q: 3 clusters Score -1.944276e+07 nChanged 2931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 150785 members Entering Unmasked Estep Score: -19444696.000000 Penalty: 5930.164062 Iteration 19Q: 3 clusters Score -1.94447e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 152750 members Entering Unmasked Estep Score: -19446058.000000 Penalty: 5930.164062 Iteration 20F: 3 clusters Score -1.944606e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 153860 members Entering Unmasked Estep Score: -19446828.000000 Penalty: 5930.164062 Iteration 21Q: 3 clusters Score -1.944683e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 154417 members Entering Unmasked Estep Score: -19447142.000000 Penalty: 5930.164062 Iteration 22Q: 3 clusters Score -1.944714e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 154714 members Entering Unmasked Estep Score: -19447416.000000 Penalty: 5930.164062 Iteration 23Q: 3 clusters Score -1.944742e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 154852 members Entering Unmasked Estep Score: -19447544.000000 Penalty: 5930.164062 Iteration 24Q: 3 clusters Score -1.944754e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 154929 members Entering Unmasked Estep Score: -19447652.000000 Penalty: 5930.164062 Iteration 25Q: 3 clusters Score -1.944765e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 154984 members Entering Unmasked Estep Score: -19447678.000000 Penalty: 5930.164062 Iteration 26Q: 3 clusters Score -1.944768e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 155002 members Entering Unmasked Estep Score: -19447724.000000 Penalty: 5930.164062 Iteration 27Q: 3 clusters Score -1.944772e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 155023 members Entering Unmasked Estep Score: -19447762.000000 Penalty: 5930.164062 Iteration 28Q: 3 clusters Score -1.944776e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 155024 members Entering Unmasked Estep Score: -19447796.000000 Penalty: 5930.164062 Iteration 29Q: 3 clusters Score -1.94478e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 155034 members Entering Unmasked Estep Score: -19447806.000000 Penalty: 5930.164062 Iteration 30Q: 3 clusters Score -1.944781e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 155047 members Entering Unmasked Estep Score: -19447800.000000 Penalty: 5930.164062 Iteration 31Q: 3 clusters Score -1.94478e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 155060 members Entering Unmasked Estep Score: -19447790.000000 Penalty: 5930.164062 Iteration 32Q: 3 clusters Score -1.944779e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 155064 members Entering Unmasked Estep Score: -19447788.000000 Penalty: 5930.164062 Iteration 33Q: 3 clusters Score -1.944779e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 155064 members Entering Unmasked Estep Score: -19447800.000000 Penalty: 5930.164062 Iteration 34Q: 3 clusters Score -1.94478e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 155070 members Entering Unmasked Estep Score: -19447802.000000 Penalty: 5930.164062 Iteration 35Q: 3 clusters Score -1.94478e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 155075 members Entering Unmasked Estep Score: -19447814.000000 Penalty: 5930.164062 Iteration 36Q: 3 clusters Score -1.944781e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 155077 members Entering Unmasked Estep Score: -19447826.000000 Penalty: 5930.164062 Iteration 37Q: 3 clusters Score -1.944783e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 155076 members Entering Unmasked Estep Score: -19447818.000000 Penalty: 5930.164062 Iteration 38Q: 3 clusters Score -1.944782e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 155076 members Entering Unmasked Estep Score: -19447818.000000 Penalty: 5930.164062 Iteration 39F: 3 clusters Score -1.944782e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -81001.039062 Penalty: 1641.447266 Iteration 0F: 2 clusters Score -81001.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -79280.531250 Penalty: 3282.894531 Iteration 0F: 3 clusters Score -79280.53 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -79508.656250 Penalty: 3282.894531 Iteration 1F: 3 clusters Score -79508.66 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -79575.859375 Penalty: 3282.894531 Iteration 2F: 3 clusters Score -79575.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -79617.843750 Penalty: 3282.894531 Iteration 3Q: 3 clusters Score -79617.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79669.960938 Penalty: 3282.894531 Iteration 4Q: 3 clusters Score -79669.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -79730.015625 Penalty: 3282.894531 Iteration 5Q: 3 clusters Score -79730.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79791.125000 Penalty: 3282.894531 Iteration 6Q: 3 clusters Score -79791.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -79870.320312 Penalty: 3282.894531 Iteration 7Q: 3 clusters Score -79870.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -79969.710938 Penalty: 3282.894531 Iteration 8Q: 3 clusters Score -79969.71 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -80162.265625 Penalty: 3282.894531 Iteration 9Q: 3 clusters Score -80162.27 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -80445.054688 Penalty: 3282.894531 Iteration 10Q: 3 clusters Score -80445.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -80665.328125 Penalty: 3282.894531 Iteration 11Q: 3 clusters Score -80665.33 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -80823.226562 Penalty: 3282.894531 Iteration 12Q: 3 clusters Score -80823.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -80929.750000 Penalty: 3282.894531 Iteration 13Q: 3 clusters Score -80929.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -81003.335938 Penalty: 3282.894531 Iteration 14Q: 3 clusters Score -81003.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -81026.632812 Penalty: 3282.894531 Iteration 15Q: 3 clusters Score -81026.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -81045.476562 Penalty: 3282.894531 Iteration 16Q: 3 clusters Score -81045.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -81074.859375 Penalty: 3282.894531 Iteration 17Q: 3 clusters Score -81074.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -81092.203125 Penalty: 3282.894531 Iteration 18Q: 3 clusters Score -81092.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -81108.210938 Penalty: 3282.894531 Iteration 19Q: 3 clusters Score -81108.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -81113.000000 Penalty: 3282.894531 Iteration 20F: 3 clusters Score -81113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -81116.687500 Penalty: 3282.894531 Iteration 21Q: 3 clusters Score -81116.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -81116.687500 Penalty: 3282.894531 Iteration 22F: 3 clusters Score -81116.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8463 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155745 members Mstep: Class 7 contains 447 members Mstep: Class 8 contains 767 members Mstep: Class 9 contains 59515 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24209 members Mstep: Class 13 contains 8313 members Mstep: Class 14 contains 37117 members Mstep: Class 15 contains 42104 members Mstep: Class 16 contains 7358 members Mstep: Class 17 contains 9003 members Mstep: Class 18 contains 12413 members Mstep: Class 19 contains 5180 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42831 members Mstep: Class 22 contains 4141 members Mstep: Class 23 contains 302 members Entering Unmasked Estep Score: -52016036.000000 Penalty: 74024.335938 Splitting cluster 7 changes total score from -52017492.000000 to -52016036.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Entering Unmasked Estep Score: -91310.070312 Penalty: 1647.336670 Iteration 0F: 2 clusters Score -91310.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -89554.460938 Penalty: 3294.673340 Iteration 0F: 3 clusters Score -89554.46 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -89798.468750 Penalty: 3294.673340 Iteration 1F: 3 clusters Score -89798.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -89849.390625 Penalty: 3294.673340 Iteration 2Q: 3 clusters Score -89849.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -89882.570312 Penalty: 3294.673340 Iteration 3Q: 3 clusters Score -89882.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -89904.226562 Penalty: 3294.673340 Iteration 4Q: 3 clusters Score -89904.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -89921.296875 Penalty: 3294.673340 Iteration 5Q: 3 clusters Score -89921.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -89939.281250 Penalty: 3294.673340 Iteration 6Q: 3 clusters Score -89939.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -89944.312500 Penalty: 3294.673340 Iteration 7Q: 3 clusters Score -89944.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -89949.781250 Penalty: 3294.673340 Iteration 8Q: 3 clusters Score -89949.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -89960.250000 Penalty: 3294.673340 Iteration 9Q: 3 clusters Score -89960.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -89961.812500 Penalty: 3294.673340 Iteration 10Q: 3 clusters Score -89961.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -89961.812500 Penalty: 3294.673340 Iteration 11F: 3 clusters Score -89961.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (59515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59515 members Entering Unmasked Estep Score: -7343788.500000 Penalty: 2726.507812 Iteration 0F: 2 clusters Score -7343788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29507 members Mstep: Class 2 contains 30008 members Entering Unmasked Estep Score: -7303996.000000 Penalty: 5453.015625 Iteration 0F: 3 clusters Score -7303996 nChanged 27742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27969 members Mstep: Class 2 contains 31546 members Entering Unmasked Estep Score: -7319402.500000 Penalty: 5453.015625 Iteration 1F: 3 clusters Score -7319402 nChanged 2545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26882 members Mstep: Class 2 contains 32633 members Entering Unmasked Estep Score: -7320263.000000 Penalty: 5453.015625 Iteration 2Q: 3 clusters Score -7320263 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25230 members Mstep: Class 2 contains 34285 members Entering Unmasked Estep Score: -7321241.000000 Penalty: 5453.015625 Iteration 3Q: 3 clusters Score -7321241 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22773 members Mstep: Class 2 contains 36742 members Entering Unmasked Estep Score: -7322664.000000 Penalty: 5453.015625 Iteration 4F: 3 clusters Score -7322664 nChanged 3767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 40191 members Entering Unmasked Estep Score: -7325061.000000 Penalty: 5453.015625 Iteration 5F: 3 clusters Score -7325061 nChanged 4716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 44699 members Entering Unmasked Estep Score: -7328844.500000 Penalty: 5453.015625 Iteration 6F: 3 clusters Score -7328844 nChanged 4912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 49419 members Entering Unmasked Estep Score: -7333174.000000 Penalty: 5453.015625 Iteration 7F: 3 clusters Score -7333174 nChanged 3897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 53210 members Entering Unmasked Estep Score: -7336694.000000 Penalty: 5453.015625 Iteration 8F: 3 clusters Score -7336694 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 55666 members Entering Unmasked Estep Score: -7338733.500000 Penalty: 5453.015625 Iteration 9Q: 3 clusters Score -7338734 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 57086 members Entering Unmasked Estep Score: -7339886.000000 Penalty: 5453.015625 Iteration 10Q: 3 clusters Score -7339886 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 57918 members Entering Unmasked Estep Score: -7340602.500000 Penalty: 5453.015625 Iteration 11Q: 3 clusters Score -7340602 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 58382 members Entering Unmasked Estep Score: -7340985.000000 Penalty: 5453.015625 Iteration 12Q: 3 clusters Score -7340985 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 58630 members Entering Unmasked Estep Score: -7341202.500000 Penalty: 5453.015625 Iteration 13Q: 3 clusters Score -7341202 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 58769 members Entering Unmasked Estep Score: -7341299.500000 Penalty: 5453.015625 Iteration 14Q: 3 clusters Score -7341300 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 58844 members Entering Unmasked Estep Score: -7341362.500000 Penalty: 5453.015625 Iteration 15Q: 3 clusters Score -7341362 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 58890 members Entering Unmasked Estep Score: -7341403.500000 Penalty: 5453.015625 Iteration 16Q: 3 clusters Score -7341404 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 58922 members Entering Unmasked Estep Score: -7341432.500000 Penalty: 5453.015625 Iteration 17Q: 3 clusters Score -7341432 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 58939 members Entering Unmasked Estep Score: -7341447.500000 Penalty: 5453.015625 Iteration 18Q: 3 clusters Score -7341448 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 58947 members Entering Unmasked Estep Score: -7341461.000000 Penalty: 5453.015625 Iteration 19Q: 3 clusters Score -7341461 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 58952 members Entering Unmasked Estep Score: -7341492.000000 Penalty: 5453.015625 Iteration 20F: 3 clusters Score -7341492 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 58962 members Entering Unmasked Estep Score: -7341501.000000 Penalty: 5453.015625 Iteration 21Q: 3 clusters Score -7341501 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 58970 members Entering Unmasked Estep Score: -7341507.500000 Penalty: 5453.015625 Iteration 22Q: 3 clusters Score -7341508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 58975 members Entering Unmasked Estep Score: -7341509.500000 Penalty: 5453.015625 Iteration 23Q: 3 clusters Score -7341510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 58979 members Entering Unmasked Estep Score: -7341518.500000 Penalty: 5453.015625 Iteration 24Q: 3 clusters Score -7341518 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 58983 members Entering Unmasked Estep Score: -7341532.500000 Penalty: 5453.015625 Iteration 25Q: 3 clusters Score -7341532 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 58991 members Entering Unmasked Estep Score: -7341543.500000 Penalty: 5453.015625 Iteration 26Q: 3 clusters Score -7341544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 58994 members Entering Unmasked Estep Score: -7341551.500000 Penalty: 5453.015625 Iteration 27Q: 3 clusters Score -7341552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 58993 members Entering Unmasked Estep Score: -7341554.000000 Penalty: 5453.015625 Iteration 28Q: 3 clusters Score -7341554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 58991 members Entering Unmasked Estep Score: -7341549.500000 Penalty: 5453.015625 Iteration 29Q: 3 clusters Score -7341550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 58990 members Entering Unmasked Estep Score: -7341546.500000 Penalty: 5453.015625 Iteration 30Q: 3 clusters Score -7341546 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 58990 members Entering Unmasked Estep Score: -7341546.500000 Penalty: 5453.015625 Iteration 31F: 3 clusters Score -7341546 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Entering Unmasked Estep Score: -128739.304688 Penalty: 1771.421265 Iteration 0F: 2 clusters Score -128739.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -126843.828125 Penalty: 3542.842529 Iteration 0F: 3 clusters Score -126843.8 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -128048.281250 Penalty: 3542.842529 Iteration 1F: 3 clusters Score -128048.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -128954.382812 Penalty: 3542.842529 Iteration 2F: 3 clusters Score -128954.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -129723.773438 Penalty: 3542.842529 Iteration 3F: 3 clusters Score -129723.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -130144.882812 Penalty: 3542.842529 Iteration 4F: 3 clusters Score -130144.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -130427.304688 Penalty: 3542.842529 Iteration 5Q: 3 clusters Score -130427.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -130714.195312 Penalty: 3542.842529 Iteration 6Q: 3 clusters Score -130714.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -130923.117188 Penalty: 3542.842529 Iteration 7Q: 3 clusters Score -130923.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -130941.765625 Penalty: 3542.842529 Iteration 8Q: 3 clusters Score -130941.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -130948.171875 Penalty: 3542.842529 Iteration 9Q: 3 clusters Score -130948.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -130948.570312 Penalty: 3542.842529 Iteration 10F: 3 clusters Score -130948.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -130969.250000 Penalty: 3542.842529 Iteration 11Q: 3 clusters Score -130969.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -130969.250000 Penalty: 3542.842529 Iteration 12F: 3 clusters Score -130969.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8463 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155745 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 767 members Mstep: Class 9 contains 59515 members Mstep: Class 10 contains 579 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24209 members Mstep: Class 13 contains 8313 members Mstep: Class 14 contains 37117 members Mstep: Class 15 contains 42104 members Mstep: Class 16 contains 7358 members Mstep: Class 17 contains 9003 members Mstep: Class 18 contains 12413 members Mstep: Class 19 contains 5180 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42831 members Mstep: Class 22 contains 4141 members Mstep: Class 23 contains 686 members Entering Unmasked Estep Score: -52018256.000000 Penalty: 74024.335938 Splitting cluster 10 changes total score from -52017492.000000 to -52018256.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (1946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Entering Unmasked Estep Score: -233743.875000 Penalty: 1878.235718 Iteration 0F: 2 clusters Score -233743.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -231154.781250 Penalty: 3756.471436 Iteration 0F: 3 clusters Score -231154.8 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -231693.906250 Penalty: 3756.471436 Iteration 1F: 3 clusters Score -231693.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -231899.781250 Penalty: 3756.471436 Iteration 2F: 3 clusters Score -231899.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -232004.812500 Penalty: 3756.471436 Iteration 3Q: 3 clusters Score -232004.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -232060.171875 Penalty: 3756.471436 Iteration 4Q: 3 clusters Score -232060.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -232090.468750 Penalty: 3756.471436 Iteration 5Q: 3 clusters Score -232090.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -232107.078125 Penalty: 3756.471436 Iteration 6Q: 3 clusters Score -232107.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -232126.453125 Penalty: 3756.471436 Iteration 7Q: 3 clusters Score -232126.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -232143.328125 Penalty: 3756.471436 Iteration 8Q: 3 clusters Score -232143.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -232162.609375 Penalty: 3756.471436 Iteration 9Q: 3 clusters Score -232162.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -232174.359375 Penalty: 3756.471436 Iteration 10Q: 3 clusters Score -232174.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -232181.625000 Penalty: 3756.471436 Iteration 11Q: 3 clusters Score -232181.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -232184.609375 Penalty: 3756.471436 Iteration 12Q: 3 clusters Score -232184.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -232189.000000 Penalty: 3756.471436 Iteration 13Q: 3 clusters Score -232189 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -232190.515625 Penalty: 3756.471436 Iteration 14Q: 3 clusters Score -232190.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -232191.265625 Penalty: 3756.471436 Iteration 15Q: 3 clusters Score -232191.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -232191.281250 Penalty: 3756.471436 Iteration 16Q: 3 clusters Score -232191.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -232193.796875 Penalty: 3756.471436 Iteration 17Q: 3 clusters Score -232193.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -232196.734375 Penalty: 3756.471436 Iteration 18Q: 3 clusters Score -232196.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -232197.390625 Penalty: 3756.471436 Iteration 19Q: 3 clusters Score -232197.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -232198.421875 Penalty: 3756.471436 Iteration 20F: 3 clusters Score -232198.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -232200.343750 Penalty: 3756.471436 Iteration 21Q: 3 clusters Score -232200.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -232202.953125 Penalty: 3756.471436 Iteration 22Q: 3 clusters Score -232203 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -232202.968750 Penalty: 3756.471436 Iteration 23Q: 3 clusters Score -232203 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -232203.406250 Penalty: 3756.471436 Iteration 24Q: 3 clusters Score -232203.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -232204.234375 Penalty: 3756.471436 Iteration 25Q: 3 clusters Score -232204.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -232204.703125 Penalty: 3756.471436 Iteration 26Q: 3 clusters Score -232204.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -232205.500000 Penalty: 3756.471436 Iteration 27Q: 3 clusters Score -232205.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -232206.515625 Penalty: 3756.471436 Iteration 28Q: 3 clusters Score -232206.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -232206.515625 Penalty: 3756.471436 Iteration 29F: 3 clusters Score -232206.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24209 members Entering Unmasked Estep Score: -2931474.750000 Penalty: 2503.430908 Iteration 0F: 2 clusters Score -2931475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -2914791.750000 Penalty: 5006.861816 Iteration 0F: 3 clusters Score -2914792 nChanged 10698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -2920821.750000 Penalty: 5006.861816 Iteration 1F: 3 clusters Score -2920822 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -2922102.500000 Penalty: 5006.861816 Iteration 2F: 3 clusters Score -2922102 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14806 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -2923928.250000 Penalty: 5006.861816 Iteration 3F: 3 clusters Score -2923928 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -2925814.750000 Penalty: 5006.861816 Iteration 4F: 3 clusters Score -2925815 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2927545.250000 Penalty: 5006.861816 Iteration 5F: 3 clusters Score -2927545 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19304 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -2928991.500000 Penalty: 5006.861816 Iteration 6F: 3 clusters Score -2928992 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20374 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -2929987.500000 Penalty: 5006.861816 Iteration 7Q: 3 clusters Score -2929988 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21064 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -2930525.000000 Penalty: 5006.861816 Iteration 8Q: 3 clusters Score -2930525 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21490 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -2930792.250000 Penalty: 5006.861816 Iteration 9Q: 3 clusters Score -2930792 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21810 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -2930966.750000 Penalty: 5006.861816 Iteration 10Q: 3 clusters Score -2930967 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22043 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -2931075.500000 Penalty: 5006.861816 Iteration 11Q: 3 clusters Score -2931076 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22207 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -2931133.500000 Penalty: 5006.861816 Iteration 12Q: 3 clusters Score -2931134 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22332 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -2931183.000000 Penalty: 5006.861816 Iteration 13Q: 3 clusters Score -2931183 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -2931211.250000 Penalty: 5006.861816 Iteration 14Q: 3 clusters Score -2931211 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22506 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -2931231.500000 Penalty: 5006.861816 Iteration 15Q: 3 clusters Score -2931232 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22571 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -2931258.250000 Penalty: 5006.861816 Iteration 16Q: 3 clusters Score -2931258 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22612 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -2931265.000000 Penalty: 5006.861816 Iteration 17Q: 3 clusters Score -2931265 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22638 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -2931274.250000 Penalty: 5006.861816 Iteration 18Q: 3 clusters Score -2931274 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22662 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -2931284.750000 Penalty: 5006.861816 Iteration 19Q: 3 clusters Score -2931285 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22688 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -2931284.000000 Penalty: 5006.861816 Iteration 20F: 3 clusters Score -2931284 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22711 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -2931288.000000 Penalty: 5006.861816 Iteration 21Q: 3 clusters Score -2931288 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22733 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2931293.000000 Penalty: 5006.861816 Iteration 22Q: 3 clusters Score -2931293 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -2931304.500000 Penalty: 5006.861816 Iteration 23Q: 3 clusters Score -2931304 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22766 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -2931314.000000 Penalty: 5006.861816 Iteration 24Q: 3 clusters Score -2931314 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -2931318.750000 Penalty: 5006.861816 Iteration 25Q: 3 clusters Score -2931319 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -2931315.250000 Penalty: 5006.861816 Iteration 26Q: 3 clusters Score -2931315 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22796 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -2931324.000000 Penalty: 5006.861816 Iteration 27Q: 3 clusters Score -2931324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22801 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -2931323.750000 Penalty: 5006.861816 Iteration 28Q: 3 clusters Score -2931324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22807 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -2931319.250000 Penalty: 5006.861816 Iteration 29Q: 3 clusters Score -2931319 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -2931319.750000 Penalty: 5006.861816 Iteration 30Q: 3 clusters Score -2931320 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22818 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -2931321.500000 Penalty: 5006.861816 Iteration 31Q: 3 clusters Score -2931322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22820 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2931326.000000 Penalty: 5006.861816 Iteration 32Q: 3 clusters Score -2931326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -2931325.500000 Penalty: 5006.861816 Iteration 33Q: 3 clusters Score -2931326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22829 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -2931324.000000 Penalty: 5006.861816 Iteration 34Q: 3 clusters Score -2931324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22836 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -2931326.000000 Penalty: 5006.861816 Iteration 35Q: 3 clusters Score -2931326 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22842 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -2931325.250000 Penalty: 5006.861816 Iteration 36Q: 3 clusters Score -2931325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22844 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -2931325.250000 Penalty: 5006.861816 Iteration 37Q: 3 clusters Score -2931325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22845 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2931322.500000 Penalty: 5006.861816 Iteration 38Q: 3 clusters Score -2931322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22847 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -2931325.000000 Penalty: 5006.861816 Iteration 39Q: 3 clusters Score -2931325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22849 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -2931328.750000 Penalty: 5006.861816 Iteration 40F: 3 clusters Score -2931329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22851 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -2931331.500000 Penalty: 5006.861816 Iteration 41Q: 3 clusters Score -2931332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22851 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -2931331.500000 Penalty: 5006.861816 Iteration 42F: 3 clusters Score -2931332 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Entering Unmasked Estep Score: -969809.312500 Penalty: 2238.342773 Iteration 0F: 2 clusters Score -969809.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -963267.625000 Penalty: 4476.685547 Iteration 0F: 3 clusters Score -963267.6 nChanged 3322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -965135.750000 Penalty: 4476.685547 Iteration 1F: 3 clusters Score -965135.8 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -965447.750000 Penalty: 4476.685547 Iteration 2F: 3 clusters Score -965447.8 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -965664.125000 Penalty: 4476.685547 Iteration 3F: 3 clusters Score -965664.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -965821.187500 Penalty: 4476.685547 Iteration 4Q: 3 clusters Score -965821.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -965945.750000 Penalty: 4476.685547 Iteration 5Q: 3 clusters Score -965945.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -966058.562500 Penalty: 4476.685547 Iteration 6Q: 3 clusters Score -966058.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -966164.375000 Penalty: 4476.685547 Iteration 7Q: 3 clusters Score -966164.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -966267.062500 Penalty: 4476.685547 Iteration 8Q: 3 clusters Score -966267.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -966373.437500 Penalty: 4476.685547 Iteration 9Q: 3 clusters Score -966373.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -966496.250000 Penalty: 4476.685547 Iteration 10Q: 3 clusters Score -966496.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -966637.375000 Penalty: 4476.685547 Iteration 11Q: 3 clusters Score -966637.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -966766.125000 Penalty: 4476.685547 Iteration 12Q: 3 clusters Score -966766.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -966888.000000 Penalty: 4476.685547 Iteration 13Q: 3 clusters Score -966888 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -966998.375000 Penalty: 4476.685547 Iteration 14Q: 3 clusters Score -966998.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -967111.437500 Penalty: 4476.685547 Iteration 15Q: 3 clusters Score -967111.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -967199.500000 Penalty: 4476.685547 Iteration 16Q: 3 clusters Score -967199.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -967279.312500 Penalty: 4476.685547 Iteration 17Q: 3 clusters Score -967279.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -967365.000000 Penalty: 4476.685547 Iteration 18Q: 3 clusters Score -967365 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -967439.000000 Penalty: 4476.685547 Iteration 19Q: 3 clusters Score -967439 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -967516.312500 Penalty: 4476.685547 Iteration 20F: 3 clusters Score -967516.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -967622.875000 Penalty: 4476.685547 Iteration 21Q: 3 clusters Score -967622.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -967734.562500 Penalty: 4476.685547 Iteration 22Q: 3 clusters Score -967734.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -967837.125000 Penalty: 4476.685547 Iteration 23Q: 3 clusters Score -967837.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -967926.187500 Penalty: 4476.685547 Iteration 24Q: 3 clusters Score -967926.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -968015.875000 Penalty: 4476.685547 Iteration 25Q: 3 clusters Score -968015.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -968099.875000 Penalty: 4476.685547 Iteration 26Q: 3 clusters Score -968099.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -968160.500000 Penalty: 4476.685547 Iteration 27Q: 3 clusters Score -968160.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -968211.875000 Penalty: 4476.685547 Iteration 28Q: 3 clusters Score -968211.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -968242.500000 Penalty: 4476.685547 Iteration 29Q: 3 clusters Score -968242.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -968274.687500 Penalty: 4476.685547 Iteration 30Q: 3 clusters Score -968274.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -968294.125000 Penalty: 4476.685547 Iteration 31Q: 3 clusters Score -968294.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -968305.437500 Penalty: 4476.685547 Iteration 32Q: 3 clusters Score -968305.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -968315.500000 Penalty: 4476.685547 Iteration 33Q: 3 clusters Score -968315.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -968321.937500 Penalty: 4476.685547 Iteration 34Q: 3 clusters Score -968321.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -968330.375000 Penalty: 4476.685547 Iteration 35Q: 3 clusters Score -968330.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -968338.625000 Penalty: 4476.685547 Iteration 36Q: 3 clusters Score -968338.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -968353.625000 Penalty: 4476.685547 Iteration 37Q: 3 clusters Score -968353.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -968371.250000 Penalty: 4476.685547 Iteration 38Q: 3 clusters Score -968371.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -968383.437500 Penalty: 4476.685547 Iteration 39Q: 3 clusters Score -968383.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -968394.625000 Penalty: 4476.685547 Iteration 40F: 3 clusters Score -968394.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -968418.062500 Penalty: 4476.685547 Iteration 41Q: 3 clusters Score -968418.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -968458.812500 Penalty: 4476.685547 Iteration 42Q: 3 clusters Score -968458.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -968509.437500 Penalty: 4476.685547 Iteration 43Q: 3 clusters Score -968509.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -968555.687500 Penalty: 4476.685547 Iteration 44Q: 3 clusters Score -968555.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -968621.687500 Penalty: 4476.685547 Iteration 45Q: 3 clusters Score -968621.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -968685.687500 Penalty: 4476.685547 Iteration 46Q: 3 clusters Score -968685.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -968731.937500 Penalty: 4476.685547 Iteration 47Q: 3 clusters Score -968731.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -968769.250000 Penalty: 4476.685547 Iteration 48Q: 3 clusters Score -968769.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -968815.312500 Penalty: 4476.685547 Iteration 49Q: 3 clusters Score -968815.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -968856.000000 Penalty: 4476.685547 Iteration 50Q: 3 clusters Score -968856 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -968884.250000 Penalty: 4476.685547 Iteration 51Q: 3 clusters Score -968884.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -968908.687500 Penalty: 4476.685547 Iteration 52Q: 3 clusters Score -968908.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -968930.750000 Penalty: 4476.685547 Iteration 53Q: 3 clusters Score -968930.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -968943.625000 Penalty: 4476.685547 Iteration 54Q: 3 clusters Score -968943.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -968959.750000 Penalty: 4476.685547 Iteration 55Q: 3 clusters Score -968959.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -968971.750000 Penalty: 4476.685547 Iteration 56Q: 3 clusters Score -968971.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -968977.062500 Penalty: 4476.685547 Iteration 57Q: 3 clusters Score -968977.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -968991.625000 Penalty: 4476.685547 Iteration 58Q: 3 clusters Score -968991.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -969003.687500 Penalty: 4476.685547 Iteration 59Q: 3 clusters Score -969003.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -969020.375000 Penalty: 4476.685547 Iteration 60F: 3 clusters Score -969020.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -969031.187500 Penalty: 4476.685547 Iteration 61Q: 3 clusters Score -969031.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -969041.562500 Penalty: 4476.685547 Iteration 62Q: 3 clusters Score -969041.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -969047.250000 Penalty: 4476.685547 Iteration 63Q: 3 clusters Score -969047.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -969052.062500 Penalty: 4476.685547 Iteration 64Q: 3 clusters Score -969052.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -969058.437500 Penalty: 4476.685547 Iteration 65Q: 3 clusters Score -969058.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -969061.687500 Penalty: 4476.685547 Iteration 66Q: 3 clusters Score -969061.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -969068.312500 Penalty: 4476.685547 Iteration 67Q: 3 clusters Score -969068.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -969074.500000 Penalty: 4476.685547 Iteration 68Q: 3 clusters Score -969074.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -969079.937500 Penalty: 4476.685547 Iteration 69Q: 3 clusters Score -969079.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -969082.000000 Penalty: 4476.685547 Iteration 70Q: 3 clusters Score -969082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -969086.000000 Penalty: 4476.685547 Iteration 71Q: 3 clusters Score -969086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -969084.000000 Penalty: 4476.685547 Iteration 72Q: 3 clusters Score -969084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -969084.500000 Penalty: 4476.685547 Iteration 73Q: 3 clusters Score -969084.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -969084.250000 Penalty: 4476.685547 Iteration 74Q: 3 clusters Score -969084.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -969084.250000 Penalty: 4476.685547 Iteration 75F: 3 clusters Score -969084.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (37117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37117 members Entering Unmasked Estep Score: -4419770.500000 Penalty: 2609.414062 Iteration 0F: 2 clusters Score -4419770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 18617 members Entering Unmasked Estep Score: -4394587.500000 Penalty: 5218.828125 Iteration 0F: 3 clusters Score -4394588 nChanged 16874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18630 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -4403916.500000 Penalty: 5218.828125 Iteration 1F: 3 clusters Score -4403916 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18813 members Mstep: Class 2 contains 18304 members Entering Unmasked Estep Score: -4404530.000000 Penalty: 5218.828125 Iteration 2Q: 3 clusters Score -4404530 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19059 members Mstep: Class 2 contains 18058 members Entering Unmasked Estep Score: -4405193.500000 Penalty: 5218.828125 Iteration 3Q: 3 clusters Score -4405194 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19350 members Mstep: Class 2 contains 17767 members Entering Unmasked Estep Score: -4405835.000000 Penalty: 5218.828125 Iteration 4Q: 3 clusters Score -4405835 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 17349 members Entering Unmasked Estep Score: -4406563.000000 Penalty: 5218.828125 Iteration 5Q: 3 clusters Score -4406563 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 16837 members Entering Unmasked Estep Score: -4407421.000000 Penalty: 5218.828125 Iteration 6Q: 3 clusters Score -4407421 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20784 members Mstep: Class 2 contains 16333 members Entering Unmasked Estep Score: -4408258.000000 Penalty: 5218.828125 Iteration 7Q: 3 clusters Score -4408258 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21287 members Mstep: Class 2 contains 15830 members Entering Unmasked Estep Score: -4409080.000000 Penalty: 5218.828125 Iteration 8Q: 3 clusters Score -4409080 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -4409788.000000 Penalty: 5218.828125 Iteration 9Q: 3 clusters Score -4409788 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22138 members Mstep: Class 2 contains 14979 members Entering Unmasked Estep Score: -4410361.500000 Penalty: 5218.828125 Iteration 10Q: 3 clusters Score -4410362 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22428 members Mstep: Class 2 contains 14689 members Entering Unmasked Estep Score: -4410838.500000 Penalty: 5218.828125 Iteration 11Q: 3 clusters Score -4410838 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22683 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -4411174.000000 Penalty: 5218.828125 Iteration 12Q: 3 clusters Score -4411174 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22879 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -4411423.000000 Penalty: 5218.828125 Iteration 13Q: 3 clusters Score -4411423 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23064 members Mstep: Class 2 contains 14053 members Entering Unmasked Estep Score: -4411672.000000 Penalty: 5218.828125 Iteration 14Q: 3 clusters Score -4411672 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23225 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -4411891.500000 Penalty: 5218.828125 Iteration 15Q: 3 clusters Score -4411892 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23447 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -4412156.500000 Penalty: 5218.828125 Iteration 16Q: 3 clusters Score -4412156 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -4412455.000000 Penalty: 5218.828125 Iteration 17Q: 3 clusters Score -4412455 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -4412766.500000 Penalty: 5218.828125 Iteration 18Q: 3 clusters Score -4412766 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24203 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -4413012.500000 Penalty: 5218.828125 Iteration 19Q: 3 clusters Score -4413012 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24432 members Mstep: Class 2 contains 12685 members Entering Unmasked Estep Score: -4413304.500000 Penalty: 5218.828125 Iteration 20F: 3 clusters Score -4413304 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24647 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -4413562.500000 Penalty: 5218.828125 Iteration 21Q: 3 clusters Score -4413562 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24873 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -4413801.000000 Penalty: 5218.828125 Iteration 22Q: 3 clusters Score -4413801 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25087 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -4414012.000000 Penalty: 5218.828125 Iteration 23Q: 3 clusters Score -4414012 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25339 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -4414215.000000 Penalty: 5218.828125 Iteration 24Q: 3 clusters Score -4414215 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25606 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -4414407.500000 Penalty: 5218.828125 Iteration 25Q: 3 clusters Score -4414408 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25896 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -4414528.500000 Penalty: 5218.828125 Iteration 26Q: 3 clusters Score -4414528 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -4414655.000000 Penalty: 5218.828125 Iteration 27Q: 3 clusters Score -4414655 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26556 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -4414820.500000 Penalty: 5218.828125 Iteration 28Q: 3 clusters Score -4414820 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26922 members Mstep: Class 2 contains 10195 members Entering Unmasked Estep Score: -4414969.000000 Penalty: 5218.828125 Iteration 29Q: 3 clusters Score -4414969 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27299 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -4415108.000000 Penalty: 5218.828125 Iteration 30Q: 3 clusters Score -4415108 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27665 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -4415251.500000 Penalty: 5218.828125 Iteration 31Q: 3 clusters Score -4415252 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28025 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -4415393.000000 Penalty: 5218.828125 Iteration 32Q: 3 clusters Score -4415393 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28390 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -4415525.500000 Penalty: 5218.828125 Iteration 33Q: 3 clusters Score -4415526 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28755 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -4415676.000000 Penalty: 5218.828125 Iteration 34Q: 3 clusters Score -4415676 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29128 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -4415819.000000 Penalty: 5218.828125 Iteration 35Q: 3 clusters Score -4415819 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29500 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -4415993.500000 Penalty: 5218.828125 Iteration 36Q: 3 clusters Score -4415994 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -4416121.000000 Penalty: 5218.828125 Iteration 37Q: 3 clusters Score -4416121 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30213 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -4416249.500000 Penalty: 5218.828125 Iteration 38Q: 3 clusters Score -4416250 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30531 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -4416377.500000 Penalty: 5218.828125 Iteration 39Q: 3 clusters Score -4416378 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30825 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -4416497.500000 Penalty: 5218.828125 Iteration 40F: 3 clusters Score -4416498 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31132 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -4416618.000000 Penalty: 5218.828125 Iteration 41Q: 3 clusters Score -4416618 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31422 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -4416717.500000 Penalty: 5218.828125 Iteration 42Q: 3 clusters Score -4416718 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31693 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -4416821.000000 Penalty: 5218.828125 Iteration 43Q: 3 clusters Score -4416821 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31938 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -4416902.500000 Penalty: 5218.828125 Iteration 44Q: 3 clusters Score -4416902 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32177 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -4416993.000000 Penalty: 5218.828125 Iteration 45Q: 3 clusters Score -4416993 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32367 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -4417057.000000 Penalty: 5218.828125 Iteration 46Q: 3 clusters Score -4417057 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32553 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -4417126.500000 Penalty: 5218.828125 Iteration 47Q: 3 clusters Score -4417126 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32739 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -4417166.500000 Penalty: 5218.828125 Iteration 48Q: 3 clusters Score -4417166 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32901 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -4417206.000000 Penalty: 5218.828125 Iteration 49Q: 3 clusters Score -4417206 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33066 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -4417261.000000 Penalty: 5218.828125 Iteration 50Q: 3 clusters Score -4417261 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33224 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -4417294.000000 Penalty: 5218.828125 Iteration 51Q: 3 clusters Score -4417294 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33362 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -4417350.000000 Penalty: 5218.828125 Iteration 52Q: 3 clusters Score -4417350 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33470 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -4417365.000000 Penalty: 5218.828125 Iteration 53Q: 3 clusters Score -4417365 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33567 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -4417391.500000 Penalty: 5218.828125 Iteration 54Q: 3 clusters Score -4417392 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33648 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -4417406.500000 Penalty: 5218.828125 Iteration 55Q: 3 clusters Score -4417406 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33723 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -4417418.500000 Penalty: 5218.828125 Iteration 56Q: 3 clusters Score -4417418 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33793 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -4417439.500000 Penalty: 5218.828125 Iteration 57Q: 3 clusters Score -4417440 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33855 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -4417454.500000 Penalty: 5218.828125 Iteration 58Q: 3 clusters Score -4417454 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33910 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -4417467.500000 Penalty: 5218.828125 Iteration 59Q: 3 clusters Score -4417468 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33971 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -4417479.000000 Penalty: 5218.828125 Iteration 60F: 3 clusters Score -4417479 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34051 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -4417503.000000 Penalty: 5218.828125 Iteration 61Q: 3 clusters Score -4417503 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34131 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -4417527.000000 Penalty: 5218.828125 Iteration 62Q: 3 clusters Score -4417527 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34188 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -4417543.500000 Penalty: 5218.828125 Iteration 63Q: 3 clusters Score -4417544 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34250 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -4417555.500000 Penalty: 5218.828125 Iteration 64Q: 3 clusters Score -4417556 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34313 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -4417577.500000 Penalty: 5218.828125 Iteration 65Q: 3 clusters Score -4417578 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34363 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -4417579.000000 Penalty: 5218.828125 Iteration 66Q: 3 clusters Score -4417579 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34422 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -4417599.000000 Penalty: 5218.828125 Iteration 67Q: 3 clusters Score -4417599 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34481 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -4417625.000000 Penalty: 5218.828125 Iteration 68Q: 3 clusters Score -4417625 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34532 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -4417636.500000 Penalty: 5218.828125 Iteration 69Q: 3 clusters Score -4417636 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34578 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -4417658.500000 Penalty: 5218.828125 Iteration 70Q: 3 clusters Score -4417658 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34630 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -4417668.000000 Penalty: 5218.828125 Iteration 71Q: 3 clusters Score -4417668 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34673 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -4417681.000000 Penalty: 5218.828125 Iteration 72Q: 3 clusters Score -4417681 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34713 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -4417688.000000 Penalty: 5218.828125 Iteration 73Q: 3 clusters Score -4417688 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34755 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -4417705.500000 Penalty: 5218.828125 Iteration 74Q: 3 clusters Score -4417706 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34793 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -4417716.500000 Penalty: 5218.828125 Iteration 75Q: 3 clusters Score -4417716 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34827 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -4417727.000000 Penalty: 5218.828125 Iteration 76Q: 3 clusters Score -4417727 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34866 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -4417736.000000 Penalty: 5218.828125 Iteration 77Q: 3 clusters Score -4417736 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34896 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -4417737.500000 Penalty: 5218.828125 Iteration 78Q: 3 clusters Score -4417738 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34919 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -4417743.500000 Penalty: 5218.828125 Iteration 79Q: 3 clusters Score -4417744 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34934 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -4417748.500000 Penalty: 5218.828125 Iteration 80F: 3 clusters Score -4417748 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34946 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -4417752.500000 Penalty: 5218.828125 Iteration 81Q: 3 clusters Score -4417752 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34960 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -4417756.500000 Penalty: 5218.828125 Iteration 82Q: 3 clusters Score -4417756 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34968 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -4417759.000000 Penalty: 5218.828125 Iteration 83Q: 3 clusters Score -4417759 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34977 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -4417757.500000 Penalty: 5218.828125 Iteration 84Q: 3 clusters Score -4417758 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34987 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -4417763.500000 Penalty: 5218.828125 Iteration 85Q: 3 clusters Score -4417764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34995 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -4417756.000000 Penalty: 5218.828125 Iteration 86Q: 3 clusters Score -4417756 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35004 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -4417761.000000 Penalty: 5218.828125 Iteration 87Q: 3 clusters Score -4417761 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35021 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -4417764.500000 Penalty: 5218.828125 Iteration 88Q: 3 clusters Score -4417764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35031 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -4417769.000000 Penalty: 5218.828125 Iteration 89Q: 3 clusters Score -4417769 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35041 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -4417774.000000 Penalty: 5218.828125 Iteration 90Q: 3 clusters Score -4417774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35042 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -4417777.000000 Penalty: 5218.828125 Iteration 91Q: 3 clusters Score -4417777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -4417776.500000 Penalty: 5218.828125 Iteration 92Q: 3 clusters Score -4417776 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35057 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -4417778.500000 Penalty: 5218.828125 Iteration 93Q: 3 clusters Score -4417778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35065 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -4417778.000000 Penalty: 5218.828125 Iteration 94Q: 3 clusters Score -4417778 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35074 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -4417783.000000 Penalty: 5218.828125 Iteration 95Q: 3 clusters Score -4417783 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35079 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -4417777.500000 Penalty: 5218.828125 Iteration 96Q: 3 clusters Score -4417778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35084 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -4417780.500000 Penalty: 5218.828125 Iteration 97Q: 3 clusters Score -4417780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35087 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -4417781.000000 Penalty: 5218.828125 Iteration 98Q: 3 clusters Score -4417781 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35092 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -4417781.500000 Penalty: 5218.828125 Iteration 99Q: 3 clusters Score -4417782 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35098 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -4417788.500000 Penalty: 5218.828125 Iteration 100F: 3 clusters Score -4417788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35105 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -4417788.500000 Penalty: 5218.828125 Iteration 101Q: 3 clusters Score -4417788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35112 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -4417790.500000 Penalty: 5218.828125 Iteration 102Q: 3 clusters Score -4417790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35120 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -4417786.500000 Penalty: 5218.828125 Iteration 103Q: 3 clusters Score -4417786 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35129 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -4417789.500000 Penalty: 5218.828125 Iteration 104Q: 3 clusters Score -4417790 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35138 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -4417786.500000 Penalty: 5218.828125 Iteration 105Q: 3 clusters Score -4417786 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35146 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -4417781.000000 Penalty: 5218.828125 Iteration 106Q: 3 clusters Score -4417781 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35154 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -4417791.500000 Penalty: 5218.828125 Iteration 107Q: 3 clusters Score -4417792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35161 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -4417787.000000 Penalty: 5218.828125 Iteration 108Q: 3 clusters Score -4417787 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35171 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -4417792.500000 Penalty: 5218.828125 Iteration 109Q: 3 clusters Score -4417792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35180 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -4417796.000000 Penalty: 5218.828125 Iteration 110Q: 3 clusters Score -4417796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35181 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -4417797.500000 Penalty: 5218.828125 Iteration 111Q: 3 clusters Score -4417798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35181 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -4417797.500000 Penalty: 5218.828125 Iteration 112F: 3 clusters Score -4417798 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (42104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42104 members Entering Unmasked Estep Score: -5191277.000000 Penalty: 2640.678711 Iteration 0F: 2 clusters Score -5191277 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20789 members Mstep: Class 2 contains 21315 members Entering Unmasked Estep Score: -5162799.000000 Penalty: 5281.357422 Iteration 0F: 3 clusters Score -5162799 nChanged 19407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19050 members Mstep: Class 2 contains 23054 members Entering Unmasked Estep Score: -5173578.500000 Penalty: 5281.357422 Iteration 1F: 3 clusters Score -5173578 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17967 members Mstep: Class 2 contains 24137 members Entering Unmasked Estep Score: -5174330.000000 Penalty: 5281.357422 Iteration 2Q: 3 clusters Score -5174330 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16536 members Mstep: Class 2 contains 25568 members Entering Unmasked Estep Score: -5175278.500000 Penalty: 5281.357422 Iteration 3Q: 3 clusters Score -5175278 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14607 members Mstep: Class 2 contains 27497 members Entering Unmasked Estep Score: -5176548.000000 Penalty: 5281.357422 Iteration 4F: 3 clusters Score -5176548 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 30025 members Entering Unmasked Estep Score: -5178416.000000 Penalty: 5281.357422 Iteration 5F: 3 clusters Score -5178416 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 33069 members Entering Unmasked Estep Score: -5180929.500000 Penalty: 5281.357422 Iteration 6F: 3 clusters Score -5180930 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 36170 members Entering Unmasked Estep Score: -5183723.000000 Penalty: 5281.357422 Iteration 7F: 3 clusters Score -5183723 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 38785 members Entering Unmasked Estep Score: -5186177.000000 Penalty: 5281.357422 Iteration 8F: 3 clusters Score -5186177 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 40364 members Entering Unmasked Estep Score: -5187640.500000 Penalty: 5281.357422 Iteration 9Q: 3 clusters Score -5187640 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 41103 members Entering Unmasked Estep Score: -5188291.500000 Penalty: 5281.357422 Iteration 10Q: 3 clusters Score -5188292 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 41429 members Entering Unmasked Estep Score: -5188606.500000 Penalty: 5281.357422 Iteration 11Q: 3 clusters Score -5188606 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 41553 members Entering Unmasked Estep Score: -5188768.000000 Penalty: 5281.357422 Iteration 12Q: 3 clusters Score -5188768 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 41610 members Entering Unmasked Estep Score: -5188838.000000 Penalty: 5281.357422 Iteration 13Q: 3 clusters Score -5188838 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 41639 members Entering Unmasked Estep Score: -5188875.500000 Penalty: 5281.357422 Iteration 14Q: 3 clusters Score -5188876 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 41658 members Entering Unmasked Estep Score: -5188909.500000 Penalty: 5281.357422 Iteration 15Q: 3 clusters Score -5188910 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 41678 members Entering Unmasked Estep Score: -5188936.000000 Penalty: 5281.357422 Iteration 16Q: 3 clusters Score -5188936 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 41692 members Entering Unmasked Estep Score: -5188957.000000 Penalty: 5281.357422 Iteration 17Q: 3 clusters Score -5188957 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 41699 members Entering Unmasked Estep Score: -5188968.500000 Penalty: 5281.357422 Iteration 18Q: 3 clusters Score -5188968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 41707 members Entering Unmasked Estep Score: -5188972.500000 Penalty: 5281.357422 Iteration 19Q: 3 clusters Score -5188972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 41712 members Entering Unmasked Estep Score: -5188986.500000 Penalty: 5281.357422 Iteration 20F: 3 clusters Score -5188986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 41716 members Entering Unmasked Estep Score: -5188989.500000 Penalty: 5281.357422 Iteration 21Q: 3 clusters Score -5188990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 41720 members Entering Unmasked Estep Score: -5188999.500000 Penalty: 5281.357422 Iteration 22Q: 3 clusters Score -5189000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 41726 members Entering Unmasked Estep Score: -5189005.500000 Penalty: 5281.357422 Iteration 23Q: 3 clusters Score -5189006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 41728 members Entering Unmasked Estep Score: -5189007.000000 Penalty: 5281.357422 Iteration 24Q: 3 clusters Score -5189007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 41729 members Entering Unmasked Estep Score: -5189008.500000 Penalty: 5281.357422 Iteration 25Q: 3 clusters Score -5189008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 41732 members Entering Unmasked Estep Score: -5189012.000000 Penalty: 5281.357422 Iteration 26Q: 3 clusters Score -5189012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 41735 members Entering Unmasked Estep Score: -5189013.500000 Penalty: 5281.357422 Iteration 27Q: 3 clusters Score -5189014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 41736 members Entering Unmasked Estep Score: -5189022.000000 Penalty: 5281.357422 Iteration 28Q: 3 clusters Score -5189022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 41738 members Entering Unmasked Estep Score: -5189019.500000 Penalty: 5281.357422 Iteration 29Q: 3 clusters Score -5189020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 41738 members Entering Unmasked Estep Score: -5189027.000000 Penalty: 5281.357422 Iteration 30Q: 3 clusters Score -5189027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 41738 members Entering Unmasked Estep Score: -5189029.500000 Penalty: 5281.357422 Iteration 31Q: 3 clusters Score -5189030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 41737 members Entering Unmasked Estep Score: -5189026.500000 Penalty: 5281.357422 Iteration 32Q: 3 clusters Score -5189026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 41737 members Entering Unmasked Estep Score: -5189026.500000 Penalty: 5281.357422 Iteration 33F: 3 clusters Score -5189026 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Entering Unmasked Estep Score: -857036.187500 Penalty: 2208.078857 Iteration 0F: 2 clusters Score -857036.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -851113.937500 Penalty: 4416.157715 Iteration 0F: 3 clusters Score -851113.9 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -852792.062500 Penalty: 4416.157715 Iteration 1F: 3 clusters Score -852792.1 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -853068.000000 Penalty: 4416.157715 Iteration 2F: 3 clusters Score -853068 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -853250.750000 Penalty: 4416.157715 Iteration 3Q: 3 clusters Score -853250.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -853370.250000 Penalty: 4416.157715 Iteration 4Q: 3 clusters Score -853370.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -853456.312500 Penalty: 4416.157715 Iteration 5Q: 3 clusters Score -853456.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -853544.000000 Penalty: 4416.157715 Iteration 6Q: 3 clusters Score -853544 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -853642.062500 Penalty: 4416.157715 Iteration 7Q: 3 clusters Score -853642.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -853738.187500 Penalty: 4416.157715 Iteration 8Q: 3 clusters Score -853738.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -853855.687500 Penalty: 4416.157715 Iteration 9Q: 3 clusters Score -853855.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -854012.187500 Penalty: 4416.157715 Iteration 10Q: 3 clusters Score -854012.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -854165.000000 Penalty: 4416.157715 Iteration 11Q: 3 clusters Score -854165 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -854292.812500 Penalty: 4416.157715 Iteration 12Q: 3 clusters Score -854292.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -854432.000000 Penalty: 4416.157715 Iteration 13Q: 3 clusters Score -854432 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -854576.437500 Penalty: 4416.157715 Iteration 14Q: 3 clusters Score -854576.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -854695.187500 Penalty: 4416.157715 Iteration 15Q: 3 clusters Score -854695.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -854803.312500 Penalty: 4416.157715 Iteration 16Q: 3 clusters Score -854803.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -854892.187500 Penalty: 4416.157715 Iteration 17Q: 3 clusters Score -854892.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -854961.000000 Penalty: 4416.157715 Iteration 18Q: 3 clusters Score -854961 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -855013.250000 Penalty: 4416.157715 Iteration 19Q: 3 clusters Score -855013.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -855071.500000 Penalty: 4416.157715 Iteration 20F: 3 clusters Score -855071.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -855130.937500 Penalty: 4416.157715 Iteration 21Q: 3 clusters Score -855130.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -855182.875000 Penalty: 4416.157715 Iteration 22Q: 3 clusters Score -855182.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -855226.000000 Penalty: 4416.157715 Iteration 23Q: 3 clusters Score -855226 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -855257.875000 Penalty: 4416.157715 Iteration 24Q: 3 clusters Score -855257.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -855287.375000 Penalty: 4416.157715 Iteration 25Q: 3 clusters Score -855287.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -855319.500000 Penalty: 4416.157715 Iteration 26Q: 3 clusters Score -855319.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -855359.062500 Penalty: 4416.157715 Iteration 27Q: 3 clusters Score -855359.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -855380.437500 Penalty: 4416.157715 Iteration 28Q: 3 clusters Score -855380.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -855411.875000 Penalty: 4416.157715 Iteration 29Q: 3 clusters Score -855411.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -855440.562500 Penalty: 4416.157715 Iteration 30Q: 3 clusters Score -855440.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -855465.062500 Penalty: 4416.157715 Iteration 31Q: 3 clusters Score -855465.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -855484.250000 Penalty: 4416.157715 Iteration 32Q: 3 clusters Score -855484.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -855507.812500 Penalty: 4416.157715 Iteration 33Q: 3 clusters Score -855507.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -855528.062500 Penalty: 4416.157715 Iteration 34Q: 3 clusters Score -855528.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -855538.437500 Penalty: 4416.157715 Iteration 35Q: 3 clusters Score -855538.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -855543.500000 Penalty: 4416.157715 Iteration 36Q: 3 clusters Score -855543.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -855548.687500 Penalty: 4416.157715 Iteration 37Q: 3 clusters Score -855548.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -855554.125000 Penalty: 4416.157715 Iteration 38Q: 3 clusters Score -855554.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -855565.375000 Penalty: 4416.157715 Iteration 39Q: 3 clusters Score -855565.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -855585.375000 Penalty: 4416.157715 Iteration 40F: 3 clusters Score -855585.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -855616.875000 Penalty: 4416.157715 Iteration 41Q: 3 clusters Score -855616.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -855649.125000 Penalty: 4416.157715 Iteration 42Q: 3 clusters Score -855649.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -855674.687500 Penalty: 4416.157715 Iteration 43Q: 3 clusters Score -855674.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -855700.312500 Penalty: 4416.157715 Iteration 44Q: 3 clusters Score -855700.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -855716.375000 Penalty: 4416.157715 Iteration 45Q: 3 clusters Score -855716.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -855731.875000 Penalty: 4416.157715 Iteration 46Q: 3 clusters Score -855731.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -855743.062500 Penalty: 4416.157715 Iteration 47Q: 3 clusters Score -855743.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -855750.187500 Penalty: 4416.157715 Iteration 48Q: 3 clusters Score -855750.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -855753.625000 Penalty: 4416.157715 Iteration 49Q: 3 clusters Score -855753.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -855757.187500 Penalty: 4416.157715 Iteration 50Q: 3 clusters Score -855757.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -855762.687500 Penalty: 4416.157715 Iteration 51Q: 3 clusters Score -855762.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -855768.062500 Penalty: 4416.157715 Iteration 52Q: 3 clusters Score -855768.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -855768.937500 Penalty: 4416.157715 Iteration 53Q: 3 clusters Score -855768.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -855769.312500 Penalty: 4416.157715 Iteration 54Q: 3 clusters Score -855769.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -855770.312500 Penalty: 4416.157715 Iteration 55Q: 3 clusters Score -855770.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -855772.437500 Penalty: 4416.157715 Iteration 56Q: 3 clusters Score -855772.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -855774.375000 Penalty: 4416.157715 Iteration 57Q: 3 clusters Score -855774.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -855776.812500 Penalty: 4416.157715 Iteration 58Q: 3 clusters Score -855776.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -855777.375000 Penalty: 4416.157715 Iteration 59Q: 3 clusters Score -855777.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -855779.125000 Penalty: 4416.157715 Iteration 60F: 3 clusters Score -855779.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -855785.375000 Penalty: 4416.157715 Iteration 61Q: 3 clusters Score -855785.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -855785.625000 Penalty: 4416.157715 Iteration 62Q: 3 clusters Score -855785.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -855788.687500 Penalty: 4416.157715 Iteration 63Q: 3 clusters Score -855788.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -855791.125000 Penalty: 4416.157715 Iteration 64Q: 3 clusters Score -855791.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -855789.812500 Penalty: 4416.157715 Iteration 65Q: 3 clusters Score -855789.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -855792.687500 Penalty: 4416.157715 Iteration 66Q: 3 clusters Score -855792.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -855793.812500 Penalty: 4416.157715 Iteration 67Q: 3 clusters Score -855793.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -855793.437500 Penalty: 4416.157715 Iteration 68Q: 3 clusters Score -855793.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -855793.437500 Penalty: 4416.157715 Iteration 69F: 3 clusters Score -855793.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Entering Unmasked Estep Score: -1009498.187500 Penalty: 2258.117676 Iteration 0F: 2 clusters Score -1009498 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1002453.875000 Penalty: 4516.235352 Iteration 0F: 3 clusters Score -1002454 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1004460.062500 Penalty: 4516.235352 Iteration 1F: 3 clusters Score -1004460 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1004817.687500 Penalty: 4516.235352 Iteration 2F: 3 clusters Score -1004818 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1005099.750000 Penalty: 4516.235352 Iteration 3F: 3 clusters Score -1005100 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1005358.750000 Penalty: 4516.235352 Iteration 4F: 3 clusters Score -1005359 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1005630.625000 Penalty: 4516.235352 Iteration 5Q: 3 clusters Score -1005631 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1005953.500000 Penalty: 4516.235352 Iteration 6F: 3 clusters Score -1005954 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -1006303.750000 Penalty: 4516.235352 Iteration 7F: 3 clusters Score -1006304 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1006655.437500 Penalty: 4516.235352 Iteration 8F: 3 clusters Score -1006655 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1006973.812500 Penalty: 4516.235352 Iteration 9Q: 3 clusters Score -1006974 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1007232.750000 Penalty: 4516.235352 Iteration 10Q: 3 clusters Score -1007233 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1007387.875000 Penalty: 4516.235352 Iteration 11Q: 3 clusters Score -1007388 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1007503.500000 Penalty: 4516.235352 Iteration 12Q: 3 clusters Score -1007504 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1007592.250000 Penalty: 4516.235352 Iteration 13Q: 3 clusters Score -1007592 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1007648.875000 Penalty: 4516.235352 Iteration 14Q: 3 clusters Score -1007649 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1007701.062500 Penalty: 4516.235352 Iteration 15Q: 3 clusters Score -1007701 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1007737.562500 Penalty: 4516.235352 Iteration 16Q: 3 clusters Score -1007738 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1007781.312500 Penalty: 4516.235352 Iteration 17Q: 3 clusters Score -1007781 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -1007822.812500 Penalty: 4516.235352 Iteration 18Q: 3 clusters Score -1007823 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1007864.187500 Penalty: 4516.235352 Iteration 19Q: 3 clusters Score -1007864 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1007895.125000 Penalty: 4516.235352 Iteration 20F: 3 clusters Score -1007895 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1007918.500000 Penalty: 4516.235352 Iteration 21Q: 3 clusters Score -1007918 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1007932.062500 Penalty: 4516.235352 Iteration 22Q: 3 clusters Score -1007932 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1007942.250000 Penalty: 4516.235352 Iteration 23Q: 3 clusters Score -1007942 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1007951.375000 Penalty: 4516.235352 Iteration 24Q: 3 clusters Score -1007951 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -1007961.312500 Penalty: 4516.235352 Iteration 25Q: 3 clusters Score -1007961 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1007979.562500 Penalty: 4516.235352 Iteration 26Q: 3 clusters Score -1007980 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1007989.312500 Penalty: 4516.235352 Iteration 27Q: 3 clusters Score -1007989 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1008000.250000 Penalty: 4516.235352 Iteration 28Q: 3 clusters Score -1008000 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1008010.437500 Penalty: 4516.235352 Iteration 29Q: 3 clusters Score -1008010 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1008013.875000 Penalty: 4516.235352 Iteration 30Q: 3 clusters Score -1008014 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1008020.812500 Penalty: 4516.235352 Iteration 31Q: 3 clusters Score -1008021 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1008027.250000 Penalty: 4516.235352 Iteration 32Q: 3 clusters Score -1008027 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1008034.000000 Penalty: 4516.235352 Iteration 33Q: 3 clusters Score -1008034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1008036.562500 Penalty: 4516.235352 Iteration 34Q: 3 clusters Score -1008037 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1008044.437500 Penalty: 4516.235352 Iteration 35Q: 3 clusters Score -1008044 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1008051.875000 Penalty: 4516.235352 Iteration 36Q: 3 clusters Score -1008052 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1008060.750000 Penalty: 4516.235352 Iteration 37Q: 3 clusters Score -1008061 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1008082.312500 Penalty: 4516.235352 Iteration 38Q: 3 clusters Score -1008082 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1008104.750000 Penalty: 4516.235352 Iteration 39Q: 3 clusters Score -1008105 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1008139.437500 Penalty: 4516.235352 Iteration 40F: 3 clusters Score -1008139 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1008163.250000 Penalty: 4516.235352 Iteration 41Q: 3 clusters Score -1008163 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1008180.875000 Penalty: 4516.235352 Iteration 42Q: 3 clusters Score -1008181 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1008195.375000 Penalty: 4516.235352 Iteration 43Q: 3 clusters Score -1008195 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1008205.312500 Penalty: 4516.235352 Iteration 44Q: 3 clusters Score -1008205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1008211.187500 Penalty: 4516.235352 Iteration 45Q: 3 clusters Score -1008211 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1008219.187500 Penalty: 4516.235352 Iteration 46Q: 3 clusters Score -1008219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1008220.750000 Penalty: 4516.235352 Iteration 47Q: 3 clusters Score -1008221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1008225.000000 Penalty: 4516.235352 Iteration 48Q: 3 clusters Score -1008225 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1008230.875000 Penalty: 4516.235352 Iteration 49Q: 3 clusters Score -1008231 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1008231.562500 Penalty: 4516.235352 Iteration 50Q: 3 clusters Score -1008232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1008231.562500 Penalty: 4516.235352 Iteration 51F: 3 clusters Score -1008232 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Entering Unmasked Estep Score: -1449671.750000 Penalty: 2337.771729 Iteration 0F: 2 clusters Score -1449672 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -1440462.250000 Penalty: 4675.543457 Iteration 0F: 3 clusters Score -1440462 nChanged 5295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1443423.500000 Penalty: 4675.543457 Iteration 1F: 3 clusters Score -1443424 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1443913.500000 Penalty: 4675.543457 Iteration 2F: 3 clusters Score -1443914 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1444396.000000 Penalty: 4675.543457 Iteration 3F: 3 clusters Score -1444396 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1444777.375000 Penalty: 4675.543457 Iteration 4F: 3 clusters Score -1444777 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1445070.500000 Penalty: 4675.543457 Iteration 5Q: 3 clusters Score -1445070 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -1445360.250000 Penalty: 4675.543457 Iteration 6Q: 3 clusters Score -1445360 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1445654.000000 Penalty: 4675.543457 Iteration 7Q: 3 clusters Score -1445654 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1445920.750000 Penalty: 4675.543457 Iteration 8Q: 3 clusters Score -1445921 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1446203.125000 Penalty: 4675.543457 Iteration 9Q: 3 clusters Score -1446203 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1446448.000000 Penalty: 4675.543457 Iteration 10Q: 3 clusters Score -1446448 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1446690.750000 Penalty: 4675.543457 Iteration 11Q: 3 clusters Score -1446691 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1446947.625000 Penalty: 4675.543457 Iteration 12Q: 3 clusters Score -1446948 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1447134.500000 Penalty: 4675.543457 Iteration 13Q: 3 clusters Score -1447134 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1447278.500000 Penalty: 4675.543457 Iteration 14Q: 3 clusters Score -1447278 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1447392.750000 Penalty: 4675.543457 Iteration 15Q: 3 clusters Score -1447393 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -1447481.250000 Penalty: 4675.543457 Iteration 16Q: 3 clusters Score -1447481 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1447563.875000 Penalty: 4675.543457 Iteration 17Q: 3 clusters Score -1447564 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1447623.750000 Penalty: 4675.543457 Iteration 18Q: 3 clusters Score -1447624 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1447663.750000 Penalty: 4675.543457 Iteration 19Q: 3 clusters Score -1447664 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10871 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1447709.250000 Penalty: 4675.543457 Iteration 20F: 3 clusters Score -1447709 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1447742.250000 Penalty: 4675.543457 Iteration 21Q: 3 clusters Score -1447742 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1447776.625000 Penalty: 4675.543457 Iteration 22Q: 3 clusters Score -1447777 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1447804.375000 Penalty: 4675.543457 Iteration 23Q: 3 clusters Score -1447804 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1447822.250000 Penalty: 4675.543457 Iteration 24Q: 3 clusters Score -1447822 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -1447839.625000 Penalty: 4675.543457 Iteration 25Q: 3 clusters Score -1447840 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1447848.250000 Penalty: 4675.543457 Iteration 26Q: 3 clusters Score -1447848 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1447854.875000 Penalty: 4675.543457 Iteration 27Q: 3 clusters Score -1447855 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1447862.375000 Penalty: 4675.543457 Iteration 28Q: 3 clusters Score -1447862 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1447874.125000 Penalty: 4675.543457 Iteration 29Q: 3 clusters Score -1447874 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1447885.000000 Penalty: 4675.543457 Iteration 30Q: 3 clusters Score -1447885 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11168 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -1447891.625000 Penalty: 4675.543457 Iteration 31Q: 3 clusters Score -1447892 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1447900.875000 Penalty: 4675.543457 Iteration 32Q: 3 clusters Score -1447901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11185 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1447902.250000 Penalty: 4675.543457 Iteration 33Q: 3 clusters Score -1447902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11187 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1447903.375000 Penalty: 4675.543457 Iteration 34Q: 3 clusters Score -1447903 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1447907.500000 Penalty: 4675.543457 Iteration 35Q: 3 clusters Score -1447908 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1447910.000000 Penalty: 4675.543457 Iteration 36Q: 3 clusters Score -1447910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1447913.750000 Penalty: 4675.543457 Iteration 37Q: 3 clusters Score -1447914 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1447915.750000 Penalty: 4675.543457 Iteration 38Q: 3 clusters Score -1447916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1447916.375000 Penalty: 4675.543457 Iteration 39Q: 3 clusters Score -1447916 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1447921.000000 Penalty: 4675.543457 Iteration 40F: 3 clusters Score -1447921 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1447926.625000 Penalty: 4675.543457 Iteration 41Q: 3 clusters Score -1447927 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1447932.250000 Penalty: 4675.543457 Iteration 42Q: 3 clusters Score -1447932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1447936.875000 Penalty: 4675.543457 Iteration 43Q: 3 clusters Score -1447937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1447937.000000 Penalty: 4675.543457 Iteration 44Q: 3 clusters Score -1447937 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1447939.125000 Penalty: 4675.543457 Iteration 45Q: 3 clusters Score -1447939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1447940.500000 Penalty: 4675.543457 Iteration 46Q: 3 clusters Score -1447940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1447939.875000 Penalty: 4675.543457 Iteration 47Q: 3 clusters Score -1447940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1447944.250000 Penalty: 4675.543457 Iteration 48Q: 3 clusters Score -1447944 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1447947.875000 Penalty: 4675.543457 Iteration 49Q: 3 clusters Score -1447948 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1447950.625000 Penalty: 4675.543457 Iteration 50Q: 3 clusters Score -1447951 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1447956.375000 Penalty: 4675.543457 Iteration 51Q: 3 clusters Score -1447956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1447957.000000 Penalty: 4675.543457 Iteration 52Q: 3 clusters Score -1447957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1447958.875000 Penalty: 4675.543457 Iteration 53Q: 3 clusters Score -1447959 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1447964.000000 Penalty: 4675.543457 Iteration 54Q: 3 clusters Score -1447964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1447967.000000 Penalty: 4675.543457 Iteration 55Q: 3 clusters Score -1447967 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1447969.125000 Penalty: 4675.543457 Iteration 56Q: 3 clusters Score -1447969 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1447971.750000 Penalty: 4675.543457 Iteration 57Q: 3 clusters Score -1447972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1447972.500000 Penalty: 4675.543457 Iteration 58Q: 3 clusters Score -1447972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1447972.500000 Penalty: 4675.543457 Iteration 59F: 3 clusters Score -1447972 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Entering Unmasked Estep Score: -606825.687500 Penalty: 2121.035156 Iteration 0F: 2 clusters Score -606825.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -602165.875000 Penalty: 4242.070312 Iteration 0F: 3 clusters Score -602165.9 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -603331.375000 Penalty: 4242.070312 Iteration 1F: 3 clusters Score -603331.4 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -603545.812500 Penalty: 4242.070312 Iteration 2F: 3 clusters Score -603545.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -603658.125000 Penalty: 4242.070312 Iteration 3Q: 3 clusters Score -603658.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -603735.437500 Penalty: 4242.070312 Iteration 4Q: 3 clusters Score -603735.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -603798.250000 Penalty: 4242.070312 Iteration 5Q: 3 clusters Score -603798.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -603858.500000 Penalty: 4242.070312 Iteration 6Q: 3 clusters Score -603858.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -603904.625000 Penalty: 4242.070312 Iteration 7Q: 3 clusters Score -603904.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -603953.312500 Penalty: 4242.070312 Iteration 8Q: 3 clusters Score -603953.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -604005.187500 Penalty: 4242.070312 Iteration 9Q: 3 clusters Score -604005.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -604050.687500 Penalty: 4242.070312 Iteration 10Q: 3 clusters Score -604050.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -604101.250000 Penalty: 4242.070312 Iteration 11Q: 3 clusters Score -604101.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -604162.437500 Penalty: 4242.070312 Iteration 12Q: 3 clusters Score -604162.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -604220.312500 Penalty: 4242.070312 Iteration 13Q: 3 clusters Score -604220.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -604270.312500 Penalty: 4242.070312 Iteration 14Q: 3 clusters Score -604270.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -604318.562500 Penalty: 4242.070312 Iteration 15Q: 3 clusters Score -604318.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -604364.687500 Penalty: 4242.070312 Iteration 16Q: 3 clusters Score -604364.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -604415.062500 Penalty: 4242.070312 Iteration 17Q: 3 clusters Score -604415.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -604461.375000 Penalty: 4242.070312 Iteration 18Q: 3 clusters Score -604461.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -604501.687500 Penalty: 4242.070312 Iteration 19Q: 3 clusters Score -604501.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -604543.687500 Penalty: 4242.070312 Iteration 20F: 3 clusters Score -604543.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -604580.000000 Penalty: 4242.070312 Iteration 21Q: 3 clusters Score -604580 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -604611.625000 Penalty: 4242.070312 Iteration 22Q: 3 clusters Score -604611.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -604645.375000 Penalty: 4242.070312 Iteration 23Q: 3 clusters Score -604645.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -604674.562500 Penalty: 4242.070312 Iteration 24Q: 3 clusters Score -604674.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -604700.687500 Penalty: 4242.070312 Iteration 25Q: 3 clusters Score -604700.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -604736.437500 Penalty: 4242.070312 Iteration 26Q: 3 clusters Score -604736.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -604780.812500 Penalty: 4242.070312 Iteration 27Q: 3 clusters Score -604780.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -604820.687500 Penalty: 4242.070312 Iteration 28Q: 3 clusters Score -604820.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -604848.437500 Penalty: 4242.070312 Iteration 29Q: 3 clusters Score -604848.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -604877.875000 Penalty: 4242.070312 Iteration 30Q: 3 clusters Score -604877.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -604907.187500 Penalty: 4242.070312 Iteration 31Q: 3 clusters Score -604907.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -604928.812500 Penalty: 4242.070312 Iteration 32Q: 3 clusters Score -604928.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -604948.812500 Penalty: 4242.070312 Iteration 33Q: 3 clusters Score -604948.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -604969.000000 Penalty: 4242.070312 Iteration 34Q: 3 clusters Score -604969 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -604987.812500 Penalty: 4242.070312 Iteration 35Q: 3 clusters Score -604987.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -605006.187500 Penalty: 4242.070312 Iteration 36Q: 3 clusters Score -605006.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -605021.062500 Penalty: 4242.070312 Iteration 37Q: 3 clusters Score -605021.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -605038.062500 Penalty: 4242.070312 Iteration 38Q: 3 clusters Score -605038.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -605053.812500 Penalty: 4242.070312 Iteration 39Q: 3 clusters Score -605053.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -605065.812500 Penalty: 4242.070312 Iteration 40F: 3 clusters Score -605065.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -605079.187500 Penalty: 4242.070312 Iteration 41Q: 3 clusters Score -605079.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -605090.750000 Penalty: 4242.070312 Iteration 42Q: 3 clusters Score -605090.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -605097.250000 Penalty: 4242.070312 Iteration 43Q: 3 clusters Score -605097.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -605106.187500 Penalty: 4242.070312 Iteration 44Q: 3 clusters Score -605106.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -605112.000000 Penalty: 4242.070312 Iteration 45Q: 3 clusters Score -605112 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -605121.187500 Penalty: 4242.070312 Iteration 46Q: 3 clusters Score -605121.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -605131.250000 Penalty: 4242.070312 Iteration 47Q: 3 clusters Score -605131.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -605141.500000 Penalty: 4242.070312 Iteration 48Q: 3 clusters Score -605141.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -605148.312500 Penalty: 4242.070312 Iteration 49Q: 3 clusters Score -605148.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -605155.312500 Penalty: 4242.070312 Iteration 50Q: 3 clusters Score -605155.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -605164.812500 Penalty: 4242.070312 Iteration 51Q: 3 clusters Score -605164.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -605172.000000 Penalty: 4242.070312 Iteration 52Q: 3 clusters Score -605172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -605175.937500 Penalty: 4242.070312 Iteration 53Q: 3 clusters Score -605175.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -605182.000000 Penalty: 4242.070312 Iteration 54Q: 3 clusters Score -605182 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -605187.062500 Penalty: 4242.070312 Iteration 55Q: 3 clusters Score -605187.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -605190.750000 Penalty: 4242.070312 Iteration 56Q: 3 clusters Score -605190.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -605194.187500 Penalty: 4242.070312 Iteration 57Q: 3 clusters Score -605194.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -605195.312500 Penalty: 4242.070312 Iteration 58Q: 3 clusters Score -605195.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -605195.125000 Penalty: 4242.070312 Iteration 59Q: 3 clusters Score -605195.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -605195.125000 Penalty: 4242.070312 Iteration 60F: 3 clusters Score -605195.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Entering Unmasked Estep Score: -59417.027344 Penalty: 1575.019653 Iteration 0F: 2 clusters Score -59417.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -57879.921875 Penalty: 3150.039307 Iteration 0F: 3 clusters Score -57879.92 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -58106.109375 Penalty: 3150.039307 Iteration 1F: 3 clusters Score -58106.11 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -58211.457031 Penalty: 3150.039307 Iteration 2F: 3 clusters Score -58211.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58255.261719 Penalty: 3150.039307 Iteration 3Q: 3 clusters Score -58255.26 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -58278.804688 Penalty: 3150.039307 Iteration 4Q: 3 clusters Score -58278.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -58314.425781 Penalty: 3150.039307 Iteration 5Q: 3 clusters Score -58314.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -58382.847656 Penalty: 3150.039307 Iteration 6Q: 3 clusters Score -58382.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -58444.445312 Penalty: 3150.039307 Iteration 7Q: 3 clusters Score -58444.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -58593.652344 Penalty: 3150.039307 Iteration 8Q: 3 clusters Score -58593.65 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -58896.113281 Penalty: 3150.039307 Iteration 9Q: 3 clusters Score -58896.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -59110.175781 Penalty: 3150.039307 Iteration 10Q: 3 clusters Score -59110.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59150.566406 Penalty: 3150.039307 Iteration 11Q: 3 clusters Score -59150.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -59166.968750 Penalty: 3150.039307 Iteration 12Q: 3 clusters Score -59166.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -59170.320312 Penalty: 3150.039307 Iteration 13Q: 3 clusters Score -59170.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -59188.000000 Penalty: 3150.039307 Iteration 14Q: 3 clusters Score -59188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -59198.937500 Penalty: 3150.039307 Iteration 15Q: 3 clusters Score -59198.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -59202.480469 Penalty: 3150.039307 Iteration 16Q: 3 clusters Score -59202.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -59203.800781 Penalty: 3150.039307 Iteration 17F: 3 clusters Score -59203.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -59226.574219 Penalty: 3150.039307 Iteration 18Q: 3 clusters Score -59226.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -59236.218750 Penalty: 3150.039307 Iteration 19Q: 3 clusters Score -59236.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -59240.148438 Penalty: 3150.039307 Iteration 20F: 3 clusters Score -59240.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (42831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42831 members Entering Unmasked Estep Score: -5301885.000000 Penalty: 2644.924316 Iteration 0F: 2 clusters Score -5301885 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21343 members Mstep: Class 2 contains 21488 members Entering Unmasked Estep Score: -5272997.000000 Penalty: 5289.848633 Iteration 0F: 3 clusters Score -5272997 nChanged 19603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20912 members Mstep: Class 2 contains 21919 members Entering Unmasked Estep Score: -5284040.500000 Penalty: 5289.848633 Iteration 1F: 3 clusters Score -5284040 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20735 members Mstep: Class 2 contains 22096 members Entering Unmasked Estep Score: -5284847.000000 Penalty: 5289.848633 Iteration 2Q: 3 clusters Score -5284847 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 22323 members Entering Unmasked Estep Score: -5285655.000000 Penalty: 5289.848633 Iteration 3Q: 3 clusters Score -5285655 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 22527 members Entering Unmasked Estep Score: -5286557.000000 Penalty: 5289.848633 Iteration 4Q: 3 clusters Score -5286557 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20067 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -5287587.500000 Penalty: 5289.848633 Iteration 5Q: 3 clusters Score -5287588 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19801 members Mstep: Class 2 contains 23030 members Entering Unmasked Estep Score: -5288670.000000 Penalty: 5289.848633 Iteration 6F: 3 clusters Score -5288670 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19568 members Mstep: Class 2 contains 23263 members Entering Unmasked Estep Score: -5289670.000000 Penalty: 5289.848633 Iteration 7Q: 3 clusters Score -5289670 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 23542 members Entering Unmasked Estep Score: -5290697.500000 Penalty: 5289.848633 Iteration 8Q: 3 clusters Score -5290698 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18910 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -5291696.000000 Penalty: 5289.848633 Iteration 9Q: 3 clusters Score -5291696 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18576 members Mstep: Class 2 contains 24255 members Entering Unmasked Estep Score: -5292479.000000 Penalty: 5289.848633 Iteration 10Q: 3 clusters Score -5292479 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18249 members Mstep: Class 2 contains 24582 members Entering Unmasked Estep Score: -5292994.500000 Penalty: 5289.848633 Iteration 11Q: 3 clusters Score -5292994 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 24959 members Entering Unmasked Estep Score: -5293342.000000 Penalty: 5289.848633 Iteration 12Q: 3 clusters Score -5293342 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17491 members Mstep: Class 2 contains 25340 members Entering Unmasked Estep Score: -5293548.500000 Penalty: 5289.848633 Iteration 13Q: 3 clusters Score -5293548 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17115 members Mstep: Class 2 contains 25716 members Entering Unmasked Estep Score: -5293683.500000 Penalty: 5289.848633 Iteration 14Q: 3 clusters Score -5293684 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16733 members Mstep: Class 2 contains 26098 members Entering Unmasked Estep Score: -5293867.500000 Penalty: 5289.848633 Iteration 15Q: 3 clusters Score -5293868 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 26525 members Entering Unmasked Estep Score: -5294025.000000 Penalty: 5289.848633 Iteration 16Q: 3 clusters Score -5294025 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15814 members Mstep: Class 2 contains 27017 members Entering Unmasked Estep Score: -5294190.000000 Penalty: 5289.848633 Iteration 17Q: 3 clusters Score -5294190 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 27546 members Entering Unmasked Estep Score: -5294361.500000 Penalty: 5289.848633 Iteration 18Q: 3 clusters Score -5294362 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14717 members Mstep: Class 2 contains 28114 members Entering Unmasked Estep Score: -5294569.000000 Penalty: 5289.848633 Iteration 19Q: 3 clusters Score -5294569 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14129 members Mstep: Class 2 contains 28702 members Entering Unmasked Estep Score: -5294793.000000 Penalty: 5289.848633 Iteration 20F: 3 clusters Score -5294793 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 29313 members Entering Unmasked Estep Score: -5295008.500000 Penalty: 5289.848633 Iteration 21Q: 3 clusters Score -5295008 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 29980 members Entering Unmasked Estep Score: -5295264.000000 Penalty: 5289.848633 Iteration 22Q: 3 clusters Score -5295264 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 30691 members Entering Unmasked Estep Score: -5295565.000000 Penalty: 5289.848633 Iteration 23Q: 3 clusters Score -5295565 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 31482 members Entering Unmasked Estep Score: -5295918.000000 Penalty: 5289.848633 Iteration 24Q: 3 clusters Score -5295918 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 32229 members Entering Unmasked Estep Score: -5296295.000000 Penalty: 5289.848633 Iteration 25Q: 3 clusters Score -5296295 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 33002 members Entering Unmasked Estep Score: -5296682.500000 Penalty: 5289.848633 Iteration 26Q: 3 clusters Score -5296682 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 33790 members Entering Unmasked Estep Score: -5297107.500000 Penalty: 5289.848633 Iteration 27Q: 3 clusters Score -5297108 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 34591 members Entering Unmasked Estep Score: -5297557.500000 Penalty: 5289.848633 Iteration 28Q: 3 clusters Score -5297558 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 35336 members Entering Unmasked Estep Score: -5298021.500000 Penalty: 5289.848633 Iteration 29Q: 3 clusters Score -5298022 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 36000 members Entering Unmasked Estep Score: -5298427.500000 Penalty: 5289.848633 Iteration 30Q: 3 clusters Score -5298428 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 36622 members Entering Unmasked Estep Score: -5298794.000000 Penalty: 5289.848633 Iteration 31Q: 3 clusters Score -5298794 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 37176 members Entering Unmasked Estep Score: -5299139.500000 Penalty: 5289.848633 Iteration 32Q: 3 clusters Score -5299140 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 37641 members Entering Unmasked Estep Score: -5299386.500000 Penalty: 5289.848633 Iteration 33Q: 3 clusters Score -5299386 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 38048 members Entering Unmasked Estep Score: -5299586.000000 Penalty: 5289.848633 Iteration 34Q: 3 clusters Score -5299586 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 38405 members Entering Unmasked Estep Score: -5299775.500000 Penalty: 5289.848633 Iteration 35Q: 3 clusters Score -5299776 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 38707 members Entering Unmasked Estep Score: -5299953.500000 Penalty: 5289.848633 Iteration 36Q: 3 clusters Score -5299954 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 38958 members Entering Unmasked Estep Score: -5300064.000000 Penalty: 5289.848633 Iteration 37Q: 3 clusters Score -5300064 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 39150 members Entering Unmasked Estep Score: -5300167.000000 Penalty: 5289.848633 Iteration 38Q: 3 clusters Score -5300167 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 39313 members Entering Unmasked Estep Score: -5300195.000000 Penalty: 5289.848633 Iteration 39Q: 3 clusters Score -5300195 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 39457 members Entering Unmasked Estep Score: -5300234.500000 Penalty: 5289.848633 Iteration 40F: 3 clusters Score -5300234 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 39575 members Entering Unmasked Estep Score: -5300279.500000 Penalty: 5289.848633 Iteration 41Q: 3 clusters Score -5300280 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 39667 members Entering Unmasked Estep Score: -5300302.500000 Penalty: 5289.848633 Iteration 42Q: 3 clusters Score -5300302 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 39750 members Entering Unmasked Estep Score: -5300331.000000 Penalty: 5289.848633 Iteration 43Q: 3 clusters Score -5300331 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 39824 members Entering Unmasked Estep Score: -5300342.000000 Penalty: 5289.848633 Iteration 44Q: 3 clusters Score -5300342 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 39894 members Entering Unmasked Estep Score: -5300342.500000 Penalty: 5289.848633 Iteration 45Q: 3 clusters Score -5300342 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -5300359.500000 Penalty: 5289.848633 Iteration 46Q: 3 clusters Score -5300360 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 39974 members Entering Unmasked Estep Score: -5300366.500000 Penalty: 5289.848633 Iteration 47Q: 3 clusters Score -5300366 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 40006 members Entering Unmasked Estep Score: -5300380.500000 Penalty: 5289.848633 Iteration 48Q: 3 clusters Score -5300380 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 40032 members Entering Unmasked Estep Score: -5300385.000000 Penalty: 5289.848633 Iteration 49Q: 3 clusters Score -5300385 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 40056 members Entering Unmasked Estep Score: -5300392.500000 Penalty: 5289.848633 Iteration 50Q: 3 clusters Score -5300392 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 40075 members Entering Unmasked Estep Score: -5300384.500000 Penalty: 5289.848633 Iteration 51Q: 3 clusters Score -5300384 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 40091 members Entering Unmasked Estep Score: -5300387.000000 Penalty: 5289.848633 Iteration 52Q: 3 clusters Score -5300387 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 40103 members Entering Unmasked Estep Score: -5300405.000000 Penalty: 5289.848633 Iteration 53Q: 3 clusters Score -5300405 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 40120 members Entering Unmasked Estep Score: -5300404.000000 Penalty: 5289.848633 Iteration 54Q: 3 clusters Score -5300404 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 40136 members Entering Unmasked Estep Score: -5300412.500000 Penalty: 5289.848633 Iteration 55Q: 3 clusters Score -5300412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 40146 members Entering Unmasked Estep Score: -5300416.000000 Penalty: 5289.848633 Iteration 56Q: 3 clusters Score -5300416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 40155 members Entering Unmasked Estep Score: -5300425.000000 Penalty: 5289.848633 Iteration 57Q: 3 clusters Score -5300425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 40164 members Entering Unmasked Estep Score: -5300420.500000 Penalty: 5289.848633 Iteration 58Q: 3 clusters Score -5300420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 40166 members Entering Unmasked Estep Score: -5300423.000000 Penalty: 5289.848633 Iteration 59Q: 3 clusters Score -5300423 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 40170 members Entering Unmasked Estep Score: -5300416.500000 Penalty: 5289.848633 Iteration 60F: 3 clusters Score -5300416 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 40177 members Entering Unmasked Estep Score: -5300427.000000 Penalty: 5289.848633 Iteration 61Q: 3 clusters Score -5300427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 40179 members Entering Unmasked Estep Score: -5300431.500000 Penalty: 5289.848633 Iteration 62Q: 3 clusters Score -5300432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 40181 members Entering Unmasked Estep Score: -5300422.000000 Penalty: 5289.848633 Iteration 63Q: 3 clusters Score -5300422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -5300420.000000 Penalty: 5289.848633 Iteration 64Q: 3 clusters Score -5300420 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 40186 members Entering Unmasked Estep Score: -5300422.000000 Penalty: 5289.848633 Iteration 65Q: 3 clusters Score -5300422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 40188 members Entering Unmasked Estep Score: -5300418.500000 Penalty: 5289.848633 Iteration 66Q: 3 clusters Score -5300418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 40191 members Entering Unmasked Estep Score: -5300418.000000 Penalty: 5289.848633 Iteration 67Q: 3 clusters Score -5300418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 40194 members Entering Unmasked Estep Score: -5300425.000000 Penalty: 5289.848633 Iteration 68Q: 3 clusters Score -5300425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 40197 members Entering Unmasked Estep Score: -5300421.000000 Penalty: 5289.848633 Iteration 69Q: 3 clusters Score -5300421 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 40197 members Entering Unmasked Estep Score: -5300421.000000 Penalty: 5289.848633 Iteration 70F: 3 clusters Score -5300421 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Entering Unmasked Estep Score: -498450.250000 Penalty: 2065.515625 Iteration 0F: 2 clusters Score -498450.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -494483.500000 Penalty: 4131.031250 Iteration 0F: 3 clusters Score -494483.5 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -495393.312500 Penalty: 4131.031250 Iteration 1F: 3 clusters Score -495393.3 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -495673.593750 Penalty: 4131.031250 Iteration 2F: 3 clusters Score -495673.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -495870.250000 Penalty: 4131.031250 Iteration 3F: 3 clusters Score -495870.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -496017.406250 Penalty: 4131.031250 Iteration 4Q: 3 clusters Score -496017.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -496149.531250 Penalty: 4131.031250 Iteration 5Q: 3 clusters Score -496149.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -496243.531250 Penalty: 4131.031250 Iteration 6Q: 3 clusters Score -496243.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -496317.718750 Penalty: 4131.031250 Iteration 7Q: 3 clusters Score -496317.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -496369.625000 Penalty: 4131.031250 Iteration 8Q: 3 clusters Score -496369.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -496421.906250 Penalty: 4131.031250 Iteration 9Q: 3 clusters Score -496421.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -496457.687500 Penalty: 4131.031250 Iteration 10Q: 3 clusters Score -496457.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -496483.875000 Penalty: 4131.031250 Iteration 11Q: 3 clusters Score -496483.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -496510.406250 Penalty: 4131.031250 Iteration 12Q: 3 clusters Score -496510.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -496531.343750 Penalty: 4131.031250 Iteration 13Q: 3 clusters Score -496531.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -496545.531250 Penalty: 4131.031250 Iteration 14Q: 3 clusters Score -496545.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -496561.406250 Penalty: 4131.031250 Iteration 15Q: 3 clusters Score -496561.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -496571.000000 Penalty: 4131.031250 Iteration 16Q: 3 clusters Score -496571 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -496580.968750 Penalty: 4131.031250 Iteration 17Q: 3 clusters Score -496581 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -496588.531250 Penalty: 4131.031250 Iteration 18Q: 3 clusters Score -496588.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -496600.531250 Penalty: 4131.031250 Iteration 19Q: 3 clusters Score -496600.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -496607.625000 Penalty: 4131.031250 Iteration 20F: 3 clusters Score -496607.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -496615.718750 Penalty: 4131.031250 Iteration 21Q: 3 clusters Score -496615.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -496619.437500 Penalty: 4131.031250 Iteration 22Q: 3 clusters Score -496619.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -496625.500000 Penalty: 4131.031250 Iteration 23Q: 3 clusters Score -496625.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -496630.000000 Penalty: 4131.031250 Iteration 24Q: 3 clusters Score -496630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -496630.343750 Penalty: 4131.031250 Iteration 25Q: 3 clusters Score -496630.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -496630.875000 Penalty: 4131.031250 Iteration 26Q: 3 clusters Score -496630.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -496631.343750 Penalty: 4131.031250 Iteration 27Q: 3 clusters Score -496631.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -496632.593750 Penalty: 4131.031250 Iteration 28Q: 3 clusters Score -496632.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -496634.406250 Penalty: 4131.031250 Iteration 29Q: 3 clusters Score -496634.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -496634.406250 Penalty: 4131.031250 Iteration 30F: 3 clusters Score -496634.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8463 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155745 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 767 members Mstep: Class 9 contains 59515 members Mstep: Class 10 contains 579 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24209 members Mstep: Class 13 contains 8313 members Mstep: Class 14 contains 37117 members Mstep: Class 15 contains 42104 members Mstep: Class 16 contains 7358 members Mstep: Class 17 contains 9003 members Mstep: Class 18 contains 12413 members Mstep: Class 19 contains 5180 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 42831 members Mstep: Class 22 contains 4141 members Entering Unmasked Estep ConsiderDeletion Score: -52018260.000000 Penalty: 74024.335938 Iteration 79Q: 24 clusters Score -5.201826e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8461 members Mstep: Class 4 contains 4690 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155745 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 59520 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1941 members Mstep: Class 12 contains 24210 members Mstep: Class 13 contains 8316 members Mstep: Class 14 contains 37078 members Mstep: Class 15 contains 42104 members Mstep: Class 16 contains 7359 members Mstep: Class 17 contains 9027 members Mstep: Class 18 contains 12415 members Mstep: Class 19 contains 5189 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 42829 members Mstep: Class 22 contains 4145 members Mstep: Class 23 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -52018312.000000 Penalty: 74024.335938 Iteration 80F: 24 clusters Score -5.201831e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8461 members Mstep: Class 4 contains 4691 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155739 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 59522 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1942 members Mstep: Class 12 contains 24209 members Mstep: Class 13 contains 8317 members Mstep: Class 14 contains 37051 members Mstep: Class 15 contains 42099 members Mstep: Class 16 contains 7360 members Mstep: Class 17 contains 9049 members Mstep: Class 18 contains 12416 members Mstep: Class 19 contains 5198 members Mstep: Class 20 contains 538 members Mstep: Class 21 contains 42828 members Mstep: Class 22 contains 4148 members Mstep: Class 23 contains 719 members Entering Unmasked Estep ConsiderDeletion Score: -52018512.000000 Penalty: 74024.335938 Iteration 81Q: 24 clusters Score -5.201851e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8461 members Mstep: Class 4 contains 4691 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155738 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59530 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24205 members Mstep: Class 13 contains 8318 members Mstep: Class 14 contains 37022 members Mstep: Class 15 contains 42094 members Mstep: Class 16 contains 7359 members Mstep: Class 17 contains 9067 members Mstep: Class 18 contains 12416 members Mstep: Class 19 contains 5206 members Mstep: Class 20 contains 502 members Mstep: Class 21 contains 42828 members Mstep: Class 22 contains 4147 members Mstep: Class 23 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -52018704.000000 Penalty: 74024.335938 Iteration 82Q: 24 clusters Score -5.20187e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8461 members Mstep: Class 4 contains 4691 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155733 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59536 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1943 members Mstep: Class 12 contains 24204 members Mstep: Class 13 contains 8318 members Mstep: Class 14 contains 36998 members Mstep: Class 15 contains 42090 members Mstep: Class 16 contains 7357 members Mstep: Class 17 contains 9089 members Mstep: Class 18 contains 12416 members Mstep: Class 19 contains 5214 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 42827 members Mstep: Class 22 contains 4146 members Mstep: Class 23 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -52019040.000000 Penalty: 74024.335938 Iteration 83Q: 24 clusters Score -5.201904e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 8460 members Mstep: Class 4 contains 4691 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155733 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59538 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24199 members Mstep: Class 13 contains 8321 members Mstep: Class 14 contains 36973 members Mstep: Class 15 contains 42087 members Mstep: Class 16 contains 7353 members Mstep: Class 17 contains 9115 members Mstep: Class 18 contains 12414 members Mstep: Class 19 contains 5215 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 42827 members Mstep: Class 22 contains 4144 members Mstep: Class 23 contains 787 members Entering Unmasked Estep ConsiderDeletion Score: -52019084.000000 Penalty: 74024.335938 Iteration 84Q: 24 clusters Score -5.201908e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8459 members Mstep: Class 4 contains 4691 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155737 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59541 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1943 members Mstep: Class 12 contains 24194 members Mstep: Class 13 contains 8328 members Mstep: Class 14 contains 36937 members Mstep: Class 15 contains 42086 members Mstep: Class 16 contains 7349 members Mstep: Class 17 contains 9134 members Mstep: Class 18 contains 12422 members Mstep: Class 19 contains 5218 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 42820 members Mstep: Class 22 contains 4143 members Mstep: Class 23 contains 788 members Entering Unmasked Estep ConsiderDeletion Score: -52019104.000000 Penalty: 74024.335938 Iteration 85Q: 24 clusters Score -5.20191e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8458 members Mstep: Class 4 contains 4690 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155737 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59545 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24186 members Mstep: Class 13 contains 8330 members Mstep: Class 14 contains 36909 members Mstep: Class 15 contains 42083 members Mstep: Class 16 contains 7348 members Mstep: Class 17 contains 9151 members Mstep: Class 18 contains 12422 members Mstep: Class 19 contains 5223 members Mstep: Class 20 contains 509 members Mstep: Class 21 contains 42819 members Mstep: Class 22 contains 4144 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019196.000000 Penalty: 74024.335938 Iteration 86Q: 24 clusters Score -5.20192e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8456 members Mstep: Class 4 contains 4692 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155732 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59551 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24181 members Mstep: Class 13 contains 8332 members Mstep: Class 14 contains 36882 members Mstep: Class 15 contains 42082 members Mstep: Class 16 contains 7347 members Mstep: Class 17 contains 9169 members Mstep: Class 18 contains 12421 members Mstep: Class 19 contains 5225 members Mstep: Class 20 contains 518 members Mstep: Class 21 contains 42817 members Mstep: Class 22 contains 4147 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019224.000000 Penalty: 74024.335938 Iteration 87Q: 24 clusters Score -5.201922e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8455 members Mstep: Class 4 contains 4697 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155731 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59554 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8342 members Mstep: Class 14 contains 36852 members Mstep: Class 15 contains 42079 members Mstep: Class 16 contains 7348 members Mstep: Class 17 contains 9179 members Mstep: Class 18 contains 12421 members Mstep: Class 19 contains 5228 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42817 members Mstep: Class 22 contains 4149 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019212.000000 Penalty: 74024.335938 Iteration 88Q: 24 clusters Score -5.201921e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8454 members Mstep: Class 4 contains 4699 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155734 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59560 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8350 members Mstep: Class 14 contains 36822 members Mstep: Class 15 contains 42077 members Mstep: Class 16 contains 7349 members Mstep: Class 17 contains 9189 members Mstep: Class 18 contains 12424 members Mstep: Class 19 contains 5228 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42815 members Mstep: Class 22 contains 4152 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019132.000000 Penalty: 74024.335938 Iteration 89Q: 24 clusters Score -5.201913e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8454 members Mstep: Class 4 contains 4700 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155732 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59565 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8355 members Mstep: Class 14 contains 36806 members Mstep: Class 15 contains 42073 members Mstep: Class 16 contains 7351 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 12427 members Mstep: Class 19 contains 5230 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42814 members Mstep: Class 22 contains 4147 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019212.000000 Penalty: 74024.335938 Iteration 90Q: 24 clusters Score -5.201921e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8454 members Mstep: Class 4 contains 4703 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155731 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59572 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1942 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8359 members Mstep: Class 14 contains 36793 members Mstep: Class 15 contains 42066 members Mstep: Class 16 contains 7352 members Mstep: Class 17 contains 9207 members Mstep: Class 18 contains 12431 members Mstep: Class 19 contains 5231 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42813 members Mstep: Class 22 contains 4143 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019176.000000 Penalty: 74024.335938 Iteration 91Q: 24 clusters Score -5.201918e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8454 members Mstep: Class 4 contains 4703 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155730 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59575 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8359 members Mstep: Class 14 contains 36780 members Mstep: Class 15 contains 42067 members Mstep: Class 16 contains 7352 members Mstep: Class 17 contains 9213 members Mstep: Class 18 contains 12435 members Mstep: Class 19 contains 5234 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42811 members Mstep: Class 22 contains 4139 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019164.000000 Penalty: 74024.335938 Iteration 92Q: 24 clusters Score -5.201916e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8454 members Mstep: Class 4 contains 4704 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155731 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59574 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1948 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8361 members Mstep: Class 14 contains 36768 members Mstep: Class 15 contains 42067 members Mstep: Class 16 contains 7352 members Mstep: Class 17 contains 9217 members Mstep: Class 18 contains 12435 members Mstep: Class 19 contains 5237 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42810 members Mstep: Class 22 contains 4139 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019196.000000 Penalty: 74024.335938 Iteration 93Q: 24 clusters Score -5.20192e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8454 members Mstep: Class 4 contains 4706 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155726 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59578 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1947 members Mstep: Class 12 contains 24179 members Mstep: Class 13 contains 8363 members Mstep: Class 14 contains 36758 members Mstep: Class 15 contains 42068 members Mstep: Class 16 contains 7350 members Mstep: Class 17 contains 9223 members Mstep: Class 18 contains 12436 members Mstep: Class 19 contains 5240 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42810 members Mstep: Class 22 contains 4137 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019168.000000 Penalty: 74024.335938 Iteration 94Q: 24 clusters Score -5.201917e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8452 members Mstep: Class 4 contains 4708 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155728 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59581 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1947 members Mstep: Class 12 contains 24179 members Mstep: Class 13 contains 8364 members Mstep: Class 14 contains 36749 members Mstep: Class 15 contains 42069 members Mstep: Class 16 contains 7345 members Mstep: Class 17 contains 9228 members Mstep: Class 18 contains 12437 members Mstep: Class 19 contains 5242 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42810 members Mstep: Class 22 contains 4136 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019204.000000 Penalty: 74024.335938 Iteration 95Q: 24 clusters Score -5.20192e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8451 members Mstep: Class 4 contains 4709 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155731 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59586 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24178 members Mstep: Class 13 contains 8366 members Mstep: Class 14 contains 36730 members Mstep: Class 15 contains 42069 members Mstep: Class 16 contains 7343 members Mstep: Class 17 contains 9236 members Mstep: Class 18 contains 12439 members Mstep: Class 19 contains 5246 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4136 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019160.000000 Penalty: 74024.335938 Iteration 96Q: 24 clusters Score -5.201916e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8448 members Mstep: Class 4 contains 4711 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155733 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59585 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24177 members Mstep: Class 13 contains 8362 members Mstep: Class 14 contains 36717 members Mstep: Class 15 contains 42071 members Mstep: Class 16 contains 7342 members Mstep: Class 17 contains 9247 members Mstep: Class 18 contains 12439 members Mstep: Class 19 contains 5253 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4136 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019260.000000 Penalty: 74024.335938 Iteration 97Q: 24 clusters Score -5.201926e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8447 members Mstep: Class 4 contains 4711 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155734 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59586 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24177 members Mstep: Class 13 contains 8361 members Mstep: Class 14 contains 36701 members Mstep: Class 15 contains 42070 members Mstep: Class 16 contains 7343 members Mstep: Class 17 contains 9259 members Mstep: Class 18 contains 12440 members Mstep: Class 19 contains 5259 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4133 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019236.000000 Penalty: 74024.335938 Iteration 98Q: 24 clusters Score -5.201924e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8446 members Mstep: Class 4 contains 4712 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155731 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59589 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24177 members Mstep: Class 13 contains 8361 members Mstep: Class 14 contains 36690 members Mstep: Class 15 contains 42071 members Mstep: Class 16 contains 7340 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 12442 members Mstep: Class 19 contains 5264 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4130 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019228.000000 Penalty: 74024.335938 Iteration 99Q: 24 clusters Score -5.201923e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8446 members Mstep: Class 4 contains 4718 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155725 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59589 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8363 members Mstep: Class 14 contains 36687 members Mstep: Class 15 contains 42069 members Mstep: Class 16 contains 7339 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 12444 members Mstep: Class 19 contains 5269 members Mstep: Class 20 contains 522 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4129 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019264.000000 Penalty: 74024.335938 Iteration 100F: 24 clusters Score -5.201926e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8445 members Mstep: Class 4 contains 4719 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155721 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8362 members Mstep: Class 14 contains 36683 members Mstep: Class 15 contains 42068 members Mstep: Class 16 contains 7339 members Mstep: Class 17 contains 9269 members Mstep: Class 18 contains 12446 members Mstep: Class 19 contains 5273 members Mstep: Class 20 contains 523 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4129 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019284.000000 Penalty: 74024.335938 Iteration 101Q: 24 clusters Score -5.201928e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8443 members Mstep: Class 4 contains 4719 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155722 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59589 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8364 members Mstep: Class 14 contains 36681 members Mstep: Class 15 contains 42066 members Mstep: Class 16 contains 7338 members Mstep: Class 17 contains 9267 members Mstep: Class 18 contains 12448 members Mstep: Class 19 contains 5278 members Mstep: Class 20 contains 523 members Mstep: Class 21 contains 42809 members Mstep: Class 22 contains 4130 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019292.000000 Penalty: 74024.335938 Iteration 102Q: 24 clusters Score -5.201929e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8443 members Mstep: Class 4 contains 4721 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155720 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59590 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8363 members Mstep: Class 14 contains 36678 members Mstep: Class 15 contains 42064 members Mstep: Class 16 contains 7337 members Mstep: Class 17 contains 9268 members Mstep: Class 18 contains 12452 members Mstep: Class 19 contains 5283 members Mstep: Class 20 contains 523 members Mstep: Class 21 contains 42807 members Mstep: Class 22 contains 4129 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019272.000000 Penalty: 74024.335938 Iteration 103Q: 24 clusters Score -5.201927e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8443 members Mstep: Class 4 contains 4722 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155715 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59590 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 24176 members Mstep: Class 13 contains 8358 members Mstep: Class 14 contains 36677 members Mstep: Class 15 contains 42059 members Mstep: Class 16 contains 7337 members Mstep: Class 17 contains 9274 members Mstep: Class 18 contains 12457 members Mstep: Class 19 contains 5287 members Mstep: Class 20 contains 523 members Mstep: Class 21 contains 42806 members Mstep: Class 22 contains 4130 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019256.000000 Penalty: 74024.335938 Iteration 104Q: 24 clusters Score -5.201926e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8443 members Mstep: Class 4 contains 4722 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155716 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59590 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24176 members Mstep: Class 13 contains 8362 members Mstep: Class 14 contains 36669 members Mstep: Class 15 contains 42048 members Mstep: Class 16 contains 7338 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12457 members Mstep: Class 19 contains 5295 members Mstep: Class 20 contains 523 members Mstep: Class 21 contains 42805 members Mstep: Class 22 contains 4129 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019320.000000 Penalty: 74024.335938 Iteration 105Q: 24 clusters Score -5.201932e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8442 members Mstep: Class 4 contains 4723 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155717 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59588 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1943 members Mstep: Class 12 contains 24176 members Mstep: Class 13 contains 8363 members Mstep: Class 14 contains 36662 members Mstep: Class 15 contains 42042 members Mstep: Class 16 contains 7338 members Mstep: Class 17 contains 9290 members Mstep: Class 18 contains 12462 members Mstep: Class 19 contains 5298 members Mstep: Class 20 contains 523 members Mstep: Class 21 contains 42803 members Mstep: Class 22 contains 4129 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019276.000000 Penalty: 74024.335938 Iteration 106Q: 24 clusters Score -5.201928e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8443 members Mstep: Class 4 contains 4724 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155714 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59587 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1941 members Mstep: Class 12 contains 24176 members Mstep: Class 13 contains 8369 members Mstep: Class 14 contains 36660 members Mstep: Class 15 contains 42038 members Mstep: Class 16 contains 7336 members Mstep: Class 17 contains 9294 members Mstep: Class 18 contains 12462 members Mstep: Class 19 contains 5302 members Mstep: Class 20 contains 524 members Mstep: Class 21 contains 42800 members Mstep: Class 22 contains 4129 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019340.000000 Penalty: 74024.335938 Iteration 107Q: 24 clusters Score -5.201934e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8444 members Mstep: Class 4 contains 4724 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155719 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59584 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 24176 members Mstep: Class 13 contains 8378 members Mstep: Class 14 contains 36642 members Mstep: Class 15 contains 42031 members Mstep: Class 16 contains 7336 members Mstep: Class 17 contains 9304 members Mstep: Class 18 contains 12468 members Mstep: Class 19 contains 5305 members Mstep: Class 20 contains 526 members Mstep: Class 21 contains 42796 members Mstep: Class 22 contains 4128 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019284.000000 Penalty: 74024.335938 Iteration 108Q: 24 clusters Score -5.201928e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8442 members Mstep: Class 4 contains 4723 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155716 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59585 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8388 members Mstep: Class 14 contains 36631 members Mstep: Class 15 contains 42028 members Mstep: Class 16 contains 7336 members Mstep: Class 17 contains 9313 members Mstep: Class 18 contains 12473 members Mstep: Class 19 contains 5306 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42791 members Mstep: Class 22 contains 4126 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019296.000000 Penalty: 74024.335938 Iteration 109Q: 24 clusters Score -5.20193e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8439 members Mstep: Class 4 contains 4724 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155714 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59584 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1937 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8403 members Mstep: Class 14 contains 36627 members Mstep: Class 15 contains 42027 members Mstep: Class 16 contains 7333 members Mstep: Class 17 contains 9316 members Mstep: Class 18 contains 12478 members Mstep: Class 19 contains 5305 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42789 members Mstep: Class 22 contains 4121 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019240.000000 Penalty: 74024.335938 Iteration 110Q: 24 clusters Score -5.201924e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8437 members Mstep: Class 4 contains 4724 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155714 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59584 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1937 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8409 members Mstep: Class 14 contains 36617 members Mstep: Class 15 contains 42025 members Mstep: Class 16 contains 7334 members Mstep: Class 17 contains 9316 members Mstep: Class 18 contains 12488 members Mstep: Class 19 contains 5306 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42785 members Mstep: Class 22 contains 4122 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019276.000000 Penalty: 74024.335938 Iteration 111Q: 24 clusters Score -5.201928e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8437 members Mstep: Class 4 contains 4724 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155716 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59585 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8416 members Mstep: Class 14 contains 36605 members Mstep: Class 15 contains 42024 members Mstep: Class 16 contains 7334 members Mstep: Class 17 contains 9314 members Mstep: Class 18 contains 12488 members Mstep: Class 19 contains 5307 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42785 members Mstep: Class 22 contains 4123 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019268.000000 Penalty: 74024.335938 Iteration 112Q: 24 clusters Score -5.201927e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8437 members Mstep: Class 4 contains 4725 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155716 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59584 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 8422 members Mstep: Class 14 contains 36594 members Mstep: Class 15 contains 42024 members Mstep: Class 16 contains 7334 members Mstep: Class 17 contains 9314 members Mstep: Class 18 contains 12492 members Mstep: Class 19 contains 5308 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42783 members Mstep: Class 22 contains 4122 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019236.000000 Penalty: 74024.335938 Iteration 113Q: 24 clusters Score -5.201924e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8437 members Mstep: Class 4 contains 4727 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155713 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59585 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 8436 members Mstep: Class 14 contains 36581 members Mstep: Class 15 contains 42024 members Mstep: Class 16 contains 7332 members Mstep: Class 17 contains 9311 members Mstep: Class 18 contains 12495 members Mstep: Class 19 contains 5312 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42781 members Mstep: Class 22 contains 4119 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019228.000000 Penalty: 74024.335938 Iteration 114Q: 24 clusters Score -5.201923e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8436 members Mstep: Class 4 contains 4725 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155714 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59585 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1943 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 8451 members Mstep: Class 14 contains 36570 members Mstep: Class 15 contains 42022 members Mstep: Class 16 contains 7328 members Mstep: Class 17 contains 9312 members Mstep: Class 18 contains 12497 members Mstep: Class 19 contains 5316 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42781 members Mstep: Class 22 contains 4116 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019324.000000 Penalty: 74024.335938 Iteration 115Q: 24 clusters Score -5.201932e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8436 members Mstep: Class 4 contains 4725 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155714 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59588 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 8462 members Mstep: Class 14 contains 36559 members Mstep: Class 15 contains 42018 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 9313 members Mstep: Class 18 contains 12500 members Mstep: Class 19 contains 5320 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42782 members Mstep: Class 22 contains 4113 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019352.000000 Penalty: 74024.335938 Iteration 116Q: 24 clusters Score -5.201935e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8436 members Mstep: Class 4 contains 4726 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155716 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59596 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 8467 members Mstep: Class 14 contains 36547 members Mstep: Class 15 contains 42017 members Mstep: Class 16 contains 7327 members Mstep: Class 17 contains 9315 members Mstep: Class 18 contains 12502 members Mstep: Class 19 contains 5322 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42781 members Mstep: Class 22 contains 4105 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019292.000000 Penalty: 74024.335938 Iteration 117Q: 24 clusters Score -5.201929e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8436 members Mstep: Class 4 contains 4729 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155717 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59599 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 24172 members Mstep: Class 13 contains 8473 members Mstep: Class 14 contains 36535 members Mstep: Class 15 contains 42014 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 9322 members Mstep: Class 18 contains 12506 members Mstep: Class 19 contains 5320 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42780 members Mstep: Class 22 contains 4100 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019336.000000 Penalty: 74024.335938 Iteration 118Q: 24 clusters Score -5.201934e+07 nChanged 50 Entering ConstructFrom: Score: -52019336.000000 Penalty: 74024.335938 Entering ConstructFrom: Trying to split cluster 1 (4720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Entering Unmasked Estep Score: -578679.625000 Penalty: 2097.971924 Iteration 0F: 2 clusters Score -578679.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -574352.750000 Penalty: 4195.943848 Iteration 0F: 3 clusters Score -574352.8 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -575452.500000 Penalty: 4195.943848 Iteration 1F: 3 clusters Score -575452.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -575677.062500 Penalty: 4195.943848 Iteration 2F: 3 clusters Score -575677.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -575826.812500 Penalty: 4195.943848 Iteration 3Q: 3 clusters Score -575826.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -575937.812500 Penalty: 4195.943848 Iteration 4Q: 3 clusters Score -575937.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -576032.687500 Penalty: 4195.943848 Iteration 5Q: 3 clusters Score -576032.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -576118.062500 Penalty: 4195.943848 Iteration 6Q: 3 clusters Score -576118.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -576186.562500 Penalty: 4195.943848 Iteration 7Q: 3 clusters Score -576186.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -576243.562500 Penalty: 4195.943848 Iteration 8Q: 3 clusters Score -576243.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -576295.500000 Penalty: 4195.943848 Iteration 9Q: 3 clusters Score -576295.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -576351.687500 Penalty: 4195.943848 Iteration 10Q: 3 clusters Score -576351.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -576406.062500 Penalty: 4195.943848 Iteration 11Q: 3 clusters Score -576406.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -576463.750000 Penalty: 4195.943848 Iteration 12Q: 3 clusters Score -576463.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -576518.437500 Penalty: 4195.943848 Iteration 13Q: 3 clusters Score -576518.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -576574.750000 Penalty: 4195.943848 Iteration 14Q: 3 clusters Score -576574.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -576635.625000 Penalty: 4195.943848 Iteration 15Q: 3 clusters Score -576635.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -576696.937500 Penalty: 4195.943848 Iteration 16Q: 3 clusters Score -576696.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -576787.062500 Penalty: 4195.943848 Iteration 17Q: 3 clusters Score -576787.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -576878.375000 Penalty: 4195.943848 Iteration 18Q: 3 clusters Score -576878.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -576976.500000 Penalty: 4195.943848 Iteration 19Q: 3 clusters Score -576976.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -577074.250000 Penalty: 4195.943848 Iteration 20F: 3 clusters Score -577074.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -577156.500000 Penalty: 4195.943848 Iteration 21Q: 3 clusters Score -577156.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -577232.000000 Penalty: 4195.943848 Iteration 22Q: 3 clusters Score -577232 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -577281.437500 Penalty: 4195.943848 Iteration 23Q: 3 clusters Score -577281.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -577314.625000 Penalty: 4195.943848 Iteration 24Q: 3 clusters Score -577314.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -577341.125000 Penalty: 4195.943848 Iteration 25Q: 3 clusters Score -577341.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -577360.625000 Penalty: 4195.943848 Iteration 26Q: 3 clusters Score -577360.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -577375.625000 Penalty: 4195.943848 Iteration 27Q: 3 clusters Score -577375.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -577388.687500 Penalty: 4195.943848 Iteration 28Q: 3 clusters Score -577388.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -577399.500000 Penalty: 4195.943848 Iteration 29Q: 3 clusters Score -577399.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -577408.750000 Penalty: 4195.943848 Iteration 30Q: 3 clusters Score -577408.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -577416.750000 Penalty: 4195.943848 Iteration 31Q: 3 clusters Score -577416.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -577420.312500 Penalty: 4195.943848 Iteration 32Q: 3 clusters Score -577420.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -577420.875000 Penalty: 4195.943848 Iteration 33Q: 3 clusters Score -577420.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -577423.312500 Penalty: 4195.943848 Iteration 34Q: 3 clusters Score -577423.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -577423.687500 Penalty: 4195.943848 Iteration 35Q: 3 clusters Score -577423.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -577425.625000 Penalty: 4195.943848 Iteration 36Q: 3 clusters Score -577425.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -577427.437500 Penalty: 4195.943848 Iteration 37Q: 3 clusters Score -577427.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -577429.562500 Penalty: 4195.943848 Iteration 38Q: 3 clusters Score -577429.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -577430.687500 Penalty: 4195.943848 Iteration 39Q: 3 clusters Score -577430.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -577432.187500 Penalty: 4195.943848 Iteration 40F: 3 clusters Score -577432.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -577433.312500 Penalty: 4195.943848 Iteration 41Q: 3 clusters Score -577433.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -577433.312500 Penalty: 4195.943848 Iteration 42F: 3 clusters Score -577433.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Entering Unmasked Estep Score: -104198.234375 Penalty: 1679.439941 Iteration 0F: 2 clusters Score -104198.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -102345.000000 Penalty: 3358.879883 Iteration 0F: 3 clusters Score -102345 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -102632.742188 Penalty: 3358.879883 Iteration 1F: 3 clusters Score -102632.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -102721.656250 Penalty: 3358.879883 Iteration 2F: 3 clusters Score -102721.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -102756.359375 Penalty: 3358.879883 Iteration 3Q: 3 clusters Score -102756.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -102768.187500 Penalty: 3358.879883 Iteration 4Q: 3 clusters Score -102768.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -102782.718750 Penalty: 3358.879883 Iteration 5Q: 3 clusters Score -102782.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -102787.875000 Penalty: 3358.879883 Iteration 6Q: 3 clusters Score -102787.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -102801.679688 Penalty: 3358.879883 Iteration 7Q: 3 clusters Score -102801.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -102814.406250 Penalty: 3358.879883 Iteration 8Q: 3 clusters Score -102814.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -102816.187500 Penalty: 3358.879883 Iteration 9Q: 3 clusters Score -102816.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -102817.414062 Penalty: 3358.879883 Iteration 10Q: 3 clusters Score -102817.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -102817.945312 Penalty: 3358.879883 Iteration 11Q: 3 clusters Score -102817.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -102817.945312 Penalty: 3358.879883 Iteration 12F: 3 clusters Score -102817.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Entering Unmasked Estep Score: -1031797.062500 Penalty: 2241.956055 Iteration 0F: 2 clusters Score -1031797 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1025101.500000 Penalty: 4483.912109 Iteration 0F: 3 clusters Score -1025102 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1027060.250000 Penalty: 4483.912109 Iteration 1F: 3 clusters Score -1027060 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1027417.812500 Penalty: 4483.912109 Iteration 2F: 3 clusters Score -1027418 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1027657.625000 Penalty: 4483.912109 Iteration 3F: 3 clusters Score -1027658 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1027846.625000 Penalty: 4483.912109 Iteration 4Q: 3 clusters Score -1027847 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1028019.750000 Penalty: 4483.912109 Iteration 5Q: 3 clusters Score -1028020 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1028183.375000 Penalty: 4483.912109 Iteration 6Q: 3 clusters Score -1028183 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1028315.750000 Penalty: 4483.912109 Iteration 7Q: 3 clusters Score -1028316 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1028444.812500 Penalty: 4483.912109 Iteration 8Q: 3 clusters Score -1028445 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1028561.062500 Penalty: 4483.912109 Iteration 9Q: 3 clusters Score -1028561 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1028648.500000 Penalty: 4483.912109 Iteration 10Q: 3 clusters Score -1028648 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1028726.312500 Penalty: 4483.912109 Iteration 11Q: 3 clusters Score -1028726 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1028793.437500 Penalty: 4483.912109 Iteration 12Q: 3 clusters Score -1028793 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1028857.875000 Penalty: 4483.912109 Iteration 13Q: 3 clusters Score -1028858 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1028909.562500 Penalty: 4483.912109 Iteration 14Q: 3 clusters Score -1028910 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1028948.437500 Penalty: 4483.912109 Iteration 15Q: 3 clusters Score -1028948 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1028975.750000 Penalty: 4483.912109 Iteration 16Q: 3 clusters Score -1028976 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1029008.125000 Penalty: 4483.912109 Iteration 17Q: 3 clusters Score -1029008 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1029040.375000 Penalty: 4483.912109 Iteration 18Q: 3 clusters Score -1029040 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1029065.375000 Penalty: 4483.912109 Iteration 19Q: 3 clusters Score -1029065 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1029085.500000 Penalty: 4483.912109 Iteration 20F: 3 clusters Score -1029086 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1029102.375000 Penalty: 4483.912109 Iteration 21Q: 3 clusters Score -1029102 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1029113.000000 Penalty: 4483.912109 Iteration 22Q: 3 clusters Score -1029113 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1029127.937500 Penalty: 4483.912109 Iteration 23Q: 3 clusters Score -1029128 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1029135.687500 Penalty: 4483.912109 Iteration 24Q: 3 clusters Score -1029136 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1029147.000000 Penalty: 4483.912109 Iteration 25Q: 3 clusters Score -1029147 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1029150.375000 Penalty: 4483.912109 Iteration 26Q: 3 clusters Score -1029150 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1029153.375000 Penalty: 4483.912109 Iteration 27Q: 3 clusters Score -1029153 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1029157.750000 Penalty: 4483.912109 Iteration 28Q: 3 clusters Score -1029158 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1029162.500000 Penalty: 4483.912109 Iteration 29Q: 3 clusters Score -1029162 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1029168.312500 Penalty: 4483.912109 Iteration 30Q: 3 clusters Score -1029168 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1029173.937500 Penalty: 4483.912109 Iteration 31Q: 3 clusters Score -1029174 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1029176.875000 Penalty: 4483.912109 Iteration 32Q: 3 clusters Score -1029177 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1029179.500000 Penalty: 4483.912109 Iteration 33Q: 3 clusters Score -1029180 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -1029180.500000 Penalty: 4483.912109 Iteration 34Q: 3 clusters Score -1029180 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1029184.375000 Penalty: 4483.912109 Iteration 35Q: 3 clusters Score -1029184 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1029186.312500 Penalty: 4483.912109 Iteration 36Q: 3 clusters Score -1029186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1029187.625000 Penalty: 4483.912109 Iteration 37Q: 3 clusters Score -1029188 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1029189.625000 Penalty: 4483.912109 Iteration 38Q: 3 clusters Score -1029190 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1029189.562500 Penalty: 4483.912109 Iteration 39Q: 3 clusters Score -1029190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1029191.437500 Penalty: 4483.912109 Iteration 40F: 3 clusters Score -1029191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1029192.250000 Penalty: 4483.912109 Iteration 41Q: 3 clusters Score -1029192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1029192.312500 Penalty: 4483.912109 Iteration 42Q: 3 clusters Score -1029192 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1029195.562500 Penalty: 4483.912109 Iteration 43Q: 3 clusters Score -1029196 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1029198.625000 Penalty: 4483.912109 Iteration 44Q: 3 clusters Score -1029199 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1029200.562500 Penalty: 4483.912109 Iteration 45Q: 3 clusters Score -1029201 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1029200.375000 Penalty: 4483.912109 Iteration 46Q: 3 clusters Score -1029200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1029202.812500 Penalty: 4483.912109 Iteration 47Q: 3 clusters Score -1029203 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1029203.500000 Penalty: 4483.912109 Iteration 48Q: 3 clusters Score -1029204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1029205.312500 Penalty: 4483.912109 Iteration 49Q: 3 clusters Score -1029205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1029202.250000 Penalty: 4483.912109 Iteration 50Q: 3 clusters Score -1029202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1029204.937500 Penalty: 4483.912109 Iteration 51Q: 3 clusters Score -1029205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1029205.250000 Penalty: 4483.912109 Iteration 52Q: 3 clusters Score -1029205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1029206.750000 Penalty: 4483.912109 Iteration 53Q: 3 clusters Score -1029207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1029207.000000 Penalty: 4483.912109 Iteration 54Q: 3 clusters Score -1029207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1029208.312500 Penalty: 4483.912109 Iteration 55Q: 3 clusters Score -1029208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1029208.687500 Penalty: 4483.912109 Iteration 56Q: 3 clusters Score -1029209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1029209.375000 Penalty: 4483.912109 Iteration 57Q: 3 clusters Score -1029209 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1029210.187500 Penalty: 4483.912109 Iteration 58Q: 3 clusters Score -1029210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1029212.187500 Penalty: 4483.912109 Iteration 59Q: 3 clusters Score -1029212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1029212.312500 Penalty: 4483.912109 Iteration 60F: 3 clusters Score -1029212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1029211.625000 Penalty: 4483.912109 Iteration 61Q: 3 clusters Score -1029212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1029211.625000 Penalty: 4483.912109 Iteration 62F: 3 clusters Score -1029212 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Entering Unmasked Estep Score: -575174.937500 Penalty: 2098.654053 Iteration 0F: 2 clusters Score -575174.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -570896.125000 Penalty: 4197.308105 Iteration 0F: 3 clusters Score -570896.1 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -571898.500000 Penalty: 4197.308105 Iteration 1F: 3 clusters Score -571898.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -572098.062500 Penalty: 4197.308105 Iteration 2F: 3 clusters Score -572098.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -572211.250000 Penalty: 4197.308105 Iteration 3Q: 3 clusters Score -572211.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -572282.687500 Penalty: 4197.308105 Iteration 4Q: 3 clusters Score -572282.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -572348.187500 Penalty: 4197.308105 Iteration 5Q: 3 clusters Score -572348.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -572408.250000 Penalty: 4197.308105 Iteration 6Q: 3 clusters Score -572408.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -572462.125000 Penalty: 4197.308105 Iteration 7Q: 3 clusters Score -572462.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -572511.750000 Penalty: 4197.308105 Iteration 8Q: 3 clusters Score -572511.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -572574.375000 Penalty: 4197.308105 Iteration 9Q: 3 clusters Score -572574.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -572629.750000 Penalty: 4197.308105 Iteration 10Q: 3 clusters Score -572629.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -572693.625000 Penalty: 4197.308105 Iteration 11Q: 3 clusters Score -572693.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -572757.625000 Penalty: 4197.308105 Iteration 12Q: 3 clusters Score -572757.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -572837.875000 Penalty: 4197.308105 Iteration 13Q: 3 clusters Score -572837.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -572912.875000 Penalty: 4197.308105 Iteration 14Q: 3 clusters Score -572912.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -572971.062500 Penalty: 4197.308105 Iteration 15Q: 3 clusters Score -572971.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -573033.875000 Penalty: 4197.308105 Iteration 16Q: 3 clusters Score -573033.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -573103.312500 Penalty: 4197.308105 Iteration 17Q: 3 clusters Score -573103.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -573161.625000 Penalty: 4197.308105 Iteration 18Q: 3 clusters Score -573161.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -573206.125000 Penalty: 4197.308105 Iteration 19Q: 3 clusters Score -573206.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -573255.375000 Penalty: 4197.308105 Iteration 20F: 3 clusters Score -573255.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -573304.187500 Penalty: 4197.308105 Iteration 21Q: 3 clusters Score -573304.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -573357.500000 Penalty: 4197.308105 Iteration 22Q: 3 clusters Score -573357.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -573422.937500 Penalty: 4197.308105 Iteration 23Q: 3 clusters Score -573422.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -573477.500000 Penalty: 4197.308105 Iteration 24Q: 3 clusters Score -573477.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -573524.250000 Penalty: 4197.308105 Iteration 25Q: 3 clusters Score -573524.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -573568.375000 Penalty: 4197.308105 Iteration 26Q: 3 clusters Score -573568.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -573604.500000 Penalty: 4197.308105 Iteration 27Q: 3 clusters Score -573604.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -573625.250000 Penalty: 4197.308105 Iteration 28Q: 3 clusters Score -573625.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -573641.937500 Penalty: 4197.308105 Iteration 29Q: 3 clusters Score -573641.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -573657.500000 Penalty: 4197.308105 Iteration 30Q: 3 clusters Score -573657.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -573673.875000 Penalty: 4197.308105 Iteration 31Q: 3 clusters Score -573673.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -573688.125000 Penalty: 4197.308105 Iteration 32Q: 3 clusters Score -573688.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -573695.812500 Penalty: 4197.308105 Iteration 33Q: 3 clusters Score -573695.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -573699.562500 Penalty: 4197.308105 Iteration 34Q: 3 clusters Score -573699.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -573703.062500 Penalty: 4197.308105 Iteration 35Q: 3 clusters Score -573703.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -573706.437500 Penalty: 4197.308105 Iteration 36Q: 3 clusters Score -573706.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -573710.937500 Penalty: 4197.308105 Iteration 37Q: 3 clusters Score -573710.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -573713.687500 Penalty: 4197.308105 Iteration 38Q: 3 clusters Score -573713.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -573719.500000 Penalty: 4197.308105 Iteration 39Q: 3 clusters Score -573719.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -573724.312500 Penalty: 4197.308105 Iteration 40F: 3 clusters Score -573724.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -573727.250000 Penalty: 4197.308105 Iteration 41Q: 3 clusters Score -573727.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -573729.375000 Penalty: 4197.308105 Iteration 42Q: 3 clusters Score -573729.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -573728.125000 Penalty: 4197.308105 Iteration 43Q: 3 clusters Score -573728.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -573729.500000 Penalty: 4197.308105 Iteration 44Q: 3 clusters Score -573729.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -573729.937500 Penalty: 4197.308105 Iteration 45Q: 3 clusters Score -573729.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -573729.312500 Penalty: 4197.308105 Iteration 46Q: 3 clusters Score -573729.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -573730.750000 Penalty: 4197.308105 Iteration 47Q: 3 clusters Score -573730.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -573730.750000 Penalty: 4197.308105 Iteration 48F: 3 clusters Score -573730.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Entering Unmasked Estep Score: -64270.441406 Penalty: 1598.538452 Iteration 0F: 2 clusters Score -64270.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -62652.050781 Penalty: 3197.076904 Iteration 0F: 3 clusters Score -62652.05 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62995.839844 Penalty: 3197.076904 Iteration 1F: 3 clusters Score -62995.84 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -63536.582031 Penalty: 3197.076904 Iteration 2F: 3 clusters Score -63536.58 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -63871.046875 Penalty: 3197.076904 Iteration 3F: 3 clusters Score -63871.05 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -64036.292969 Penalty: 3197.076904 Iteration 4F: 3 clusters Score -64036.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -64160.468750 Penalty: 3197.076904 Iteration 5Q: 3 clusters Score -64160.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -64205.683594 Penalty: 3197.076904 Iteration 6Q: 3 clusters Score -64205.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -64216.113281 Penalty: 3197.076904 Iteration 7Q: 3 clusters Score -64216.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -64225.828125 Penalty: 3197.076904 Iteration 8Q: 3 clusters Score -64225.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -64228.410156 Penalty: 3197.076904 Iteration 9Q: 3 clusters Score -64228.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -64228.410156 Penalty: 3197.076904 Iteration 10F: 3 clusters Score -64228.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (155722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155722 members Entering Unmasked Estep Score: -19447092.000000 Penalty: 2965.045166 Iteration 0F: 2 clusters Score -1.944709e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77979 members Mstep: Class 2 contains 77743 members Entering Unmasked Estep Score: -19344642.000000 Penalty: 5930.090332 Iteration 0F: 3 clusters Score -1.934464e+07 nChanged 74692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81275 members Mstep: Class 2 contains 74447 members Entering Unmasked Estep Score: -19387886.000000 Penalty: 5930.090332 Iteration 1F: 3 clusters Score -1.938789e+07 nChanged 5075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84062 members Mstep: Class 2 contains 71660 members Entering Unmasked Estep Score: -19389034.000000 Penalty: 5930.090332 Iteration 2Q: 3 clusters Score -1.938903e+07 nChanged 6235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88497 members Mstep: Class 2 contains 67225 members Entering Unmasked Estep Score: -19391316.000000 Penalty: 5930.090332 Iteration 3Q: 3 clusters Score -1.939132e+07 nChanged 8292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95165 members Mstep: Class 2 contains 60557 members Entering Unmasked Estep Score: -19395474.000000 Penalty: 5930.090332 Iteration 4F: 3 clusters Score -1.939547e+07 nChanged 10886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104505 members Mstep: Class 2 contains 51217 members Entering Unmasked Estep Score: -19402286.000000 Penalty: 5930.090332 Iteration 5F: 3 clusters Score -1.940229e+07 nChanged 12704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115891 members Mstep: Class 2 contains 39831 members Entering Unmasked Estep Score: -19411750.000000 Penalty: 5930.090332 Iteration 6F: 3 clusters Score -1.941175e+07 nChanged 12368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127341 members Mstep: Class 2 contains 28381 members Entering Unmasked Estep Score: -19421718.000000 Penalty: 5930.090332 Iteration 7F: 3 clusters Score -1.942172e+07 nChanged 10184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137039 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -19430354.000000 Penalty: 5930.090332 Iteration 8F: 3 clusters Score -1.943035e+07 nChanged 7393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144252 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -19436684.000000 Penalty: 5930.090332 Iteration 9Q: 3 clusters Score -1.943668e+07 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149012 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -19440448.000000 Penalty: 5930.090332 Iteration 10Q: 3 clusters Score -1.944045e+07 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151789 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -19442424.000000 Penalty: 5930.090332 Iteration 11Q: 3 clusters Score -1.944242e+07 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153304 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -19443472.000000 Penalty: 5930.090332 Iteration 12Q: 3 clusters Score -1.944347e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154115 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -19444030.000000 Penalty: 5930.090332 Iteration 13Q: 3 clusters Score -1.944403e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154519 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -19444344.000000 Penalty: 5930.090332 Iteration 14Q: 3 clusters Score -1.944434e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154711 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -19444492.000000 Penalty: 5930.090332 Iteration 15Q: 3 clusters Score -1.944449e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154832 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -19444614.000000 Penalty: 5930.090332 Iteration 16Q: 3 clusters Score -1.944461e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154900 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -19444708.000000 Penalty: 5930.090332 Iteration 17Q: 3 clusters Score -1.944471e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154935 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -19444746.000000 Penalty: 5930.090332 Iteration 18Q: 3 clusters Score -1.944475e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154959 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -19444772.000000 Penalty: 5930.090332 Iteration 19Q: 3 clusters Score -1.944477e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154974 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -19444804.000000 Penalty: 5930.090332 Iteration 20F: 3 clusters Score -1.94448e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154977 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -19444818.000000 Penalty: 5930.090332 Iteration 21Q: 3 clusters Score -1.944482e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154986 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -19444838.000000 Penalty: 5930.090332 Iteration 22Q: 3 clusters Score -1.944484e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154988 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -19444852.000000 Penalty: 5930.090332 Iteration 23Q: 3 clusters Score -1.944485e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154986 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -19444852.000000 Penalty: 5930.090332 Iteration 24Q: 3 clusters Score -1.944485e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154984 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -19444854.000000 Penalty: 5930.090332 Iteration 25Q: 3 clusters Score -1.944485e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154993 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -19444862.000000 Penalty: 5930.090332 Iteration 26Q: 3 clusters Score -1.944486e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154996 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -19444862.000000 Penalty: 5930.090332 Iteration 27Q: 3 clusters Score -1.944486e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155000 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -19444872.000000 Penalty: 5930.090332 Iteration 28Q: 3 clusters Score -1.944487e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154997 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -19444868.000000 Penalty: 5930.090332 Iteration 29Q: 3 clusters Score -1.944487e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154994 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -19444878.000000 Penalty: 5930.090332 Iteration 30Q: 3 clusters Score -1.944488e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154992 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -19444870.000000 Penalty: 5930.090332 Iteration 31Q: 3 clusters Score -1.944487e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154993 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -19444874.000000 Penalty: 5930.090332 Iteration 32Q: 3 clusters Score -1.944487e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154994 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -19444880.000000 Penalty: 5930.090332 Iteration 33Q: 3 clusters Score -1.944488e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154994 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -19444878.000000 Penalty: 5930.090332 Iteration 34Q: 3 clusters Score -1.944488e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154995 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -19444894.000000 Penalty: 5930.090332 Iteration 35Q: 3 clusters Score -1.944489e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154998 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -19444874.000000 Penalty: 5930.090332 Iteration 36Q: 3 clusters Score -1.944487e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154997 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -19444886.000000 Penalty: 5930.090332 Iteration 37Q: 3 clusters Score -1.944489e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154998 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -19444882.000000 Penalty: 5930.090332 Iteration 38Q: 3 clusters Score -1.944488e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154998 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -19444882.000000 Penalty: 5930.090332 Iteration 39F: 3 clusters Score -1.944488e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -81001.039062 Penalty: 1641.447266 Iteration 0F: 2 clusters Score -81001.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -79266.625000 Penalty: 3282.894531 Iteration 0F: 3 clusters Score -79266.62 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -79543.156250 Penalty: 3282.894531 Iteration 1F: 3 clusters Score -79543.16 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79647.195312 Penalty: 3282.894531 Iteration 2F: 3 clusters Score -79647.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -79767.898438 Penalty: 3282.894531 Iteration 3F: 3 clusters Score -79767.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -79954.500000 Penalty: 3282.894531 Iteration 4F: 3 clusters Score -79954.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -80314.500000 Penalty: 3282.894531 Iteration 5F: 3 clusters Score -80314.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -80555.414062 Penalty: 3282.894531 Iteration 6Q: 3 clusters Score -80555.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -80666.210938 Penalty: 3282.894531 Iteration 7Q: 3 clusters Score -80666.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -80728.468750 Penalty: 3282.894531 Iteration 8Q: 3 clusters Score -80728.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -80776.796875 Penalty: 3282.894531 Iteration 9Q: 3 clusters Score -80776.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -80834.250000 Penalty: 3282.894531 Iteration 10Q: 3 clusters Score -80834.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -80872.507812 Penalty: 3282.894531 Iteration 11Q: 3 clusters Score -80872.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -80887.929688 Penalty: 3282.894531 Iteration 12Q: 3 clusters Score -80887.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -80892.945312 Penalty: 3282.894531 Iteration 13Q: 3 clusters Score -80892.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -80902.398438 Penalty: 3282.894531 Iteration 14Q: 3 clusters Score -80902.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -80905.226562 Penalty: 3282.894531 Iteration 15Q: 3 clusters Score -80905.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -80906.031250 Penalty: 3282.894531 Iteration 16Q: 3 clusters Score -80906.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -80907.492188 Penalty: 3282.894531 Iteration 17Q: 3 clusters Score -80907.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -80909.679688 Penalty: 3282.894531 Iteration 18Q: 3 clusters Score -80909.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -80917.015625 Penalty: 3282.894531 Iteration 19Q: 3 clusters Score -80917.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -80922.890625 Penalty: 3282.894531 Iteration 20F: 3 clusters Score -80922.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -80978.335938 Penalty: 3282.894531 Iteration 21Q: 3 clusters Score -80978.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -80995.187500 Penalty: 3282.894531 Iteration 22Q: 3 clusters Score -80995.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -81007.828125 Penalty: 3282.894531 Iteration 23Q: 3 clusters Score -81007.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -81020.398438 Penalty: 3282.894531 Iteration 24Q: 3 clusters Score -81020.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -81026.273438 Penalty: 3282.894531 Iteration 25Q: 3 clusters Score -81026.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -81028.359375 Penalty: 3282.894531 Iteration 26Q: 3 clusters Score -81028.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -81035.781250 Penalty: 3282.894531 Iteration 27Q: 3 clusters Score -81035.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -81041.750000 Penalty: 3282.894531 Iteration 28Q: 3 clusters Score -81041.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -81051.750000 Penalty: 3282.894531 Iteration 29Q: 3 clusters Score -81051.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -81070.539062 Penalty: 3282.894531 Iteration 30Q: 3 clusters Score -81070.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -81125.429688 Penalty: 3282.894531 Iteration 31Q: 3 clusters Score -81125.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -81206.890625 Penalty: 3282.894531 Iteration 32Q: 3 clusters Score -81206.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -81350.187500 Penalty: 3282.894531 Iteration 33Q: 3 clusters Score -81350.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -81365.671875 Penalty: 3282.894531 Iteration 34Q: 3 clusters Score -81365.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -81365.671875 Penalty: 3282.894531 Iteration 35F: 3 clusters Score -81365.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8435 members Mstep: Class 4 contains 4733 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155722 members Mstep: Class 7 contains 355 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59605 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8477 members Mstep: Class 14 contains 36521 members Mstep: Class 15 contains 42009 members Mstep: Class 16 contains 7328 members Mstep: Class 17 contains 9327 members Mstep: Class 18 contains 12513 members Mstep: Class 19 contains 5318 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42775 members Mstep: Class 22 contains 4096 members Mstep: Class 23 contains 789 members Mstep: Class 24 contains 394 members Entering Unmasked Estep Score: -52018040.000000 Penalty: 77242.789062 Splitting cluster 7 changes total score from -52019336.000000 to -52018040.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -91935.765625 Penalty: 1648.948120 Iteration 0F: 2 clusters Score -91935.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -90196.734375 Penalty: 3297.896240 Iteration 0F: 3 clusters Score -90196.73 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90409.023438 Penalty: 3297.896240 Iteration 1F: 3 clusters Score -90409.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -90479.148438 Penalty: 3297.896240 Iteration 2F: 3 clusters Score -90479.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -90508.382812 Penalty: 3297.896240 Iteration 3Q: 3 clusters Score -90508.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -90524.609375 Penalty: 3297.896240 Iteration 4Q: 3 clusters Score -90524.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90530.687500 Penalty: 3297.896240 Iteration 5Q: 3 clusters Score -90530.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -90531.125000 Penalty: 3297.896240 Iteration 6Q: 3 clusters Score -90531.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -90532.789062 Penalty: 3297.896240 Iteration 7Q: 3 clusters Score -90532.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -90536.703125 Penalty: 3297.896240 Iteration 8Q: 3 clusters Score -90536.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -90536.703125 Penalty: 3297.896240 Iteration 9F: 3 clusters Score -90536.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (59605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59605 members Entering Unmasked Estep Score: -7354294.500000 Penalty: 2726.882812 Iteration 0F: 2 clusters Score -7354294 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29729 members Mstep: Class 2 contains 29876 members Entering Unmasked Estep Score: -7314295.000000 Penalty: 5453.765625 Iteration 0F: 3 clusters Score -7314295 nChanged 27697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29858 members Mstep: Class 2 contains 29747 members Entering Unmasked Estep Score: -7329873.000000 Penalty: 5453.765625 Iteration 1F: 3 clusters Score -7329873 nChanged 2605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30197 members Mstep: Class 2 contains 29408 members Entering Unmasked Estep Score: -7330767.000000 Penalty: 5453.765625 Iteration 2Q: 3 clusters Score -7330767 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30758 members Mstep: Class 2 contains 28847 members Entering Unmasked Estep Score: -7331931.000000 Penalty: 5453.765625 Iteration 3Q: 3 clusters Score -7331931 nChanged 3044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31594 members Mstep: Class 2 contains 28011 members Entering Unmasked Estep Score: -7333350.500000 Penalty: 5453.765625 Iteration 4F: 3 clusters Score -7333350 nChanged 3324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32828 members Mstep: Class 2 contains 26777 members Entering Unmasked Estep Score: -7334988.500000 Penalty: 5453.765625 Iteration 5F: 3 clusters Score -7334988 nChanged 3539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34425 members Mstep: Class 2 contains 25180 members Entering Unmasked Estep Score: -7336766.500000 Penalty: 5453.765625 Iteration 6F: 3 clusters Score -7336766 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36312 members Mstep: Class 2 contains 23293 members Entering Unmasked Estep Score: -7338503.500000 Penalty: 5453.765625 Iteration 7F: 3 clusters Score -7338504 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38238 members Mstep: Class 2 contains 21367 members Entering Unmasked Estep Score: -7340113.000000 Penalty: 5453.765625 Iteration 8F: 3 clusters Score -7340113 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40126 members Mstep: Class 2 contains 19479 members Entering Unmasked Estep Score: -7341372.000000 Penalty: 5453.765625 Iteration 9Q: 3 clusters Score -7341372 nChanged 2475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42047 members Mstep: Class 2 contains 17558 members Entering Unmasked Estep Score: -7342478.500000 Penalty: 5453.765625 Iteration 10Q: 3 clusters Score -7342478 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44015 members Mstep: Class 2 contains 15590 members Entering Unmasked Estep Score: -7343460.500000 Penalty: 5453.765625 Iteration 11Q: 3 clusters Score -7343460 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46039 members Mstep: Class 2 contains 13566 members Entering Unmasked Estep Score: -7344476.000000 Penalty: 5453.765625 Iteration 12Q: 3 clusters Score -7344476 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48085 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -7345484.500000 Penalty: 5453.765625 Iteration 13Q: 3 clusters Score -7345484 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50109 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -7346594.000000 Penalty: 5453.765625 Iteration 14Q: 3 clusters Score -7346594 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52047 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -7347757.000000 Penalty: 5453.765625 Iteration 15Q: 3 clusters Score -7347757 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53766 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -7348810.500000 Penalty: 5453.765625 Iteration 16Q: 3 clusters Score -7348810 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55202 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -7349744.500000 Penalty: 5453.765625 Iteration 17Q: 3 clusters Score -7349744 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56344 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -7350463.000000 Penalty: 5453.765625 Iteration 18Q: 3 clusters Score -7350463 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57188 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -7350991.500000 Penalty: 5453.765625 Iteration 19Q: 3 clusters Score -7350992 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57737 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -7351382.000000 Penalty: 5453.765625 Iteration 20F: 3 clusters Score -7351382 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58106 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -7351619.000000 Penalty: 5453.765625 Iteration 21Q: 3 clusters Score -7351619 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58323 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -7351784.000000 Penalty: 5453.765625 Iteration 22Q: 3 clusters Score -7351784 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58451 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -7351840.000000 Penalty: 5453.765625 Iteration 23Q: 3 clusters Score -7351840 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58543 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -7351913.000000 Penalty: 5453.765625 Iteration 24Q: 3 clusters Score -7351913 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58601 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -7351955.500000 Penalty: 5453.765625 Iteration 25Q: 3 clusters Score -7351956 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58650 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -7351976.000000 Penalty: 5453.765625 Iteration 26Q: 3 clusters Score -7351976 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58683 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -7352000.000000 Penalty: 5453.765625 Iteration 27Q: 3 clusters Score -7352000 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58712 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -7352023.000000 Penalty: 5453.765625 Iteration 28Q: 3 clusters Score -7352023 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58731 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -7352026.500000 Penalty: 5453.765625 Iteration 29Q: 3 clusters Score -7352026 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58736 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -7352034.000000 Penalty: 5453.765625 Iteration 30Q: 3 clusters Score -7352034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58741 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -7352035.500000 Penalty: 5453.765625 Iteration 31Q: 3 clusters Score -7352036 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58749 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -7352042.500000 Penalty: 5453.765625 Iteration 32Q: 3 clusters Score -7352042 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58755 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -7352055.000000 Penalty: 5453.765625 Iteration 33Q: 3 clusters Score -7352055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58759 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -7352050.000000 Penalty: 5453.765625 Iteration 34Q: 3 clusters Score -7352050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58762 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -7352054.500000 Penalty: 5453.765625 Iteration 35Q: 3 clusters Score -7352054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58764 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -7352050.000000 Penalty: 5453.765625 Iteration 36Q: 3 clusters Score -7352050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58767 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -7352061.500000 Penalty: 5453.765625 Iteration 37Q: 3 clusters Score -7352062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58770 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -7352058.000000 Penalty: 5453.765625 Iteration 38Q: 3 clusters Score -7352058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58771 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -7352055.000000 Penalty: 5453.765625 Iteration 39Q: 3 clusters Score -7352055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58773 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -7352057.500000 Penalty: 5453.765625 Iteration 40F: 3 clusters Score -7352058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58776 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -7352061.500000 Penalty: 5453.765625 Iteration 41Q: 3 clusters Score -7352062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58778 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -7352064.500000 Penalty: 5453.765625 Iteration 42Q: 3 clusters Score -7352064 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58778 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -7352064.500000 Penalty: 5453.765625 Iteration 43F: 3 clusters Score -7352064 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -60718.335938 Penalty: 1578.031006 Iteration 0F: 2 clusters Score -60718.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -59259.914062 Penalty: 3156.062012 Iteration 0F: 3 clusters Score -59259.91 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -59583.000000 Penalty: 3156.062012 Iteration 1F: 3 clusters Score -59583 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -59704.519531 Penalty: 3156.062012 Iteration 2F: 3 clusters Score -59704.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -59793.976562 Penalty: 3156.062012 Iteration 3F: 3 clusters Score -59793.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59848.234375 Penalty: 3156.062012 Iteration 4Q: 3 clusters Score -59848.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59884.781250 Penalty: 3156.062012 Iteration 5Q: 3 clusters Score -59884.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -59910.937500 Penalty: 3156.062012 Iteration 6Q: 3 clusters Score -59910.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -59934.898438 Penalty: 3156.062012 Iteration 7Q: 3 clusters Score -59934.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59973.933594 Penalty: 3156.062012 Iteration 8Q: 3 clusters Score -59973.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -60020.023438 Penalty: 3156.062012 Iteration 9Q: 3 clusters Score -60020.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -60053.570312 Penalty: 3156.062012 Iteration 10Q: 3 clusters Score -60053.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -60070.800781 Penalty: 3156.062012 Iteration 11Q: 3 clusters Score -60070.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -60075.589844 Penalty: 3156.062012 Iteration 12Q: 3 clusters Score -60075.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -60088.667969 Penalty: 3156.062012 Iteration 13Q: 3 clusters Score -60088.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -60094.875000 Penalty: 3156.062012 Iteration 14Q: 3 clusters Score -60094.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -60094.875000 Penalty: 3156.062012 Iteration 15F: 3 clusters Score -60094.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Entering Unmasked Estep Score: -232822.921875 Penalty: 1877.214111 Iteration 0F: 2 clusters Score -232822.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -230276.609375 Penalty: 3754.428223 Iteration 0F: 3 clusters Score -230276.6 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -230805.859375 Penalty: 3754.428223 Iteration 1F: 3 clusters Score -230805.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -230951.234375 Penalty: 3754.428223 Iteration 2F: 3 clusters Score -230951.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -231037.703125 Penalty: 3754.428223 Iteration 3Q: 3 clusters Score -231037.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -231101.078125 Penalty: 3754.428223 Iteration 4Q: 3 clusters Score -231101.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -231137.843750 Penalty: 3754.428223 Iteration 5Q: 3 clusters Score -231137.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -231163.921875 Penalty: 3754.428223 Iteration 6Q: 3 clusters Score -231163.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -231193.093750 Penalty: 3754.428223 Iteration 7Q: 3 clusters Score -231193.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -231214.296875 Penalty: 3754.428223 Iteration 8Q: 3 clusters Score -231214.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -231239.609375 Penalty: 3754.428223 Iteration 9Q: 3 clusters Score -231239.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -231268.968750 Penalty: 3754.428223 Iteration 10Q: 3 clusters Score -231269 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -231290.000000 Penalty: 3754.428223 Iteration 11Q: 3 clusters Score -231290 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -231305.125000 Penalty: 3754.428223 Iteration 12Q: 3 clusters Score -231305.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -231316.296875 Penalty: 3754.428223 Iteration 13Q: 3 clusters Score -231316.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -231329.671875 Penalty: 3754.428223 Iteration 14Q: 3 clusters Score -231329.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -231339.187500 Penalty: 3754.428223 Iteration 15Q: 3 clusters Score -231339.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -231350.703125 Penalty: 3754.428223 Iteration 16Q: 3 clusters Score -231350.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -231356.718750 Penalty: 3754.428223 Iteration 17Q: 3 clusters Score -231356.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -231369.671875 Penalty: 3754.428223 Iteration 18Q: 3 clusters Score -231369.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -231382.656250 Penalty: 3754.428223 Iteration 19Q: 3 clusters Score -231382.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -231398.421875 Penalty: 3754.428223 Iteration 20F: 3 clusters Score -231398.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -231417.328125 Penalty: 3754.428223 Iteration 21Q: 3 clusters Score -231417.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -231427.203125 Penalty: 3754.428223 Iteration 22Q: 3 clusters Score -231427.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -231442.453125 Penalty: 3754.428223 Iteration 23Q: 3 clusters Score -231442.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -231451.734375 Penalty: 3754.428223 Iteration 24Q: 3 clusters Score -231451.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -231459.531250 Penalty: 3754.428223 Iteration 25Q: 3 clusters Score -231459.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -231467.171875 Penalty: 3754.428223 Iteration 26Q: 3 clusters Score -231467.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -231470.046875 Penalty: 3754.428223 Iteration 27Q: 3 clusters Score -231470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -231472.468750 Penalty: 3754.428223 Iteration 28Q: 3 clusters Score -231472.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -231476.484375 Penalty: 3754.428223 Iteration 29Q: 3 clusters Score -231476.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -231479.500000 Penalty: 3754.428223 Iteration 30Q: 3 clusters Score -231479.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -231482.140625 Penalty: 3754.428223 Iteration 31Q: 3 clusters Score -231482.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -231483.781250 Penalty: 3754.428223 Iteration 32Q: 3 clusters Score -231483.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -231485.765625 Penalty: 3754.428223 Iteration 33Q: 3 clusters Score -231485.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -231486.171875 Penalty: 3754.428223 Iteration 34Q: 3 clusters Score -231486.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -231487.390625 Penalty: 3754.428223 Iteration 35Q: 3 clusters Score -231487.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -231488.750000 Penalty: 3754.428223 Iteration 36Q: 3 clusters Score -231488.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -231490.890625 Penalty: 3754.428223 Iteration 37Q: 3 clusters Score -231490.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -231492.390625 Penalty: 3754.428223 Iteration 38Q: 3 clusters Score -231492.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -231494.156250 Penalty: 3754.428223 Iteration 39Q: 3 clusters Score -231494.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -231499.000000 Penalty: 3754.428223 Iteration 40F: 3 clusters Score -231499 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -231507.812500 Penalty: 3754.428223 Iteration 41Q: 3 clusters Score -231507.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -231513.234375 Penalty: 3754.428223 Iteration 42Q: 3 clusters Score -231513.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -231518.046875 Penalty: 3754.428223 Iteration 43Q: 3 clusters Score -231518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -231526.781250 Penalty: 3754.428223 Iteration 44Q: 3 clusters Score -231526.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -231534.265625 Penalty: 3754.428223 Iteration 45Q: 3 clusters Score -231534.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -231539.421875 Penalty: 3754.428223 Iteration 46Q: 3 clusters Score -231539.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -231543.171875 Penalty: 3754.428223 Iteration 47Q: 3 clusters Score -231543.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -231544.390625 Penalty: 3754.428223 Iteration 48Q: 3 clusters Score -231544.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -231545.984375 Penalty: 3754.428223 Iteration 49Q: 3 clusters Score -231546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -231547.781250 Penalty: 3754.428223 Iteration 50Q: 3 clusters Score -231547.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -231549.750000 Penalty: 3754.428223 Iteration 51Q: 3 clusters Score -231549.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -231551.062500 Penalty: 3754.428223 Iteration 52Q: 3 clusters Score -231551.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -231551.859375 Penalty: 3754.428223 Iteration 53Q: 3 clusters Score -231551.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -231551.859375 Penalty: 3754.428223 Iteration 54F: 3 clusters Score -231551.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24171 members Entering Unmasked Estep Score: -2927379.000000 Penalty: 2503.041504 Iteration 0F: 2 clusters Score -2927379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -2910603.250000 Penalty: 5006.083008 Iteration 0F: 3 clusters Score -2910603 nChanged 10681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -2916305.000000 Penalty: 5006.083008 Iteration 1F: 3 clusters Score -2916305 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -2916770.500000 Penalty: 5006.083008 Iteration 2F: 3 clusters Score -2916770 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -2917146.750000 Penalty: 5006.083008 Iteration 3Q: 3 clusters Score -2917147 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 12011 members Entering Unmasked Estep Score: -2917507.500000 Penalty: 5006.083008 Iteration 4Q: 3 clusters Score -2917508 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -2918027.500000 Penalty: 5006.083008 Iteration 5Q: 3 clusters Score -2918028 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -2918729.500000 Penalty: 5006.083008 Iteration 6Q: 3 clusters Score -2918730 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -2919645.500000 Penalty: 5006.083008 Iteration 7F: 3 clusters Score -2919646 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -2920726.250000 Penalty: 5006.083008 Iteration 8F: 3 clusters Score -2920726 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -2921882.500000 Penalty: 5006.083008 Iteration 9F: 3 clusters Score -2921882 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2923057.750000 Penalty: 5006.083008 Iteration 10F: 3 clusters Score -2923058 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17985 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -2924165.750000 Penalty: 5006.083008 Iteration 11F: 3 clusters Score -2924166 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -2925132.750000 Penalty: 5006.083008 Iteration 12F: 3 clusters Score -2925133 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20097 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -2925896.750000 Penalty: 5006.083008 Iteration 13Q: 3 clusters Score -2925897 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20760 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -2926336.500000 Penalty: 5006.083008 Iteration 14Q: 3 clusters Score -2926336 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21233 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -2926608.750000 Penalty: 5006.083008 Iteration 15Q: 3 clusters Score -2926609 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21599 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2926792.250000 Penalty: 5006.083008 Iteration 16Q: 3 clusters Score -2926792 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21857 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -2926903.500000 Penalty: 5006.083008 Iteration 17Q: 3 clusters Score -2926904 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22046 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -2926977.250000 Penalty: 5006.083008 Iteration 18Q: 3 clusters Score -2926977 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22188 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -2927041.750000 Penalty: 5006.083008 Iteration 19Q: 3 clusters Score -2927042 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22297 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -2927077.000000 Penalty: 5006.083008 Iteration 20F: 3 clusters Score -2927077 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22375 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -2927098.750000 Penalty: 5006.083008 Iteration 21Q: 3 clusters Score -2927099 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22435 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -2927116.000000 Penalty: 5006.083008 Iteration 22Q: 3 clusters Score -2927116 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22499 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -2927137.750000 Penalty: 5006.083008 Iteration 23Q: 3 clusters Score -2927138 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22550 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -2927143.750000 Penalty: 5006.083008 Iteration 24Q: 3 clusters Score -2927144 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22587 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -2927158.250000 Penalty: 5006.083008 Iteration 25Q: 3 clusters Score -2927158 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22619 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -2927168.250000 Penalty: 5006.083008 Iteration 26Q: 3 clusters Score -2927168 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -2927177.500000 Penalty: 5006.083008 Iteration 27Q: 3 clusters Score -2927178 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22657 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -2927176.750000 Penalty: 5006.083008 Iteration 28Q: 3 clusters Score -2927177 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22667 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -2927183.250000 Penalty: 5006.083008 Iteration 29Q: 3 clusters Score -2927183 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -2927178.750000 Penalty: 5006.083008 Iteration 30Q: 3 clusters Score -2927179 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22693 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -2927181.000000 Penalty: 5006.083008 Iteration 31Q: 3 clusters Score -2927181 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22698 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -2927184.250000 Penalty: 5006.083008 Iteration 32Q: 3 clusters Score -2927184 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22703 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -2927182.500000 Penalty: 5006.083008 Iteration 33Q: 3 clusters Score -2927182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22710 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -2927186.750000 Penalty: 5006.083008 Iteration 34Q: 3 clusters Score -2927187 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2927191.000000 Penalty: 5006.083008 Iteration 35Q: 3 clusters Score -2927191 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22720 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2927191.250000 Penalty: 5006.083008 Iteration 36Q: 3 clusters Score -2927191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -2927190.750000 Penalty: 5006.083008 Iteration 37Q: 3 clusters Score -2927191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22723 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -2927190.000000 Penalty: 5006.083008 Iteration 38Q: 3 clusters Score -2927190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -2927188.500000 Penalty: 5006.083008 Iteration 39Q: 3 clusters Score -2927188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -2927188.500000 Penalty: 5006.083008 Iteration 40F: 3 clusters Score -2927188 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Entering Unmasked Estep Score: -988689.562500 Penalty: 2243.187744 Iteration 0F: 2 clusters Score -988689.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -982088.437500 Penalty: 4486.375488 Iteration 0F: 3 clusters Score -982088.4 nChanged 3413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -983969.875000 Penalty: 4486.375488 Iteration 1F: 3 clusters Score -983969.9 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -984227.375000 Penalty: 4486.375488 Iteration 2F: 3 clusters Score -984227.4 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -984407.000000 Penalty: 4486.375488 Iteration 3Q: 3 clusters Score -984407 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -984556.937500 Penalty: 4486.375488 Iteration 4Q: 3 clusters Score -984556.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -984669.375000 Penalty: 4486.375488 Iteration 5Q: 3 clusters Score -984669.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -984774.000000 Penalty: 4486.375488 Iteration 6Q: 3 clusters Score -984774 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -984887.750000 Penalty: 4486.375488 Iteration 7Q: 3 clusters Score -984887.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -985021.187500 Penalty: 4486.375488 Iteration 8Q: 3 clusters Score -985021.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -985186.187500 Penalty: 4486.375488 Iteration 9Q: 3 clusters Score -985186.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -985382.812500 Penalty: 4486.375488 Iteration 10Q: 3 clusters Score -985382.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -985588.062500 Penalty: 4486.375488 Iteration 11Q: 3 clusters Score -985588.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -985796.125000 Penalty: 4486.375488 Iteration 12Q: 3 clusters Score -985796.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -985996.125000 Penalty: 4486.375488 Iteration 13Q: 3 clusters Score -985996.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -986183.125000 Penalty: 4486.375488 Iteration 14Q: 3 clusters Score -986183.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -986333.750000 Penalty: 4486.375488 Iteration 15Q: 3 clusters Score -986333.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -986455.625000 Penalty: 4486.375488 Iteration 16Q: 3 clusters Score -986455.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -986570.375000 Penalty: 4486.375488 Iteration 17Q: 3 clusters Score -986570.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -986668.562500 Penalty: 4486.375488 Iteration 18Q: 3 clusters Score -986668.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -986741.375000 Penalty: 4486.375488 Iteration 19Q: 3 clusters Score -986741.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -986785.250000 Penalty: 4486.375488 Iteration 20F: 3 clusters Score -986785.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -986821.250000 Penalty: 4486.375488 Iteration 21Q: 3 clusters Score -986821.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -986845.375000 Penalty: 4486.375488 Iteration 22Q: 3 clusters Score -986845.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -986870.562500 Penalty: 4486.375488 Iteration 23Q: 3 clusters Score -986870.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -986893.687500 Penalty: 4486.375488 Iteration 24Q: 3 clusters Score -986893.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -986908.875000 Penalty: 4486.375488 Iteration 25Q: 3 clusters Score -986908.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -986916.750000 Penalty: 4486.375488 Iteration 26Q: 3 clusters Score -986916.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -986922.500000 Penalty: 4486.375488 Iteration 27Q: 3 clusters Score -986922.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -986931.625000 Penalty: 4486.375488 Iteration 28Q: 3 clusters Score -986931.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -986937.875000 Penalty: 4486.375488 Iteration 29Q: 3 clusters Score -986937.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -986941.125000 Penalty: 4486.375488 Iteration 30Q: 3 clusters Score -986941.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -986946.125000 Penalty: 4486.375488 Iteration 31Q: 3 clusters Score -986946.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -986950.562500 Penalty: 4486.375488 Iteration 32Q: 3 clusters Score -986950.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -986951.125000 Penalty: 4486.375488 Iteration 33Q: 3 clusters Score -986951.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -986958.937500 Penalty: 4486.375488 Iteration 34Q: 3 clusters Score -986958.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -986960.437500 Penalty: 4486.375488 Iteration 35Q: 3 clusters Score -986960.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -986970.250000 Penalty: 4486.375488 Iteration 36Q: 3 clusters Score -986970.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -986974.125000 Penalty: 4486.375488 Iteration 37Q: 3 clusters Score -986974.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -986980.562500 Penalty: 4486.375488 Iteration 38Q: 3 clusters Score -986980.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -986986.062500 Penalty: 4486.375488 Iteration 39Q: 3 clusters Score -986986.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -986989.687500 Penalty: 4486.375488 Iteration 40F: 3 clusters Score -986989.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -986990.562500 Penalty: 4486.375488 Iteration 41Q: 3 clusters Score -986990.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -986993.437500 Penalty: 4486.375488 Iteration 42Q: 3 clusters Score -986993.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -986992.000000 Penalty: 4486.375488 Iteration 43Q: 3 clusters Score -986992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -986993.562500 Penalty: 4486.375488 Iteration 44Q: 3 clusters Score -986993.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -986993.562500 Penalty: 4486.375488 Iteration 45F: 3 clusters Score -986993.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (36521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36521 members Entering Unmasked Estep Score: -4352800.500000 Penalty: 2605.399414 Iteration 0F: 2 clusters Score -4352800 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18416 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -4327982.500000 Penalty: 5210.798828 Iteration 0F: 3 clusters Score -4327982 nChanged 16616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19274 members Mstep: Class 2 contains 17247 members Entering Unmasked Estep Score: -4337288.500000 Penalty: 5210.798828 Iteration 1F: 3 clusters Score -4337288 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 16501 members Entering Unmasked Estep Score: -4337980.000000 Penalty: 5210.798828 Iteration 2Q: 3 clusters Score -4337980 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20973 members Mstep: Class 2 contains 15548 members Entering Unmasked Estep Score: -4338788.000000 Penalty: 5210.798828 Iteration 3F: 3 clusters Score -4338788 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22277 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -4339801.000000 Penalty: 5210.798828 Iteration 4F: 3 clusters Score -4339801 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23878 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -4340993.000000 Penalty: 5210.798828 Iteration 5F: 3 clusters Score -4340993 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25761 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -4342505.000000 Penalty: 5210.798828 Iteration 6F: 3 clusters Score -4342505 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27740 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -4344086.000000 Penalty: 5210.798828 Iteration 7F: 3 clusters Score -4344086 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29635 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -4345607.000000 Penalty: 5210.798828 Iteration 8F: 3 clusters Score -4345607 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31230 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -4346873.500000 Penalty: 5210.798828 Iteration 9Q: 3 clusters Score -4346874 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32627 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -4348018.000000 Penalty: 5210.798828 Iteration 10Q: 3 clusters Score -4348018 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33666 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -4348835.500000 Penalty: 5210.798828 Iteration 11Q: 3 clusters Score -4348836 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34356 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -4349404.000000 Penalty: 5210.798828 Iteration 12Q: 3 clusters Score -4349404 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34837 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -4349814.000000 Penalty: 5210.798828 Iteration 13Q: 3 clusters Score -4349814 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35108 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -4350069.000000 Penalty: 5210.798828 Iteration 14Q: 3 clusters Score -4350069 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35298 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -4350236.500000 Penalty: 5210.798828 Iteration 15Q: 3 clusters Score -4350236 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35403 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -4350362.500000 Penalty: 5210.798828 Iteration 16Q: 3 clusters Score -4350362 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35494 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -4350461.000000 Penalty: 5210.798828 Iteration 17Q: 3 clusters Score -4350461 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35561 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -4350522.500000 Penalty: 5210.798828 Iteration 18Q: 3 clusters Score -4350522 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35596 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -4350547.000000 Penalty: 5210.798828 Iteration 19Q: 3 clusters Score -4350547 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35622 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -4350579.000000 Penalty: 5210.798828 Iteration 20F: 3 clusters Score -4350579 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35649 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -4350604.500000 Penalty: 5210.798828 Iteration 21Q: 3 clusters Score -4350604 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35668 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -4350630.000000 Penalty: 5210.798828 Iteration 22Q: 3 clusters Score -4350630 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35680 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -4350650.000000 Penalty: 5210.798828 Iteration 23Q: 3 clusters Score -4350650 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35696 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -4350674.000000 Penalty: 5210.798828 Iteration 24Q: 3 clusters Score -4350674 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35707 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4350698.000000 Penalty: 5210.798828 Iteration 25Q: 3 clusters Score -4350698 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35716 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -4350705.000000 Penalty: 5210.798828 Iteration 26Q: 3 clusters Score -4350705 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35721 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -4350716.500000 Penalty: 5210.798828 Iteration 27Q: 3 clusters Score -4350716 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35730 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -4350729.500000 Penalty: 5210.798828 Iteration 28Q: 3 clusters Score -4350730 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35742 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -4350737.000000 Penalty: 5210.798828 Iteration 29Q: 3 clusters Score -4350737 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35746 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4350743.500000 Penalty: 5210.798828 Iteration 30Q: 3 clusters Score -4350744 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35757 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -4350747.500000 Penalty: 5210.798828 Iteration 31Q: 3 clusters Score -4350748 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35773 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -4350757.500000 Penalty: 5210.798828 Iteration 32Q: 3 clusters Score -4350758 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35788 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -4350771.000000 Penalty: 5210.798828 Iteration 33Q: 3 clusters Score -4350771 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35805 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -4350782.000000 Penalty: 5210.798828 Iteration 34Q: 3 clusters Score -4350782 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35817 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -4350795.000000 Penalty: 5210.798828 Iteration 35Q: 3 clusters Score -4350795 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35827 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -4350814.000000 Penalty: 5210.798828 Iteration 36Q: 3 clusters Score -4350814 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35837 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -4350833.500000 Penalty: 5210.798828 Iteration 37Q: 3 clusters Score -4350834 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35854 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -4350879.000000 Penalty: 5210.798828 Iteration 38Q: 3 clusters Score -4350879 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35862 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -4350899.500000 Penalty: 5210.798828 Iteration 39Q: 3 clusters Score -4350900 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35857 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -4350914.000000 Penalty: 5210.798828 Iteration 40F: 3 clusters Score -4350914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35856 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -4350918.000000 Penalty: 5210.798828 Iteration 41Q: 3 clusters Score -4350918 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35847 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -4350916.000000 Penalty: 5210.798828 Iteration 42Q: 3 clusters Score -4350916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35845 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -4350920.500000 Penalty: 5210.798828 Iteration 43Q: 3 clusters Score -4350920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35843 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -4350920.000000 Penalty: 5210.798828 Iteration 44Q: 3 clusters Score -4350920 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35842 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -4350918.500000 Penalty: 5210.798828 Iteration 45Q: 3 clusters Score -4350918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35839 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -4350921.000000 Penalty: 5210.798828 Iteration 46Q: 3 clusters Score -4350921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35834 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -4350928.000000 Penalty: 5210.798828 Iteration 47Q: 3 clusters Score -4350928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35832 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -4350925.000000 Penalty: 5210.798828 Iteration 48Q: 3 clusters Score -4350925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35830 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -4350928.000000 Penalty: 5210.798828 Iteration 49Q: 3 clusters Score -4350928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35830 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -4350928.000000 Penalty: 5210.798828 Iteration 50F: 3 clusters Score -4350928 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (42009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42009 members Entering Unmasked Estep Score: -5179912.500000 Penalty: 2640.118652 Iteration 0F: 2 clusters Score -5179912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20947 members Mstep: Class 2 contains 21062 members Entering Unmasked Estep Score: -5151469.000000 Penalty: 5280.237305 Iteration 0F: 3 clusters Score -5151469 nChanged 19215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19948 members Mstep: Class 2 contains 22061 members Entering Unmasked Estep Score: -5162174.000000 Penalty: 5280.237305 Iteration 1F: 3 clusters Score -5162174 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19230 members Mstep: Class 2 contains 22779 members Entering Unmasked Estep Score: -5162959.500000 Penalty: 5280.237305 Iteration 2Q: 3 clusters Score -5162960 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18249 members Mstep: Class 2 contains 23760 members Entering Unmasked Estep Score: -5163920.000000 Penalty: 5280.237305 Iteration 3F: 3 clusters Score -5163920 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16945 members Mstep: Class 2 contains 25064 members Entering Unmasked Estep Score: -5165142.500000 Penalty: 5280.237305 Iteration 4F: 3 clusters Score -5165142 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 26649 members Entering Unmasked Estep Score: -5166573.000000 Penalty: 5280.237305 Iteration 5F: 3 clusters Score -5166573 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 28429 members Entering Unmasked Estep Score: -5168039.000000 Penalty: 5280.237305 Iteration 6F: 3 clusters Score -5168039 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 30230 members Entering Unmasked Estep Score: -5169409.500000 Penalty: 5280.237305 Iteration 7F: 3 clusters Score -5169410 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 32026 members Entering Unmasked Estep Score: -5170670.000000 Penalty: 5280.237305 Iteration 8F: 3 clusters Score -5170670 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 33710 members Entering Unmasked Estep Score: -5171775.500000 Penalty: 5280.237305 Iteration 9Q: 3 clusters Score -5171776 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 35268 members Entering Unmasked Estep Score: -5172819.000000 Penalty: 5280.237305 Iteration 10Q: 3 clusters Score -5172819 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 36678 members Entering Unmasked Estep Score: -5173834.000000 Penalty: 5280.237305 Iteration 11Q: 3 clusters Score -5173834 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 37970 members Entering Unmasked Estep Score: -5174776.000000 Penalty: 5280.237305 Iteration 12Q: 3 clusters Score -5174776 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 39019 members Entering Unmasked Estep Score: -5175601.000000 Penalty: 5280.237305 Iteration 13Q: 3 clusters Score -5175601 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 39845 members Entering Unmasked Estep Score: -5176329.000000 Penalty: 5280.237305 Iteration 14Q: 3 clusters Score -5176329 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 40395 members Entering Unmasked Estep Score: -5176820.500000 Penalty: 5280.237305 Iteration 15Q: 3 clusters Score -5176820 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 40720 members Entering Unmasked Estep Score: -5177116.500000 Penalty: 5280.237305 Iteration 16Q: 3 clusters Score -5177116 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 40925 members Entering Unmasked Estep Score: -5177335.000000 Penalty: 5280.237305 Iteration 17Q: 3 clusters Score -5177335 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 41042 members Entering Unmasked Estep Score: -5177426.000000 Penalty: 5280.237305 Iteration 18Q: 3 clusters Score -5177426 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 41108 members Entering Unmasked Estep Score: -5177493.500000 Penalty: 5280.237305 Iteration 19Q: 3 clusters Score -5177494 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 41159 members Entering Unmasked Estep Score: -5177535.000000 Penalty: 5280.237305 Iteration 20F: 3 clusters Score -5177535 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 41203 members Entering Unmasked Estep Score: -5177579.000000 Penalty: 5280.237305 Iteration 21Q: 3 clusters Score -5177579 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 41245 members Entering Unmasked Estep Score: -5177622.000000 Penalty: 5280.237305 Iteration 22Q: 3 clusters Score -5177622 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 41271 members Entering Unmasked Estep Score: -5177650.500000 Penalty: 5280.237305 Iteration 23Q: 3 clusters Score -5177650 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 41291 members Entering Unmasked Estep Score: -5177670.500000 Penalty: 5280.237305 Iteration 24Q: 3 clusters Score -5177670 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 41306 members Entering Unmasked Estep Score: -5177680.000000 Penalty: 5280.237305 Iteration 25Q: 3 clusters Score -5177680 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 41314 members Entering Unmasked Estep Score: -5177699.000000 Penalty: 5280.237305 Iteration 26Q: 3 clusters Score -5177699 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 41320 members Entering Unmasked Estep Score: -5177709.000000 Penalty: 5280.237305 Iteration 27Q: 3 clusters Score -5177709 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 41321 members Entering Unmasked Estep Score: -5177718.000000 Penalty: 5280.237305 Iteration 28Q: 3 clusters Score -5177718 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 41327 members Entering Unmasked Estep Score: -5177716.500000 Penalty: 5280.237305 Iteration 29Q: 3 clusters Score -5177716 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 41330 members Entering Unmasked Estep Score: -5177728.500000 Penalty: 5280.237305 Iteration 30Q: 3 clusters Score -5177728 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 41333 members Entering Unmasked Estep Score: -5177723.500000 Penalty: 5280.237305 Iteration 31Q: 3 clusters Score -5177724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 41334 members Entering Unmasked Estep Score: -5177724.000000 Penalty: 5280.237305 Iteration 32Q: 3 clusters Score -5177724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 41337 members Entering Unmasked Estep Score: -5177722.000000 Penalty: 5280.237305 Iteration 33Q: 3 clusters Score -5177722 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 41342 members Entering Unmasked Estep Score: -5177734.000000 Penalty: 5280.237305 Iteration 34Q: 3 clusters Score -5177734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 41343 members Entering Unmasked Estep Score: -5177737.000000 Penalty: 5280.237305 Iteration 35Q: 3 clusters Score -5177737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 41345 members Entering Unmasked Estep Score: -5177737.000000 Penalty: 5280.237305 Iteration 36Q: 3 clusters Score -5177737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 41346 members Entering Unmasked Estep Score: -5177736.500000 Penalty: 5280.237305 Iteration 37Q: 3 clusters Score -5177736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 41348 members Entering Unmasked Estep Score: -5177736.500000 Penalty: 5280.237305 Iteration 38Q: 3 clusters Score -5177736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 41349 members Entering Unmasked Estep Score: -5177737.000000 Penalty: 5280.237305 Iteration 39Q: 3 clusters Score -5177737 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 41349 members Entering Unmasked Estep Score: -5177737.000000 Penalty: 5280.237305 Iteration 40F: 3 clusters Score -5177737 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Entering Unmasked Estep Score: -853846.312500 Penalty: 2207.065674 Iteration 0F: 2 clusters Score -853846.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -847874.875000 Penalty: 4414.131348 Iteration 0F: 3 clusters Score -847874.9 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -849499.062500 Penalty: 4414.131348 Iteration 1F: 3 clusters Score -849499.1 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -849838.375000 Penalty: 4414.131348 Iteration 2F: 3 clusters Score -849838.4 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -850100.250000 Penalty: 4414.131348 Iteration 3F: 3 clusters Score -850100.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -850379.250000 Penalty: 4414.131348 Iteration 4F: 3 clusters Score -850379.2 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -850678.250000 Penalty: 4414.131348 Iteration 5F: 3 clusters Score -850678.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -850956.312500 Penalty: 4414.131348 Iteration 6F: 3 clusters Score -850956.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -851203.687500 Penalty: 4414.131348 Iteration 7Q: 3 clusters Score -851203.7 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -851497.375000 Penalty: 4414.131348 Iteration 8Q: 3 clusters Score -851497.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -851780.937500 Penalty: 4414.131348 Iteration 9Q: 3 clusters Score -851780.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -852002.187500 Penalty: 4414.131348 Iteration 10Q: 3 clusters Score -852002.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -852158.937500 Penalty: 4414.131348 Iteration 11Q: 3 clusters Score -852158.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -852287.187500 Penalty: 4414.131348 Iteration 12Q: 3 clusters Score -852287.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -852406.375000 Penalty: 4414.131348 Iteration 13Q: 3 clusters Score -852406.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -852501.562500 Penalty: 4414.131348 Iteration 14Q: 3 clusters Score -852501.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -852564.437500 Penalty: 4414.131348 Iteration 15Q: 3 clusters Score -852564.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -852595.562500 Penalty: 4414.131348 Iteration 16Q: 3 clusters Score -852595.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -852615.375000 Penalty: 4414.131348 Iteration 17Q: 3 clusters Score -852615.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -852626.500000 Penalty: 4414.131348 Iteration 18Q: 3 clusters Score -852626.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -852634.562500 Penalty: 4414.131348 Iteration 19Q: 3 clusters Score -852634.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -852642.687500 Penalty: 4414.131348 Iteration 20F: 3 clusters Score -852642.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -852651.312500 Penalty: 4414.131348 Iteration 21Q: 3 clusters Score -852651.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -852654.062500 Penalty: 4414.131348 Iteration 22Q: 3 clusters Score -852654.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -852658.062500 Penalty: 4414.131348 Iteration 23Q: 3 clusters Score -852658.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -852658.687500 Penalty: 4414.131348 Iteration 24Q: 3 clusters Score -852658.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -852659.937500 Penalty: 4414.131348 Iteration 25Q: 3 clusters Score -852659.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -852660.125000 Penalty: 4414.131348 Iteration 26Q: 3 clusters Score -852660.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -852663.000000 Penalty: 4414.131348 Iteration 27Q: 3 clusters Score -852663 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -852663.062500 Penalty: 4414.131348 Iteration 28Q: 3 clusters Score -852663.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -852663.625000 Penalty: 4414.131348 Iteration 29Q: 3 clusters Score -852663.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -852664.562500 Penalty: 4414.131348 Iteration 30Q: 3 clusters Score -852664.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -852664.562500 Penalty: 4414.131348 Iteration 31F: 3 clusters Score -852664.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Entering Unmasked Estep Score: -1046538.000000 Penalty: 2266.885986 Iteration 0F: 2 clusters Score -1046538 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1039226.562500 Penalty: 4533.771973 Iteration 0F: 3 clusters Score -1039227 nChanged 3873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1041454.062500 Penalty: 4533.771973 Iteration 1F: 3 clusters Score -1041454 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1041860.000000 Penalty: 4533.771973 Iteration 2F: 3 clusters Score -1041860 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1042133.812500 Penalty: 4533.771973 Iteration 3F: 3 clusters Score -1042134 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1042397.625000 Penalty: 4533.771973 Iteration 4F: 3 clusters Score -1042398 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1042677.312500 Penalty: 4533.771973 Iteration 5Q: 3 clusters Score -1042677 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1042951.750000 Penalty: 4533.771973 Iteration 6Q: 3 clusters Score -1042952 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1043216.562500 Penalty: 4533.771973 Iteration 7Q: 3 clusters Score -1043217 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1043487.437500 Penalty: 4533.771973 Iteration 8Q: 3 clusters Score -1043487 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1043731.250000 Penalty: 4533.771973 Iteration 9Q: 3 clusters Score -1043731 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -1043939.500000 Penalty: 4533.771973 Iteration 10Q: 3 clusters Score -1043940 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1044134.125000 Penalty: 4533.771973 Iteration 11Q: 3 clusters Score -1044134 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -1044300.750000 Penalty: 4533.771973 Iteration 12Q: 3 clusters Score -1044301 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1044427.062500 Penalty: 4533.771973 Iteration 13Q: 3 clusters Score -1044427 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1044528.500000 Penalty: 4533.771973 Iteration 14Q: 3 clusters Score -1044528 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1044589.687500 Penalty: 4533.771973 Iteration 15Q: 3 clusters Score -1044590 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1044646.687500 Penalty: 4533.771973 Iteration 16Q: 3 clusters Score -1044647 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1044697.500000 Penalty: 4533.771973 Iteration 17Q: 3 clusters Score -1044698 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1044729.062500 Penalty: 4533.771973 Iteration 18Q: 3 clusters Score -1044729 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1044747.250000 Penalty: 4533.771973 Iteration 19Q: 3 clusters Score -1044747 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1044769.125000 Penalty: 4533.771973 Iteration 20F: 3 clusters Score -1044769 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1044778.625000 Penalty: 4533.771973 Iteration 21Q: 3 clusters Score -1044779 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1044791.000000 Penalty: 4533.771973 Iteration 22Q: 3 clusters Score -1044791 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1044806.875000 Penalty: 4533.771973 Iteration 23Q: 3 clusters Score -1044807 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -1044826.250000 Penalty: 4533.771973 Iteration 24Q: 3 clusters Score -1044826 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1044845.875000 Penalty: 4533.771973 Iteration 25Q: 3 clusters Score -1044846 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -1044866.312500 Penalty: 4533.771973 Iteration 26Q: 3 clusters Score -1044866 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1044875.125000 Penalty: 4533.771973 Iteration 27Q: 3 clusters Score -1044875 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1044887.562500 Penalty: 4533.771973 Iteration 28Q: 3 clusters Score -1044888 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1044901.437500 Penalty: 4533.771973 Iteration 29Q: 3 clusters Score -1044901 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1044912.125000 Penalty: 4533.771973 Iteration 30Q: 3 clusters Score -1044912 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1044923.562500 Penalty: 4533.771973 Iteration 31Q: 3 clusters Score -1044924 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1044934.250000 Penalty: 4533.771973 Iteration 32Q: 3 clusters Score -1044934 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1044948.625000 Penalty: 4533.771973 Iteration 33Q: 3 clusters Score -1044949 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1044961.500000 Penalty: 4533.771973 Iteration 34Q: 3 clusters Score -1044962 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1044978.375000 Penalty: 4533.771973 Iteration 35Q: 3 clusters Score -1044978 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1044995.062500 Penalty: 4533.771973 Iteration 36Q: 3 clusters Score -1044995 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1045010.812500 Penalty: 4533.771973 Iteration 37Q: 3 clusters Score -1045011 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1045020.250000 Penalty: 4533.771973 Iteration 38Q: 3 clusters Score -1045020 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1045033.375000 Penalty: 4533.771973 Iteration 39Q: 3 clusters Score -1045033 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1045048.875000 Penalty: 4533.771973 Iteration 40F: 3 clusters Score -1045049 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1045060.812500 Penalty: 4533.771973 Iteration 41Q: 3 clusters Score -1045061 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1045081.375000 Penalty: 4533.771973 Iteration 42Q: 3 clusters Score -1045081 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1045098.812500 Penalty: 4533.771973 Iteration 43Q: 3 clusters Score -1045099 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1045117.187500 Penalty: 4533.771973 Iteration 44Q: 3 clusters Score -1045117 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -1045130.375000 Penalty: 4533.771973 Iteration 45Q: 3 clusters Score -1045130 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1045145.812500 Penalty: 4533.771973 Iteration 46Q: 3 clusters Score -1045146 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1045158.375000 Penalty: 4533.771973 Iteration 47Q: 3 clusters Score -1045158 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1045167.812500 Penalty: 4533.771973 Iteration 48Q: 3 clusters Score -1045168 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1045170.750000 Penalty: 4533.771973 Iteration 49Q: 3 clusters Score -1045171 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1045174.937500 Penalty: 4533.771973 Iteration 50Q: 3 clusters Score -1045175 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1045179.500000 Penalty: 4533.771973 Iteration 51Q: 3 clusters Score -1045180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -1045181.187500 Penalty: 4533.771973 Iteration 52Q: 3 clusters Score -1045181 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1045185.312500 Penalty: 4533.771973 Iteration 53Q: 3 clusters Score -1045185 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1045189.312500 Penalty: 4533.771973 Iteration 54Q: 3 clusters Score -1045189 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1045190.812500 Penalty: 4533.771973 Iteration 55Q: 3 clusters Score -1045191 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1045190.750000 Penalty: 4533.771973 Iteration 56Q: 3 clusters Score -1045191 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1045192.875000 Penalty: 4533.771973 Iteration 57Q: 3 clusters Score -1045193 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1045193.250000 Penalty: 4533.771973 Iteration 58Q: 3 clusters Score -1045193 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1045195.312500 Penalty: 4533.771973 Iteration 59Q: 3 clusters Score -1045195 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -1045199.687500 Penalty: 4533.771973 Iteration 60F: 3 clusters Score -1045200 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1045205.812500 Penalty: 4533.771973 Iteration 61Q: 3 clusters Score -1045206 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1045209.500000 Penalty: 4533.771973 Iteration 62Q: 3 clusters Score -1045210 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1045212.750000 Penalty: 4533.771973 Iteration 63Q: 3 clusters Score -1045213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1045216.187500 Penalty: 4533.771973 Iteration 64Q: 3 clusters Score -1045216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1045216.875000 Penalty: 4533.771973 Iteration 65Q: 3 clusters Score -1045217 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1045222.437500 Penalty: 4533.771973 Iteration 66Q: 3 clusters Score -1045222 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1045220.187500 Penalty: 4533.771973 Iteration 67Q: 3 clusters Score -1045220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1045224.687500 Penalty: 4533.771973 Iteration 68Q: 3 clusters Score -1045225 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1045225.562500 Penalty: 4533.771973 Iteration 69Q: 3 clusters Score -1045226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1045225.375000 Penalty: 4533.771973 Iteration 70Q: 3 clusters Score -1045225 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1045225.875000 Penalty: 4533.771973 Iteration 71Q: 3 clusters Score -1045226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1045226.000000 Penalty: 4533.771973 Iteration 72Q: 3 clusters Score -1045226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1045226.500000 Penalty: 4533.771973 Iteration 73Q: 3 clusters Score -1045226 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1045226.875000 Penalty: 4533.771973 Iteration 74Q: 3 clusters Score -1045227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1045227.437500 Penalty: 4533.771973 Iteration 75Q: 3 clusters Score -1045227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1045226.687500 Penalty: 4533.771973 Iteration 76Q: 3 clusters Score -1045227 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1045228.625000 Penalty: 4533.771973 Iteration 77Q: 3 clusters Score -1045229 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1045232.500000 Penalty: 4533.771973 Iteration 78Q: 3 clusters Score -1045232 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1045234.000000 Penalty: 4533.771973 Iteration 79Q: 3 clusters Score -1045234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1045235.000000 Penalty: 4533.771973 Iteration 80F: 3 clusters Score -1045235 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1045233.375000 Penalty: 4533.771973 Iteration 81Q: 3 clusters Score -1045233 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1045234.562500 Penalty: 4533.771973 Iteration 82Q: 3 clusters Score -1045235 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1045236.000000 Penalty: 4533.771973 Iteration 83Q: 3 clusters Score -1045236 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1045236.437500 Penalty: 4533.771973 Iteration 84Q: 3 clusters Score -1045236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1045239.062500 Penalty: 4533.771973 Iteration 85Q: 3 clusters Score -1045239 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1045239.500000 Penalty: 4533.771973 Iteration 86Q: 3 clusters Score -1045240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1045241.250000 Penalty: 4533.771973 Iteration 87Q: 3 clusters Score -1045241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1045240.687500 Penalty: 4533.771973 Iteration 88Q: 3 clusters Score -1045241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1045240.687500 Penalty: 4533.771973 Iteration 89F: 3 clusters Score -1045241 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Entering Unmasked Estep Score: -1461811.375000 Penalty: 2339.761963 Iteration 0F: 2 clusters Score -1461811 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1452599.500000 Penalty: 4679.523926 Iteration 0F: 3 clusters Score -1452600 nChanged 5284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1455572.125000 Penalty: 4679.523926 Iteration 1F: 3 clusters Score -1455572 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1456059.375000 Penalty: 4679.523926 Iteration 2F: 3 clusters Score -1456059 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1456447.250000 Penalty: 4679.523926 Iteration 3F: 3 clusters Score -1456447 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -1456789.125000 Penalty: 4679.523926 Iteration 4F: 3 clusters Score -1456789 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1457117.750000 Penalty: 4679.523926 Iteration 5Q: 3 clusters Score -1457118 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1457466.625000 Penalty: 4679.523926 Iteration 6Q: 3 clusters Score -1457467 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1457753.000000 Penalty: 4679.523926 Iteration 7Q: 3 clusters Score -1457753 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -1458018.500000 Penalty: 4679.523926 Iteration 8Q: 3 clusters Score -1458018 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -1458285.500000 Penalty: 4679.523926 Iteration 9Q: 3 clusters Score -1458286 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1458534.750000 Penalty: 4679.523926 Iteration 10Q: 3 clusters Score -1458535 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -1458755.500000 Penalty: 4679.523926 Iteration 11Q: 3 clusters Score -1458756 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1459003.375000 Penalty: 4679.523926 Iteration 12Q: 3 clusters Score -1459003 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -1459231.125000 Penalty: 4679.523926 Iteration 13Q: 3 clusters Score -1459231 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -1459454.000000 Penalty: 4679.523926 Iteration 14Q: 3 clusters Score -1459454 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -1459640.875000 Penalty: 4679.523926 Iteration 15Q: 3 clusters Score -1459641 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -1459807.125000 Penalty: 4679.523926 Iteration 16Q: 3 clusters Score -1459807 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1459932.375000 Penalty: 4679.523926 Iteration 17Q: 3 clusters Score -1459932 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -1460022.750000 Penalty: 4679.523926 Iteration 18Q: 3 clusters Score -1460023 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 9687 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1460292.750000 Penalty: 4679.523926 Iteration 23Q: 3 clusters Score -1460293 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1460328.000000 Penalty: 4679.523926 Iteration 24Q: 3 clusters Score -1460328 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1460357.750000 Penalty: 4679.523926 Iteration 25Q: 3 clusters Score -1460358 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -1460377.000000 Penalty: 4679.523926 Iteration 26Q: 3 clusters Score -1460377 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 9999 members Entering Unmasked Estep Score: -1460401.250000 Penalty: 4679.523926 Iteration 27Q: 3 clusters Score -1460401 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -1460418.000000 Penalty: 4679.523926 Iteration 28Q: 3 clusters Score -1460418 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -1460431.625000 Penalty: 4679.523926 Iteration 29Q: 3 clusters Score -1460432 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -1460442.375000 Penalty: 4679.523926 Iteration 30Q: 3 clusters Score -1460442 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 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Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -1460483.375000 Penalty: 4679.523926 Iteration 35Q: 3 clusters Score -1460483 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1460488.625000 Penalty: 4679.523926 Iteration 36Q: 3 clusters Score -1460489 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -1460491.375000 Penalty: 4679.523926 Iteration 37Q: 3 clusters Score -1460491 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -1460497.875000 Penalty: 4679.523926 Iteration 38Q: 3 clusters Score -1460498 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -1460496.000000 Penalty: 4679.523926 Iteration 39Q: 3 clusters Score -1460496 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1460501.125000 Penalty: 4679.523926 Iteration 40F: 3 clusters Score -1460501 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -1460504.250000 Penalty: 4679.523926 Iteration 41Q: 3 clusters Score -1460504 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -1460510.250000 Penalty: 4679.523926 Iteration 42Q: 3 clusters Score -1460510 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -1460520.250000 Penalty: 4679.523926 Iteration 43Q: 3 clusters Score -1460520 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -1460522.250000 Penalty: 4679.523926 Iteration 44Q: 3 clusters Score -1460522 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -1460524.500000 Penalty: 4679.523926 Iteration 45Q: 3 clusters Score -1460524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -1460519.125000 Penalty: 4679.523926 Iteration 46Q: 3 clusters Score -1460519 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1460521.125000 Penalty: 4679.523926 Iteration 47Q: 3 clusters Score -1460521 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1460526.875000 Penalty: 4679.523926 Iteration 48Q: 3 clusters Score -1460527 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 9907 members Entering Unmasked Estep Score: -1460528.875000 Penalty: 4679.523926 Iteration 49Q: 3 clusters Score -1460529 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -1460527.125000 Penalty: 4679.523926 Iteration 50Q: 3 clusters Score -1460527 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -1460529.250000 Penalty: 4679.523926 Iteration 51Q: 3 clusters Score -1460529 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 9887 members Entering Unmasked Estep Score: -1460535.250000 Penalty: 4679.523926 Iteration 52Q: 3 clusters Score -1460535 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -1460537.125000 Penalty: 4679.523926 Iteration 53Q: 3 clusters Score -1460537 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -1460534.375000 Penalty: 4679.523926 Iteration 54Q: 3 clusters Score -1460534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -1460534.125000 Penalty: 4679.523926 Iteration 55Q: 3 clusters Score -1460534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -1460535.375000 Penalty: 4679.523926 Iteration 56Q: 3 clusters Score -1460535 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1460538.125000 Penalty: 4679.523926 Iteration 57Q: 3 clusters Score -1460538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1460538.125000 Penalty: 4679.523926 Iteration 58F: 3 clusters Score -1460538 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Entering Unmasked Estep Score: -622889.062500 Penalty: 2127.555420 Iteration 0F: 2 clusters Score -622889.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -618219.375000 Penalty: 4255.110840 Iteration 0F: 3 clusters Score -618219.4 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -619297.187500 Penalty: 4255.110840 Iteration 1F: 3 clusters Score -619297.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -619517.187500 Penalty: 4255.110840 Iteration 2F: 3 clusters Score -619517.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -619672.562500 Penalty: 4255.110840 Iteration 3Q: 3 clusters Score -619672.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -619777.437500 Penalty: 4255.110840 Iteration 4Q: 3 clusters Score -619777.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -619875.000000 Penalty: 4255.110840 Iteration 5Q: 3 clusters Score -619875 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -619969.187500 Penalty: 4255.110840 Iteration 6Q: 3 clusters Score -619969.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -620065.187500 Penalty: 4255.110840 Iteration 7Q: 3 clusters Score -620065.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -620165.312500 Penalty: 4255.110840 Iteration 8Q: 3 clusters Score -620165.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -620247.687500 Penalty: 4255.110840 Iteration 9Q: 3 clusters Score -620247.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -620330.812500 Penalty: 4255.110840 Iteration 10Q: 3 clusters Score -620330.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -620402.500000 Penalty: 4255.110840 Iteration 11Q: 3 clusters Score -620402.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -620485.000000 Penalty: 4255.110840 Iteration 12Q: 3 clusters Score -620485 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -620552.812500 Penalty: 4255.110840 Iteration 13Q: 3 clusters Score -620552.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -620617.812500 Penalty: 4255.110840 Iteration 14Q: 3 clusters Score -620617.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -620673.250000 Penalty: 4255.110840 Iteration 15Q: 3 clusters Score -620673.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -620726.125000 Penalty: 4255.110840 Iteration 16Q: 3 clusters Score -620726.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -620761.000000 Penalty: 4255.110840 Iteration 17Q: 3 clusters Score -620761 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -620798.812500 Penalty: 4255.110840 Iteration 18Q: 3 clusters Score -620798.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -620832.187500 Penalty: 4255.110840 Iteration 19Q: 3 clusters Score -620832.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -620861.937500 Penalty: 4255.110840 Iteration 20F: 3 clusters Score -620861.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -620886.375000 Penalty: 4255.110840 Iteration 21Q: 3 clusters Score -620886.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -620902.750000 Penalty: 4255.110840 Iteration 22Q: 3 clusters Score -620902.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -620917.000000 Penalty: 4255.110840 Iteration 23Q: 3 clusters Score -620917 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -620931.000000 Penalty: 4255.110840 Iteration 24Q: 3 clusters Score -620931 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -620943.687500 Penalty: 4255.110840 Iteration 25Q: 3 clusters Score -620943.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -620958.375000 Penalty: 4255.110840 Iteration 26Q: 3 clusters Score -620958.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -620974.562500 Penalty: 4255.110840 Iteration 27Q: 3 clusters Score -620974.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -620987.562500 Penalty: 4255.110840 Iteration 28Q: 3 clusters Score -620987.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -621002.187500 Penalty: 4255.110840 Iteration 29Q: 3 clusters Score -621002.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -621012.562500 Penalty: 4255.110840 Iteration 30Q: 3 clusters Score -621012.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -621017.437500 Penalty: 4255.110840 Iteration 31Q: 3 clusters Score -621017.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -621023.750000 Penalty: 4255.110840 Iteration 32Q: 3 clusters Score -621023.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -621028.437500 Penalty: 4255.110840 Iteration 33Q: 3 clusters Score -621028.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -621035.375000 Penalty: 4255.110840 Iteration 34Q: 3 clusters Score -621035.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -621041.750000 Penalty: 4255.110840 Iteration 35Q: 3 clusters Score -621041.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -621049.875000 Penalty: 4255.110840 Iteration 36Q: 3 clusters Score -621049.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -621055.125000 Penalty: 4255.110840 Iteration 37Q: 3 clusters Score -621055.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -621062.562500 Penalty: 4255.110840 Iteration 38Q: 3 clusters Score -621062.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -621070.625000 Penalty: 4255.110840 Iteration 39Q: 3 clusters Score -621070.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -621077.937500 Penalty: 4255.110840 Iteration 40F: 3 clusters Score -621077.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -621086.750000 Penalty: 4255.110840 Iteration 41Q: 3 clusters Score -621086.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -621101.375000 Penalty: 4255.110840 Iteration 42Q: 3 clusters Score -621101.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -621121.687500 Penalty: 4255.110840 Iteration 43Q: 3 clusters Score -621121.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -621142.250000 Penalty: 4255.110840 Iteration 44Q: 3 clusters Score -621142.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -621162.562500 Penalty: 4255.110840 Iteration 45Q: 3 clusters Score -621162.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -621176.437500 Penalty: 4255.110840 Iteration 46Q: 3 clusters Score -621176.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -621189.312500 Penalty: 4255.110840 Iteration 47Q: 3 clusters Score -621189.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -621196.375000 Penalty: 4255.110840 Iteration 48Q: 3 clusters Score -621196.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -621203.000000 Penalty: 4255.110840 Iteration 49Q: 3 clusters Score -621203 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -621208.375000 Penalty: 4255.110840 Iteration 50Q: 3 clusters Score -621208.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -621212.000000 Penalty: 4255.110840 Iteration 51Q: 3 clusters Score -621212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -621214.250000 Penalty: 4255.110840 Iteration 52Q: 3 clusters Score -621214.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -621216.312500 Penalty: 4255.110840 Iteration 53Q: 3 clusters Score -621216.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -621218.937500 Penalty: 4255.110840 Iteration 54Q: 3 clusters Score -621218.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -621221.500000 Penalty: 4255.110840 Iteration 55Q: 3 clusters Score -621221.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -621223.000000 Penalty: 4255.110840 Iteration 56Q: 3 clusters Score -621223 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -621223.000000 Penalty: 4255.110840 Iteration 57F: 3 clusters Score -621223 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Entering Unmasked Estep Score: -55109.750000 Penalty: 1554.265747 Iteration 0F: 2 clusters Score -55109.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -53658.597656 Penalty: 3108.531494 Iteration 0F: 3 clusters Score -53658.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -53881.378906 Penalty: 3108.531494 Iteration 1F: 3 clusters Score -53881.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -53954.917969 Penalty: 3108.531494 Iteration 2F: 3 clusters Score -53954.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -54004.937500 Penalty: 3108.531494 Iteration 3Q: 3 clusters Score -54004.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -54040.117188 Penalty: 3108.531494 Iteration 4Q: 3 clusters Score -54040.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -54056.687500 Penalty: 3108.531494 Iteration 5Q: 3 clusters Score -54056.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -54064.808594 Penalty: 3108.531494 Iteration 6Q: 3 clusters Score -54064.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -54066.726562 Penalty: 3108.531494 Iteration 7Q: 3 clusters Score -54066.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -54066.726562 Penalty: 3108.531494 Iteration 8F: 3 clusters Score -54066.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (42775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42775 members Entering Unmasked Estep Score: -5295220.500000 Penalty: 2644.599854 Iteration 0F: 2 clusters Score -5295220 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21386 members Mstep: Class 2 contains 21389 members Entering Unmasked Estep Score: -5266263.000000 Penalty: 5289.199707 Iteration 0F: 3 clusters Score -5266263 nChanged 19579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21741 members Mstep: Class 2 contains 21034 members Entering Unmasked Estep Score: -5277073.500000 Penalty: 5289.199707 Iteration 1F: 3 clusters Score -5277074 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22253 members Mstep: Class 2 contains 20522 members Entering Unmasked Estep Score: -5277763.500000 Penalty: 5289.199707 Iteration 2Q: 3 clusters Score -5277764 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23036 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -5278496.500000 Penalty: 5289.199707 Iteration 3Q: 3 clusters Score -5278496 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24008 members Mstep: Class 2 contains 18767 members Entering Unmasked Estep Score: -5279302.000000 Penalty: 5289.199707 Iteration 4Q: 3 clusters Score -5279302 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25287 members Mstep: Class 2 contains 17488 members Entering Unmasked Estep Score: -5280377.000000 Penalty: 5289.199707 Iteration 5F: 3 clusters Score -5280377 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26901 members Mstep: Class 2 contains 15874 members Entering Unmasked Estep Score: -5281743.000000 Penalty: 5289.199707 Iteration 6F: 3 clusters Score -5281743 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28807 members Mstep: Class 2 contains 13968 members Entering Unmasked Estep Score: -5283357.500000 Penalty: 5289.199707 Iteration 7F: 3 clusters Score -5283358 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30867 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -5285029.500000 Penalty: 5289.199707 Iteration 8F: 3 clusters Score -5285030 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32803 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -5286573.500000 Penalty: 5289.199707 Iteration 9F: 3 clusters Score -5286574 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34405 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -5287820.000000 Penalty: 5289.199707 Iteration 10Q: 3 clusters Score -5287820 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35802 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -5288823.500000 Penalty: 5289.199707 Iteration 11Q: 3 clusters Score -5288824 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37054 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -5289692.500000 Penalty: 5289.199707 Iteration 12Q: 3 clusters Score -5289692 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38138 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -5290411.500000 Penalty: 5289.199707 Iteration 13Q: 3 clusters Score -5290412 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39059 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -5291020.500000 Penalty: 5289.199707 Iteration 14Q: 3 clusters Score -5291020 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39787 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -5291523.500000 Penalty: 5289.199707 Iteration 15Q: 3 clusters Score -5291524 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40371 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -5291879.500000 Penalty: 5289.199707 Iteration 16Q: 3 clusters Score -5291880 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40837 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -5292158.500000 Penalty: 5289.199707 Iteration 17Q: 3 clusters Score -5292158 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41177 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -5292390.000000 Penalty: 5289.199707 Iteration 18Q: 3 clusters Score -5292390 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41436 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -5292559.500000 Penalty: 5289.199707 Iteration 19Q: 3 clusters Score -5292560 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41608 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -5292687.000000 Penalty: 5289.199707 Iteration 20F: 3 clusters Score -5292687 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41733 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -5292784.000000 Penalty: 5289.199707 Iteration 21Q: 3 clusters Score -5292784 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41826 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -5292844.500000 Penalty: 5289.199707 Iteration 22Q: 3 clusters Score -5292844 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41887 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -5292874.500000 Penalty: 5289.199707 Iteration 23Q: 3 clusters Score -5292874 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41928 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -5292878.500000 Penalty: 5289.199707 Iteration 24Q: 3 clusters Score -5292878 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41957 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -5292904.000000 Penalty: 5289.199707 Iteration 25Q: 3 clusters Score -5292904 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41986 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -5292927.500000 Penalty: 5289.199707 Iteration 26Q: 3 clusters Score -5292928 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42007 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -5292950.000000 Penalty: 5289.199707 Iteration 27Q: 3 clusters Score -5292950 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42025 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -5292965.000000 Penalty: 5289.199707 Iteration 28Q: 3 clusters Score -5292965 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42043 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -5292975.000000 Penalty: 5289.199707 Iteration 29Q: 3 clusters Score -5292975 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42050 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -5292980.500000 Penalty: 5289.199707 Iteration 30Q: 3 clusters Score -5292980 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42053 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -5292981.500000 Penalty: 5289.199707 Iteration 31Q: 3 clusters Score -5292982 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42058 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -5292984.000000 Penalty: 5289.199707 Iteration 32Q: 3 clusters Score -5292984 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42067 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -5292999.000000 Penalty: 5289.199707 Iteration 33Q: 3 clusters Score -5292999 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42073 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -5292998.500000 Penalty: 5289.199707 Iteration 34Q: 3 clusters Score -5292998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42075 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -5292999.000000 Penalty: 5289.199707 Iteration 35Q: 3 clusters Score -5292999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42075 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -5292999.000000 Penalty: 5289.199707 Iteration 36F: 3 clusters Score -5292999 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Entering Unmasked Estep Score: -493119.937500 Penalty: 2062.805908 Iteration 0F: 2 clusters Score -493119.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -489135.843750 Penalty: 4125.611816 Iteration 0F: 3 clusters Score -489135.8 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -490042.781250 Penalty: 4125.611816 Iteration 1F: 3 clusters Score -490042.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -490242.750000 Penalty: 4125.611816 Iteration 2F: 3 clusters Score -490242.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -490381.937500 Penalty: 4125.611816 Iteration 3Q: 3 clusters Score -490381.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -490462.593750 Penalty: 4125.611816 Iteration 4Q: 3 clusters Score -490462.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -490508.625000 Penalty: 4125.611816 Iteration 5Q: 3 clusters Score -490508.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -490542.781250 Penalty: 4125.611816 Iteration 6Q: 3 clusters Score -490542.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -490567.312500 Penalty: 4125.611816 Iteration 7Q: 3 clusters Score -490567.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -490596.531250 Penalty: 4125.611816 Iteration 8Q: 3 clusters Score -490596.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -490624.312500 Penalty: 4125.611816 Iteration 9Q: 3 clusters Score -490624.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -490646.468750 Penalty: 4125.611816 Iteration 10Q: 3 clusters Score -490646.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -490661.906250 Penalty: 4125.611816 Iteration 11Q: 3 clusters Score -490661.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -490676.656250 Penalty: 4125.611816 Iteration 12Q: 3 clusters Score -490676.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -490687.781250 Penalty: 4125.611816 Iteration 13Q: 3 clusters Score -490687.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -490697.375000 Penalty: 4125.611816 Iteration 14Q: 3 clusters Score -490697.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -490702.250000 Penalty: 4125.611816 Iteration 15Q: 3 clusters Score -490702.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -490709.968750 Penalty: 4125.611816 Iteration 16Q: 3 clusters Score -490710 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -490719.093750 Penalty: 4125.611816 Iteration 17Q: 3 clusters Score -490719.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -490727.625000 Penalty: 4125.611816 Iteration 18Q: 3 clusters Score -490727.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -490734.843750 Penalty: 4125.611816 Iteration 19Q: 3 clusters Score -490734.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -490740.781250 Penalty: 4125.611816 Iteration 20F: 3 clusters Score -490740.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -490744.093750 Penalty: 4125.611816 Iteration 21Q: 3 clusters Score -490744.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -490749.406250 Penalty: 4125.611816 Iteration 22Q: 3 clusters Score -490749.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -490755.812500 Penalty: 4125.611816 Iteration 23Q: 3 clusters Score -490755.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -490759.281250 Penalty: 4125.611816 Iteration 24Q: 3 clusters Score -490759.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -490765.843750 Penalty: 4125.611816 Iteration 25Q: 3 clusters Score -490765.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -490769.500000 Penalty: 4125.611816 Iteration 26Q: 3 clusters Score -490769.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -490771.812500 Penalty: 4125.611816 Iteration 27Q: 3 clusters Score -490771.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -490776.750000 Penalty: 4125.611816 Iteration 28Q: 3 clusters Score -490776.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -490780.218750 Penalty: 4125.611816 Iteration 29Q: 3 clusters Score -490780.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -490784.187500 Penalty: 4125.611816 Iteration 30Q: 3 clusters Score -490784.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -490786.593750 Penalty: 4125.611816 Iteration 31Q: 3 clusters Score -490786.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -490788.156250 Penalty: 4125.611816 Iteration 32Q: 3 clusters Score -490788.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -490791.000000 Penalty: 4125.611816 Iteration 33Q: 3 clusters Score -490791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -490793.093750 Penalty: 4125.611816 Iteration 34Q: 3 clusters Score -490793.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -490794.843750 Penalty: 4125.611816 Iteration 35Q: 3 clusters Score -490794.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -490797.468750 Penalty: 4125.611816 Iteration 36Q: 3 clusters Score -490797.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -490799.750000 Penalty: 4125.611816 Iteration 37Q: 3 clusters Score -490799.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -490802.593750 Penalty: 4125.611816 Iteration 38Q: 3 clusters Score -490802.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -490803.625000 Penalty: 4125.611816 Iteration 39Q: 3 clusters Score -490803.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -490805.375000 Penalty: 4125.611816 Iteration 40F: 3 clusters Score -490805.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -490806.312500 Penalty: 4125.611816 Iteration 41Q: 3 clusters Score -490806.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -490809.375000 Penalty: 4125.611816 Iteration 42Q: 3 clusters Score -490809.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -490814.031250 Penalty: 4125.611816 Iteration 43Q: 3 clusters Score -490814 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -490819.312500 Penalty: 4125.611816 Iteration 44Q: 3 clusters Score -490819.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -490827.593750 Penalty: 4125.611816 Iteration 45Q: 3 clusters Score -490827.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -490835.500000 Penalty: 4125.611816 Iteration 46Q: 3 clusters Score -490835.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -490840.562500 Penalty: 4125.611816 Iteration 47Q: 3 clusters Score -490840.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -490843.125000 Penalty: 4125.611816 Iteration 48Q: 3 clusters Score -490843.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -490848.000000 Penalty: 4125.611816 Iteration 49Q: 3 clusters Score -490848 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -490854.343750 Penalty: 4125.611816 Iteration 50Q: 3 clusters Score -490854.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -490858.687500 Penalty: 4125.611816 Iteration 51Q: 3 clusters Score -490858.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -490859.781250 Penalty: 4125.611816 Iteration 52Q: 3 clusters Score -490859.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -490862.187500 Penalty: 4125.611816 Iteration 53Q: 3 clusters Score -490862.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -490863.656250 Penalty: 4125.611816 Iteration 54Q: 3 clusters Score -490863.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -490864.625000 Penalty: 4125.611816 Iteration 55Q: 3 clusters Score -490864.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -490865.031250 Penalty: 4125.611816 Iteration 56Q: 3 clusters Score -490865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -490865.406250 Penalty: 4125.611816 Iteration 57Q: 3 clusters Score -490865.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -490865.812500 Penalty: 4125.611816 Iteration 58Q: 3 clusters Score -490865.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -490865.812500 Penalty: 4125.611816 Iteration 59F: 3 clusters Score -490865.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Entering Unmasked Estep Score: -82741.320312 Penalty: 1654.350098 Iteration 0F: 2 clusters Score -82741.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -81108.718750 Penalty: 3308.700195 Iteration 0F: 3 clusters Score -81108.72 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -81479.531250 Penalty: 3308.700195 Iteration 1F: 3 clusters Score -81479.53 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -81642.328125 Penalty: 3308.700195 Iteration 2F: 3 clusters Score -81642.33 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -81759.632812 Penalty: 3308.700195 Iteration 3Q: 3 clusters Score -81759.63 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -81865.250000 Penalty: 3308.700195 Iteration 4Q: 3 clusters Score -81865.25 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -81972.218750 Penalty: 3308.700195 Iteration 5Q: 3 clusters Score -81972.22 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -82069.812500 Penalty: 3308.700195 Iteration 6Q: 3 clusters Score -82069.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -82135.742188 Penalty: 3308.700195 Iteration 7Q: 3 clusters Score -82135.74 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -82193.976562 Penalty: 3308.700195 Iteration 8Q: 3 clusters Score -82193.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -82258.500000 Penalty: 3308.700195 Iteration 9Q: 3 clusters Score -82258.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -82362.007812 Penalty: 3308.700195 Iteration 10Q: 3 clusters Score -82362.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -82515.500000 Penalty: 3308.700195 Iteration 11Q: 3 clusters Score -82515.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -82684.328125 Penalty: 3308.700195 Iteration 12Q: 3 clusters Score -82684.33 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -82811.695312 Penalty: 3308.700195 Iteration 13Q: 3 clusters Score -82811.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -82862.578125 Penalty: 3308.700195 Iteration 14Q: 3 clusters Score -82862.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -82891.656250 Penalty: 3308.700195 Iteration 15Q: 3 clusters Score -82891.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -82900.265625 Penalty: 3308.700195 Iteration 16Q: 3 clusters Score -82900.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -82914.398438 Penalty: 3308.700195 Iteration 17Q: 3 clusters Score -82914.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -82945.960938 Penalty: 3308.700195 Iteration 18Q: 3 clusters Score -82945.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -83118.718750 Penalty: 3308.700195 Iteration 19Q: 3 clusters Score -83118.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -83250.578125 Penalty: 3308.700195 Iteration 20F: 3 clusters Score -83250.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8435 members Mstep: Class 4 contains 4733 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155722 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59605 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8477 members Mstep: Class 14 contains 36521 members Mstep: Class 15 contains 42009 members Mstep: Class 16 contains 7328 members Mstep: Class 17 contains 9327 members Mstep: Class 18 contains 12513 members Mstep: Class 19 contains 5318 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42775 members Mstep: Class 22 contains 4096 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 559 members Entering Unmasked Estep Score: -52018388.000000 Penalty: 77242.789062 Splitting cluster 23 changes total score from -52019336.000000 to -52018388.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8435 members Mstep: Class 4 contains 4733 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155722 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59605 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8477 members Mstep: Class 14 contains 36521 members Mstep: Class 15 contains 42009 members Mstep: Class 16 contains 7328 members Mstep: Class 17 contains 9327 members Mstep: Class 18 contains 12513 members Mstep: Class 19 contains 5318 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42775 members Mstep: Class 22 contains 4096 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019340.000000 Penalty: 74024.335938 Iteration 119Q: 24 clusters Score -5.201934e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8434 members Mstep: Class 4 contains 4735 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155727 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59607 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8480 members Mstep: Class 14 contains 36510 members Mstep: Class 15 contains 42004 members Mstep: Class 16 contains 7328 members Mstep: Class 17 contains 9331 members Mstep: Class 18 contains 12517 members Mstep: Class 19 contains 5320 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42773 members Mstep: Class 22 contains 4093 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019368.000000 Penalty: 74024.335938 Iteration 120F: 24 clusters Score -5.201937e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8433 members Mstep: Class 4 contains 4736 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155730 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59608 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1937 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8499 members Mstep: Class 14 contains 36496 members Mstep: Class 15 contains 42000 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 9328 members Mstep: Class 18 contains 12522 members Mstep: Class 19 contains 5320 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42769 members Mstep: Class 22 contains 4093 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019372.000000 Penalty: 74024.335938 Iteration 121Q: 24 clusters Score -5.201937e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8432 members Mstep: Class 4 contains 4740 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155723 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59610 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1934 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8512 members Mstep: Class 14 contains 36487 members Mstep: Class 15 contains 41997 members Mstep: Class 16 contains 7327 members Mstep: Class 17 contains 9331 members Mstep: Class 18 contains 12525 members Mstep: Class 19 contains 5319 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42769 members Mstep: Class 22 contains 4091 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019420.000000 Penalty: 74024.335938 Iteration 122Q: 24 clusters Score -5.201942e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8432 members Mstep: Class 4 contains 4745 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155725 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59610 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1930 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8525 members Mstep: Class 14 contains 36473 members Mstep: Class 15 contains 41996 members Mstep: Class 16 contains 7327 members Mstep: Class 17 contains 9328 members Mstep: Class 18 contains 12529 members Mstep: Class 19 contains 5316 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42769 members Mstep: Class 22 contains 4093 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019424.000000 Penalty: 74024.335938 Iteration 123Q: 24 clusters Score -5.201942e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8432 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155722 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 772 members Mstep: Class 9 contains 59610 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1927 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8540 members Mstep: Class 14 contains 36463 members Mstep: Class 15 contains 41993 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 9329 members Mstep: Class 18 contains 12533 members Mstep: Class 19 contains 5316 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42767 members Mstep: Class 22 contains 4093 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019492.000000 Penalty: 74024.335938 Iteration 124Q: 24 clusters Score -5.201949e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8432 members Mstep: Class 4 contains 4748 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155718 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59609 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1921 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8559 members Mstep: Class 14 contains 36455 members Mstep: Class 15 contains 41989 members Mstep: Class 16 contains 7327 members Mstep: Class 17 contains 9327 members Mstep: Class 18 contains 12543 members Mstep: Class 19 contains 5314 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42765 members Mstep: Class 22 contains 4092 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019420.000000 Penalty: 74024.335938 Iteration 125Q: 24 clusters Score -5.201942e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8432 members Mstep: Class 4 contains 4748 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155719 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59609 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1918 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8578 members Mstep: Class 14 contains 36452 members Mstep: Class 15 contains 41982 members Mstep: Class 16 contains 7324 members Mstep: Class 17 contains 9327 members Mstep: Class 18 contains 12546 members Mstep: Class 19 contains 5307 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42764 members Mstep: Class 22 contains 4092 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019436.000000 Penalty: 74024.335938 Iteration 126Q: 24 clusters Score -5.201944e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8432 members Mstep: Class 4 contains 4748 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155716 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59610 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1915 members Mstep: Class 12 contains 24172 members Mstep: Class 13 contains 8593 members Mstep: Class 14 contains 36449 members Mstep: Class 15 contains 41978 members Mstep: Class 16 contains 7322 members Mstep: Class 17 contains 9325 members Mstep: Class 18 contains 12548 members Mstep: Class 19 contains 5306 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42761 members Mstep: Class 22 contains 4094 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019456.000000 Penalty: 74024.335938 Iteration 127Q: 24 clusters Score -5.201946e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155710 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59609 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1911 members Mstep: Class 12 contains 24172 members Mstep: Class 13 contains 8614 members Mstep: Class 14 contains 36441 members Mstep: Class 15 contains 41974 members Mstep: Class 16 contains 7323 members Mstep: Class 17 contains 9324 members Mstep: Class 18 contains 12551 members Mstep: Class 19 contains 5307 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42761 members Mstep: Class 22 contains 4094 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019460.000000 Penalty: 74024.335938 Iteration 128Q: 24 clusters Score -5.201946e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155709 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59608 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1908 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8628 members Mstep: Class 14 contains 36429 members Mstep: Class 15 contains 41971 members Mstep: Class 16 contains 7324 members Mstep: Class 17 contains 9323 members Mstep: Class 18 contains 12555 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42759 members Mstep: Class 22 contains 4095 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019364.000000 Penalty: 74024.335938 Iteration 129Q: 24 clusters Score -5.201936e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4747 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155703 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59607 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1907 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8647 members Mstep: Class 14 contains 36425 members Mstep: Class 15 contains 41971 members Mstep: Class 16 contains 7323 members Mstep: Class 17 contains 9315 members Mstep: Class 18 contains 12556 members Mstep: Class 19 contains 5314 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42758 members Mstep: Class 22 contains 4094 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019376.000000 Penalty: 74024.335938 Iteration 130Q: 24 clusters Score -5.201938e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4749 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155703 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59604 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1906 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8665 members Mstep: Class 14 contains 36415 members Mstep: Class 15 contains 41969 members Mstep: Class 16 contains 7323 members Mstep: Class 17 contains 9313 members Mstep: Class 18 contains 12558 members Mstep: Class 19 contains 5312 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42756 members Mstep: Class 22 contains 4095 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019396.000000 Penalty: 74024.335938 Iteration 131Q: 24 clusters Score -5.20194e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4751 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155697 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59602 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1901 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8693 members Mstep: Class 14 contains 36407 members Mstep: Class 15 contains 41967 members Mstep: Class 16 contains 7320 members Mstep: Class 17 contains 9306 members Mstep: Class 18 contains 12561 members Mstep: Class 19 contains 5313 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42756 members Mstep: Class 22 contains 4094 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019428.000000 Penalty: 74024.335938 Iteration 132Q: 24 clusters Score -5.201943e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4753 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155694 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59596 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1896 members Mstep: Class 12 contains 24169 members Mstep: Class 13 contains 8706 members Mstep: Class 14 contains 36407 members Mstep: Class 15 contains 41965 members Mstep: Class 16 contains 7317 members Mstep: Class 17 contains 9301 members Mstep: Class 18 contains 12570 members Mstep: Class 19 contains 5316 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42756 members Mstep: Class 22 contains 4092 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019476.000000 Penalty: 74024.335938 Iteration 133Q: 24 clusters Score -5.201948e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4754 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155694 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59592 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1897 members Mstep: Class 12 contains 24169 members Mstep: Class 13 contains 8717 members Mstep: Class 14 contains 36403 members Mstep: Class 15 contains 41964 members Mstep: Class 16 contains 7314 members Mstep: Class 17 contains 9296 members Mstep: Class 18 contains 12573 members Mstep: Class 19 contains 5316 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42756 members Mstep: Class 22 contains 4093 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019476.000000 Penalty: 74024.335938 Iteration 134Q: 24 clusters Score -5.201948e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8431 members Mstep: Class 4 contains 4755 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155690 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1897 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8733 members Mstep: Class 14 contains 36397 members Mstep: Class 15 contains 41963 members Mstep: Class 16 contains 7312 members Mstep: Class 17 contains 9292 members Mstep: Class 18 contains 12577 members Mstep: Class 19 contains 5317 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4091 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019416.000000 Penalty: 74024.335938 Iteration 135Q: 24 clusters Score -5.201942e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8430 members Mstep: Class 4 contains 4757 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155686 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59592 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1894 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8743 members Mstep: Class 14 contains 36392 members Mstep: Class 15 contains 41962 members Mstep: Class 16 contains 7311 members Mstep: Class 17 contains 9293 members Mstep: Class 18 contains 12581 members Mstep: Class 19 contains 5316 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4089 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019396.000000 Penalty: 74024.335938 Iteration 136Q: 24 clusters Score -5.20194e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8429 members Mstep: Class 4 contains 4762 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155685 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1892 members Mstep: Class 12 contains 24171 members Mstep: Class 13 contains 8748 members Mstep: Class 14 contains 36387 members Mstep: Class 15 contains 41962 members Mstep: Class 16 contains 7307 members Mstep: Class 17 contains 9293 members Mstep: Class 18 contains 12583 members Mstep: Class 19 contains 5318 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4088 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019384.000000 Penalty: 74024.335938 Iteration 137Q: 24 clusters Score -5.201938e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8429 members Mstep: Class 4 contains 4771 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155678 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1891 members Mstep: Class 12 contains 24169 members Mstep: Class 13 contains 8752 members Mstep: Class 14 contains 36385 members Mstep: Class 15 contains 41961 members Mstep: Class 16 contains 7306 members Mstep: Class 17 contains 9293 members Mstep: Class 18 contains 12583 members Mstep: Class 19 contains 5318 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42755 members Mstep: Class 22 contains 4087 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019412.000000 Penalty: 74024.335938 Iteration 138Q: 24 clusters Score -5.201941e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8429 members Mstep: Class 4 contains 4775 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155674 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1889 members Mstep: Class 12 contains 24168 members Mstep: Class 13 contains 8764 members Mstep: Class 14 contains 36380 members Mstep: Class 15 contains 41961 members Mstep: Class 16 contains 7304 members Mstep: Class 17 contains 9291 members Mstep: Class 18 contains 12584 members Mstep: Class 19 contains 5314 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42758 members Mstep: Class 22 contains 4087 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019444.000000 Penalty: 74024.335938 Iteration 139Q: 24 clusters Score -5.201944e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8430 members Mstep: Class 4 contains 4777 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155676 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59589 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1890 members Mstep: Class 12 contains 24168 members Mstep: Class 13 contains 8774 members Mstep: Class 14 contains 36377 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7300 members Mstep: Class 17 contains 9289 members Mstep: Class 18 contains 12589 members Mstep: Class 19 contains 5308 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42757 members Mstep: Class 22 contains 4086 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019396.000000 Penalty: 74024.335938 Iteration 140F: 24 clusters Score -5.20194e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8430 members Mstep: Class 4 contains 4777 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155677 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59590 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1888 members Mstep: Class 12 contains 24170 members Mstep: Class 13 contains 8780 members Mstep: Class 14 contains 36372 members Mstep: Class 15 contains 41957 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9286 members Mstep: Class 18 contains 12594 members Mstep: Class 19 contains 5306 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42757 members Mstep: Class 22 contains 4087 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019420.000000 Penalty: 74024.335938 Iteration 141Q: 24 clusters Score -5.201942e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8429 members Mstep: Class 4 contains 4776 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155670 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59590 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 8790 members Mstep: Class 14 contains 36371 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9281 members Mstep: Class 18 contains 12595 members Mstep: Class 19 contains 5308 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42756 members Mstep: Class 22 contains 4087 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019448.000000 Penalty: 74024.335938 Iteration 142Q: 24 clusters Score -5.201945e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8428 members Mstep: Class 4 contains 4777 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155663 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8804 members Mstep: Class 14 contains 36367 members Mstep: Class 15 contains 41960 members Mstep: Class 16 contains 7295 members Mstep: Class 17 contains 9279 members Mstep: Class 18 contains 12597 members Mstep: Class 19 contains 5308 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42756 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019388.000000 Penalty: 74024.335938 Iteration 143Q: 24 clusters Score -5.201939e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4779 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155666 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8810 members Mstep: Class 14 contains 36359 members Mstep: Class 15 contains 41961 members Mstep: Class 16 contains 7296 members Mstep: Class 17 contains 9277 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5308 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019356.000000 Penalty: 74024.335938 Iteration 144Q: 24 clusters Score -5.201936e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8425 members Mstep: Class 4 contains 4780 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155670 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8815 members Mstep: Class 14 contains 36351 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7296 members Mstep: Class 17 contains 9277 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5309 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019360.000000 Penalty: 74024.335938 Iteration 145Q: 24 clusters Score -5.201936e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 873 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4781 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155673 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1885 members Mstep: Class 12 contains 24175 members Mstep: Class 13 contains 8822 members Mstep: Class 14 contains 36340 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7296 members Mstep: Class 17 contains 9277 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5309 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019404.000000 Penalty: 74024.335938 Iteration 146Q: 24 clusters Score -5.20194e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4782 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155672 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8826 members Mstep: Class 14 contains 36338 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7297 members Mstep: Class 17 contains 9276 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5309 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019380.000000 Penalty: 74024.335938 Iteration 147Q: 24 clusters Score -5.201938e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155672 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8827 members Mstep: Class 14 contains 36332 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7296 members Mstep: Class 17 contains 9279 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5310 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019408.000000 Penalty: 74024.335938 Iteration 148Q: 24 clusters Score -5.201941e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155675 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36326 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7296 members Mstep: Class 17 contains 9280 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5310 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019396.000000 Penalty: 74024.335938 Iteration 149Q: 24 clusters Score -5.20194e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155679 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36320 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7297 members Mstep: Class 17 contains 9281 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5310 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019396.000000 Penalty: 74024.335938 Iteration 150Q: 24 clusters Score -5.20194e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155682 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59590 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36313 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9284 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019432.000000 Penalty: 74024.335938 Iteration 151Q: 24 clusters Score -5.201943e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155683 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8829 members Mstep: Class 14 contains 36311 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9283 members Mstep: Class 18 contains 12599 members Mstep: Class 19 contains 5310 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42754 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019420.000000 Penalty: 74024.335938 Iteration 152Q: 24 clusters Score -5.201942e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155686 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36307 members Mstep: Class 15 contains 41960 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9283 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5310 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019432.000000 Penalty: 74024.335938 Iteration 153Q: 24 clusters Score -5.201943e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155685 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36306 members Mstep: Class 15 contains 41960 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9283 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019448.000000 Penalty: 74024.335938 Iteration 154Q: 24 clusters Score -5.201945e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155685 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36307 members Mstep: Class 15 contains 41960 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019452.000000 Penalty: 74024.335938 Iteration 155Q: 24 clusters Score -5.201945e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36308 members Mstep: Class 15 contains 41960 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019432.000000 Penalty: 74024.335938 Iteration 156Q: 24 clusters Score -5.201943e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155683 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36309 members Mstep: Class 15 contains 41960 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019432.000000 Penalty: 74024.335938 Iteration 157Q: 24 clusters Score -5.201943e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155683 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41959 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019432.000000 Penalty: 74024.335938 Iteration 158Q: 24 clusters Score -5.201943e+07 nChanged 1 Entering ConstructFrom: Score: -52019432.000000 Penalty: 74024.335938 Entering ConstructFrom: Trying to split cluster 1 (4720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Entering Unmasked Estep Score: -578679.625000 Penalty: 2097.971924 Iteration 0F: 2 clusters Score -578679.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -574411.000000 Penalty: 4195.943848 Iteration 0F: 3 clusters Score -574411 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -575504.000000 Penalty: 4195.943848 Iteration 1F: 3 clusters Score -575504 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -575847.250000 Penalty: 4195.943848 Iteration 2F: 3 clusters Score -575847.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -576119.187500 Penalty: 4195.943848 Iteration 3F: 3 clusters Score -576119.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -576366.375000 Penalty: 4195.943848 Iteration 4F: 3 clusters Score -576366.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -576618.375000 Penalty: 4195.943848 Iteration 5F: 3 clusters Score -576618.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -576854.250000 Penalty: 4195.943848 Iteration 6F: 3 clusters Score -576854.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -577018.875000 Penalty: 4195.943848 Iteration 7Q: 3 clusters Score -577018.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -577164.625000 Penalty: 4195.943848 Iteration 8Q: 3 clusters Score -577164.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -577268.687500 Penalty: 4195.943848 Iteration 9Q: 3 clusters Score -577268.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -577359.687500 Penalty: 4195.943848 Iteration 10Q: 3 clusters Score -577359.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -577413.750000 Penalty: 4195.943848 Iteration 11Q: 3 clusters Score -577413.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -577447.375000 Penalty: 4195.943848 Iteration 12Q: 3 clusters Score -577447.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -577469.125000 Penalty: 4195.943848 Iteration 13Q: 3 clusters Score -577469.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -577485.562500 Penalty: 4195.943848 Iteration 14Q: 3 clusters Score -577485.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -577496.000000 Penalty: 4195.943848 Iteration 15Q: 3 clusters Score -577496 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -577505.062500 Penalty: 4195.943848 Iteration 16Q: 3 clusters Score -577505.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -577508.312500 Penalty: 4195.943848 Iteration 17Q: 3 clusters Score -577508.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -577512.000000 Penalty: 4195.943848 Iteration 18Q: 3 clusters Score -577512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -577512.937500 Penalty: 4195.943848 Iteration 19Q: 3 clusters Score -577512.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -577513.625000 Penalty: 4195.943848 Iteration 20F: 3 clusters Score -577513.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -577514.375000 Penalty: 4195.943848 Iteration 21Q: 3 clusters Score -577514.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -577514.875000 Penalty: 4195.943848 Iteration 22Q: 3 clusters Score -577514.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -577515.437500 Penalty: 4195.943848 Iteration 23Q: 3 clusters Score -577515.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -577515.562500 Penalty: 4195.943848 Iteration 24Q: 3 clusters Score -577515.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -577516.312500 Penalty: 4195.943848 Iteration 25Q: 3 clusters Score -577516.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -577516.812500 Penalty: 4195.943848 Iteration 26Q: 3 clusters Score -577516.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -577516.812500 Penalty: 4195.943848 Iteration 27F: 3 clusters Score -577516.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -104313.093750 Penalty: 1679.723877 Iteration 0F: 2 clusters Score -104313.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -102504.570312 Penalty: 3359.447754 Iteration 0F: 3 clusters Score -102504.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -102754.609375 Penalty: 3359.447754 Iteration 1F: 3 clusters Score -102754.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -102884.625000 Penalty: 3359.447754 Iteration 2F: 3 clusters Score -102884.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -102989.335938 Penalty: 3359.447754 Iteration 3Q: 3 clusters Score -102989.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -103064.523438 Penalty: 3359.447754 Iteration 4Q: 3 clusters Score -103064.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -103106.617188 Penalty: 3359.447754 Iteration 5Q: 3 clusters Score -103106.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -103138.820312 Penalty: 3359.447754 Iteration 6Q: 3 clusters Score -103138.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -103179.500000 Penalty: 3359.447754 Iteration 7Q: 3 clusters Score -103179.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -103227.367188 Penalty: 3359.447754 Iteration 8Q: 3 clusters Score -103227.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -103277.507812 Penalty: 3359.447754 Iteration 9Q: 3 clusters Score -103277.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -103308.046875 Penalty: 3359.447754 Iteration 10Q: 3 clusters Score -103308 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -103331.226562 Penalty: 3359.447754 Iteration 11Q: 3 clusters Score -103331.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -103344.914062 Penalty: 3359.447754 Iteration 12Q: 3 clusters Score -103344.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -103349.320312 Penalty: 3359.447754 Iteration 13Q: 3 clusters Score -103349.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -103353.789062 Penalty: 3359.447754 Iteration 14Q: 3 clusters Score -103353.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -103354.906250 Penalty: 3359.447754 Iteration 15Q: 3 clusters Score -103354.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -103355.968750 Penalty: 3359.447754 Iteration 16Q: 3 clusters Score -103356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -103356.859375 Penalty: 3359.447754 Iteration 17Q: 3 clusters Score -103356.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -103360.000000 Penalty: 3359.447754 Iteration 18Q: 3 clusters Score -103360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -103369.109375 Penalty: 3359.447754 Iteration 19Q: 3 clusters Score -103369.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -103369.109375 Penalty: 3359.447754 Iteration 20F: 3 clusters Score -103369.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Entering Unmasked Estep Score: -1030743.437500 Penalty: 2241.691406 Iteration 0F: 2 clusters Score -1030743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1024053.500000 Penalty: 4483.382812 Iteration 0F: 3 clusters Score -1024054 nChanged 3444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1025940.500000 Penalty: 4483.382812 Iteration 1F: 3 clusters Score -1025940 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1026236.500000 Penalty: 4483.382812 Iteration 2F: 3 clusters Score -1026236 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1026457.000000 Penalty: 4483.382812 Iteration 3F: 3 clusters Score -1026457 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1026625.062500 Penalty: 4483.382812 Iteration 4Q: 3 clusters Score -1026625 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1026798.562500 Penalty: 4483.382812 Iteration 5Q: 3 clusters Score -1026799 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1026960.125000 Penalty: 4483.382812 Iteration 6Q: 3 clusters Score -1026960 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -1027135.687500 Penalty: 4483.382812 Iteration 7Q: 3 clusters Score -1027136 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1027305.500000 Penalty: 4483.382812 Iteration 8Q: 3 clusters Score -1027306 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -1027500.437500 Penalty: 4483.382812 Iteration 9Q: 3 clusters Score -1027500 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -1027670.437500 Penalty: 4483.382812 Iteration 10Q: 3 clusters Score -1027670 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1027818.125000 Penalty: 4483.382812 Iteration 11Q: 3 clusters Score -1027818 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1027972.437500 Penalty: 4483.382812 Iteration 12Q: 3 clusters Score -1027972 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1028111.000000 Penalty: 4483.382812 Iteration 13Q: 3 clusters Score -1028111 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -1028240.750000 Penalty: 4483.382812 Iteration 14Q: 3 clusters Score -1028241 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -1028341.437500 Penalty: 4483.382812 Iteration 15Q: 3 clusters Score -1028341 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1028418.375000 Penalty: 4483.382812 Iteration 16Q: 3 clusters Score -1028418 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1028478.000000 Penalty: 4483.382812 Iteration 17Q: 3 clusters Score -1028478 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -1028523.062500 Penalty: 4483.382812 Iteration 18Q: 3 clusters Score -1028523 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -1028563.437500 Penalty: 4483.382812 Iteration 19Q: 3 clusters Score -1028563 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -1028591.750000 Penalty: 4483.382812 Iteration 20F: 3 clusters Score -1028592 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1028619.625000 Penalty: 4483.382812 Iteration 21Q: 3 clusters Score -1028620 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1028637.437500 Penalty: 4483.382812 Iteration 22Q: 3 clusters Score -1028637 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -1028655.062500 Penalty: 4483.382812 Iteration 23Q: 3 clusters Score -1028655 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1028666.812500 Penalty: 4483.382812 Iteration 24Q: 3 clusters Score -1028667 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -1028676.312500 Penalty: 4483.382812 Iteration 25Q: 3 clusters Score -1028676 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1028682.500000 Penalty: 4483.382812 Iteration 26Q: 3 clusters Score -1028682 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1028692.500000 Penalty: 4483.382812 Iteration 27Q: 3 clusters Score -1028692 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -1028699.250000 Penalty: 4483.382812 Iteration 28Q: 3 clusters Score -1028699 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -1028708.312500 Penalty: 4483.382812 Iteration 29Q: 3 clusters Score -1028708 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -1028710.875000 Penalty: 4483.382812 Iteration 30Q: 3 clusters Score -1028711 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1028715.375000 Penalty: 4483.382812 Iteration 31Q: 3 clusters Score -1028715 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -1028720.937500 Penalty: 4483.382812 Iteration 32Q: 3 clusters Score -1028721 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -1028727.125000 Penalty: 4483.382812 Iteration 33Q: 3 clusters Score -1028727 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -1028732.750000 Penalty: 4483.382812 Iteration 34Q: 3 clusters Score -1028733 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1028734.625000 Penalty: 4483.382812 Iteration 35Q: 3 clusters Score -1028735 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1028738.687500 Penalty: 4483.382812 Iteration 36Q: 3 clusters Score -1028739 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1028744.937500 Penalty: 4483.382812 Iteration 37Q: 3 clusters Score -1028745 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -1028752.875000 Penalty: 4483.382812 Iteration 38Q: 3 clusters Score -1028753 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -1028757.125000 Penalty: 4483.382812 Iteration 39Q: 3 clusters Score -1028757 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1028759.312500 Penalty: 4483.382812 Iteration 40F: 3 clusters Score -1028759 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -1028763.500000 Penalty: 4483.382812 Iteration 41Q: 3 clusters Score -1028764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -1028764.812500 Penalty: 4483.382812 Iteration 42Q: 3 clusters Score -1028765 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1028768.125000 Penalty: 4483.382812 Iteration 43Q: 3 clusters Score -1028768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -1028766.625000 Penalty: 4483.382812 Iteration 44Q: 3 clusters Score -1028767 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1028770.375000 Penalty: 4483.382812 Iteration 45Q: 3 clusters Score -1028770 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -1028769.312500 Penalty: 4483.382812 Iteration 46Q: 3 clusters Score -1028769 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -1028768.312500 Penalty: 4483.382812 Iteration 47Q: 3 clusters Score -1028768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1028768.812500 Penalty: 4483.382812 Iteration 48Q: 3 clusters Score -1028769 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1028769.812500 Penalty: 4483.382812 Iteration 49Q: 3 clusters Score -1028770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1028768.000000 Penalty: 4483.382812 Iteration 50Q: 3 clusters Score -1028768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1028768.000000 Penalty: 4483.382812 Iteration 51F: 3 clusters Score -1028768 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Entering Unmasked Estep Score: -581235.062500 Penalty: 2101.312012 Iteration 0F: 2 clusters Score -581235.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -576791.687500 Penalty: 4202.624023 Iteration 0F: 3 clusters Score -576791.7 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -577881.875000 Penalty: 4202.624023 Iteration 1F: 3 clusters Score -577881.9 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -578151.312500 Penalty: 4202.624023 Iteration 2F: 3 clusters Score -578151.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -578325.000000 Penalty: 4202.624023 Iteration 3F: 3 clusters Score -578325 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -578432.250000 Penalty: 4202.624023 Iteration 4Q: 3 clusters Score -578432.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -578516.625000 Penalty: 4202.624023 Iteration 5Q: 3 clusters Score -578516.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -578599.187500 Penalty: 4202.624023 Iteration 6Q: 3 clusters Score -578599.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -578692.125000 Penalty: 4202.624023 Iteration 7Q: 3 clusters Score -578692.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -578789.812500 Penalty: 4202.624023 Iteration 8Q: 3 clusters Score -578789.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -578893.687500 Penalty: 4202.624023 Iteration 9Q: 3 clusters Score -578893.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -578995.875000 Penalty: 4202.624023 Iteration 10Q: 3 clusters Score -578995.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -579067.562500 Penalty: 4202.624023 Iteration 11Q: 3 clusters Score -579067.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -579128.062500 Penalty: 4202.624023 Iteration 12Q: 3 clusters Score -579128.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -579183.062500 Penalty: 4202.624023 Iteration 13Q: 3 clusters Score -579183.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -579239.875000 Penalty: 4202.624023 Iteration 14Q: 3 clusters Score -579239.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -579293.437500 Penalty: 4202.624023 Iteration 15Q: 3 clusters Score -579293.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -579324.312500 Penalty: 4202.624023 Iteration 16Q: 3 clusters Score -579324.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -579341.437500 Penalty: 4202.624023 Iteration 17Q: 3 clusters Score -579341.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -579364.812500 Penalty: 4202.624023 Iteration 18Q: 3 clusters Score -579364.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -579384.437500 Penalty: 4202.624023 Iteration 19Q: 3 clusters Score -579384.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -579400.562500 Penalty: 4202.624023 Iteration 20F: 3 clusters Score -579400.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -579412.812500 Penalty: 4202.624023 Iteration 21Q: 3 clusters Score -579412.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -579420.375000 Penalty: 4202.624023 Iteration 22Q: 3 clusters Score -579420.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -579422.125000 Penalty: 4202.624023 Iteration 23Q: 3 clusters Score -579422.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -579430.250000 Penalty: 4202.624023 Iteration 24Q: 3 clusters Score -579430.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -579434.437500 Penalty: 4202.624023 Iteration 25Q: 3 clusters Score -579434.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -579440.562500 Penalty: 4202.624023 Iteration 26Q: 3 clusters Score -579440.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -579445.687500 Penalty: 4202.624023 Iteration 27Q: 3 clusters Score -579445.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -579451.937500 Penalty: 4202.624023 Iteration 28Q: 3 clusters Score -579451.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -579458.062500 Penalty: 4202.624023 Iteration 29Q: 3 clusters Score -579458.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -579464.062500 Penalty: 4202.624023 Iteration 30Q: 3 clusters Score -579464.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -579471.000000 Penalty: 4202.624023 Iteration 31Q: 3 clusters Score -579471 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -579476.187500 Penalty: 4202.624023 Iteration 32Q: 3 clusters Score -579476.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -579485.937500 Penalty: 4202.624023 Iteration 33Q: 3 clusters Score -579485.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -579495.062500 Penalty: 4202.624023 Iteration 34Q: 3 clusters Score -579495.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -579503.375000 Penalty: 4202.624023 Iteration 35Q: 3 clusters Score -579503.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -579511.937500 Penalty: 4202.624023 Iteration 36Q: 3 clusters Score -579511.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -579513.937500 Penalty: 4202.624023 Iteration 37Q: 3 clusters Score -579513.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -579515.750000 Penalty: 4202.624023 Iteration 38Q: 3 clusters Score -579515.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -579516.562500 Penalty: 4202.624023 Iteration 39Q: 3 clusters Score -579516.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -579516.562500 Penalty: 4202.624023 Iteration 40F: 3 clusters Score -579516.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Entering Unmasked Estep Score: -64270.441406 Penalty: 1598.538452 Iteration 0F: 2 clusters Score -64270.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -62852.085938 Penalty: 3197.076904 Iteration 0F: 3 clusters Score -62852.09 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -63292.632812 Penalty: 3197.076904 Iteration 1F: 3 clusters Score -63292.63 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -63644.617188 Penalty: 3197.076904 Iteration 2F: 3 clusters Score -63644.62 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -63857.535156 Penalty: 3197.076904 Iteration 3F: 3 clusters Score -63857.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -64020.351562 Penalty: 3197.076904 Iteration 4Q: 3 clusters Score -64020.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -64070.675781 Penalty: 3197.076904 Iteration 5Q: 3 clusters Score -64070.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -64098.050781 Penalty: 3197.076904 Iteration 6Q: 3 clusters Score -64098.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -64111.398438 Penalty: 3197.076904 Iteration 7Q: 3 clusters Score -64111.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -64113.878906 Penalty: 3197.076904 Iteration 8Q: 3 clusters Score -64113.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -64113.878906 Penalty: 3197.076904 Iteration 9F: 3 clusters Score -64113.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (155684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155684 members Entering Unmasked Estep Score: -19442750.000000 Penalty: 2964.984619 Iteration 0F: 2 clusters Score -1.944275e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77798 members Mstep: Class 2 contains 77886 members Entering Unmasked Estep Score: -19340942.000000 Penalty: 5929.969238 Iteration 0F: 3 clusters Score -1.934094e+07 nChanged 74134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77740 members Mstep: Class 2 contains 77944 members Entering Unmasked Estep Score: -19384362.000000 Penalty: 5929.969238 Iteration 1F: 3 clusters Score -1.938436e+07 nChanged 4884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77372 members Mstep: Class 2 contains 78312 members Entering Unmasked Estep Score: -19385598.000000 Penalty: 5929.969238 Iteration 2Q: 3 clusters Score -1.93856e+07 nChanged 5161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76803 members Mstep: Class 2 contains 78881 members Entering Unmasked Estep Score: -19387376.000000 Penalty: 5929.969238 Iteration 3Q: 3 clusters Score -1.938738e+07 nChanged 5636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76075 members Mstep: Class 2 contains 79609 members Entering Unmasked Estep Score: -19389156.000000 Penalty: 5929.969238 Iteration 4Q: 3 clusters Score -1.938916e+07 nChanged 6394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74991 members Mstep: Class 2 contains 80693 members Entering Unmasked Estep Score: -19391874.000000 Penalty: 5929.969238 Iteration 5Q: 3 clusters Score -1.939187e+07 nChanged 7417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73650 members Mstep: Class 2 contains 82034 members Entering Unmasked Estep Score: -19395356.000000 Penalty: 5929.969238 Iteration 6Q: 3 clusters Score -1.939536e+07 nChanged 8343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72221 members Mstep: Class 2 contains 83463 members Entering Unmasked Estep Score: -19400484.000000 Penalty: 5929.969238 Iteration 7F: 3 clusters Score -1.940048e+07 nChanged 8961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70966 members Mstep: Class 2 contains 84718 members Entering Unmasked Estep Score: -19406300.000000 Penalty: 5929.969238 Iteration 8F: 3 clusters Score -1.94063e+07 nChanged 8570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70082 members Mstep: Class 2 contains 85602 members Entering Unmasked Estep Score: -19410982.000000 Penalty: 5929.969238 Iteration 9F: 3 clusters Score -1.941098e+07 nChanged 6576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69476 members Mstep: Class 2 contains 86208 members Entering Unmasked Estep Score: -19413418.000000 Penalty: 5929.969238 Iteration 10Q: 3 clusters Score -1.941342e+07 nChanged 4144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69018 members Mstep: Class 2 contains 86666 members Entering Unmasked Estep Score: -19414424.000000 Penalty: 5929.969238 Iteration 11Q: 3 clusters Score -1.941442e+07 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68555 members Mstep: Class 2 contains 87129 members Entering Unmasked Estep Score: -19414678.000000 Penalty: 5929.969238 Iteration 12Q: 3 clusters Score -1.941468e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68049 members Mstep: Class 2 contains 87635 members Entering Unmasked Estep Score: -19414762.000000 Penalty: 5929.969238 Iteration 13Q: 3 clusters Score -1.941476e+07 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67498 members Mstep: Class 2 contains 88186 members Entering Unmasked Estep Score: -19414876.000000 Penalty: 5929.969238 Iteration 14Q: 3 clusters Score -1.941488e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66911 members Mstep: Class 2 contains 88773 members Entering Unmasked Estep Score: -19414886.000000 Penalty: 5929.969238 Iteration 15Q: 3 clusters Score -1.941489e+07 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66375 members Mstep: Class 2 contains 89309 members Entering Unmasked Estep Score: -19414954.000000 Penalty: 5929.969238 Iteration 16Q: 3 clusters Score -1.941495e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65786 members Mstep: Class 2 contains 89898 members Entering Unmasked Estep Score: -19415002.000000 Penalty: 5929.969238 Iteration 17Q: 3 clusters Score -1.9415e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65113 members Mstep: Class 2 contains 90571 members Entering Unmasked Estep Score: -19415070.000000 Penalty: 5929.969238 Iteration 18Q: 3 clusters Score -1.941507e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64412 members Mstep: Class 2 contains 91272 members Entering Unmasked Estep Score: -19415220.000000 Penalty: 5929.969238 Iteration 19Q: 3 clusters Score -1.941522e+07 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63679 members Mstep: Class 2 contains 92005 members Entering Unmasked Estep Score: -19415338.000000 Penalty: 5929.969238 Iteration 20F: 3 clusters Score -1.941534e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62899 members Mstep: Class 2 contains 92785 members Entering Unmasked Estep Score: -19415454.000000 Penalty: 5929.969238 Iteration 21Q: 3 clusters Score -1.941545e+07 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62033 members Mstep: Class 2 contains 93651 members Entering Unmasked Estep Score: -19415552.000000 Penalty: 5929.969238 Iteration 22Q: 3 clusters Score -1.941555e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61122 members Mstep: Class 2 contains 94562 members Entering Unmasked Estep Score: -19415668.000000 Penalty: 5929.969238 Iteration 23Q: 3 clusters Score -1.941567e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60138 members Mstep: Class 2 contains 95546 members Entering Unmasked Estep Score: -19415678.000000 Penalty: 5929.969238 Iteration 24Q: 3 clusters Score -1.941568e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59091 members Mstep: Class 2 contains 96593 members Entering Unmasked Estep Score: -19415832.000000 Penalty: 5929.969238 Iteration 25Q: 3 clusters Score -1.941583e+07 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57945 members Mstep: Class 2 contains 97739 members Entering Unmasked Estep Score: -19416018.000000 Penalty: 5929.969238 Iteration 26Q: 3 clusters Score -1.941602e+07 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56721 members Mstep: Class 2 contains 98963 members Entering Unmasked Estep Score: -19416132.000000 Penalty: 5929.969238 Iteration 27Q: 3 clusters Score -1.941613e+07 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55368 members Mstep: Class 2 contains 100316 members Entering Unmasked Estep Score: -19416426.000000 Penalty: 5929.969238 Iteration 28Q: 3 clusters Score -1.941643e+07 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53960 members Mstep: Class 2 contains 101724 members Entering Unmasked Estep Score: -19416636.000000 Penalty: 5929.969238 Iteration 29Q: 3 clusters Score -1.941664e+07 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52460 members Mstep: Class 2 contains 103224 members Entering Unmasked Estep Score: -19416954.000000 Penalty: 5929.969238 Iteration 30Q: 3 clusters Score -1.941695e+07 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50853 members Mstep: Class 2 contains 104831 members Entering Unmasked Estep Score: -19417384.000000 Penalty: 5929.969238 Iteration 31Q: 3 clusters Score -1.941738e+07 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49168 members Mstep: Class 2 contains 106516 members Entering Unmasked Estep Score: -19417856.000000 Penalty: 5929.969238 Iteration 32Q: 3 clusters Score -1.941786e+07 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47329 members Mstep: Class 2 contains 108355 members Entering Unmasked Estep Score: -19418272.000000 Penalty: 5929.969238 Iteration 33Q: 3 clusters Score -1.941827e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45418 members Mstep: Class 2 contains 110266 members Entering Unmasked Estep Score: -19418810.000000 Penalty: 5929.969238 Iteration 34Q: 3 clusters Score -1.941881e+07 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43374 members Mstep: Class 2 contains 112310 members Entering Unmasked Estep Score: -19419278.000000 Penalty: 5929.969238 Iteration 35Q: 3 clusters Score -1.941928e+07 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41177 members Mstep: Class 2 contains 114507 members Entering Unmasked Estep Score: -19419868.000000 Penalty: 5929.969238 Iteration 36Q: 3 clusters Score -1.941987e+07 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38836 members Mstep: Class 2 contains 116848 members Entering Unmasked Estep Score: -19420634.000000 Penalty: 5929.969238 Iteration 37Q: 3 clusters Score -1.942063e+07 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36298 members Mstep: Class 2 contains 119386 members Entering Unmasked Estep Score: -19421404.000000 Penalty: 5929.969238 Iteration 38Q: 3 clusters Score -1.94214e+07 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33675 members Mstep: Class 2 contains 122009 members Entering Unmasked Estep Score: -19422408.000000 Penalty: 5929.969238 Iteration 39Q: 3 clusters Score -1.942241e+07 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30962 members Mstep: Class 2 contains 124722 members Entering Unmasked Estep Score: -19423534.000000 Penalty: 5929.969238 Iteration 40F: 3 clusters Score -1.942353e+07 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28178 members Mstep: Class 2 contains 127506 members Entering Unmasked Estep Score: -19424484.000000 Penalty: 5929.969238 Iteration 41Q: 3 clusters Score -1.942448e+07 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25400 members Mstep: Class 2 contains 130284 members Entering Unmasked Estep Score: -19425556.000000 Penalty: 5929.969238 Iteration 42Q: 3 clusters Score -1.942556e+07 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22552 members Mstep: Class 2 contains 133132 members Entering Unmasked Estep Score: -19427016.000000 Penalty: 5929.969238 Iteration 43Q: 3 clusters Score -1.942702e+07 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19736 members Mstep: Class 2 contains 135948 members Entering Unmasked Estep Score: -19428450.000000 Penalty: 5929.969238 Iteration 44Q: 3 clusters Score -1.942845e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 138711 members Entering Unmasked Estep Score: -19430152.000000 Penalty: 5929.969238 Iteration 45Q: 3 clusters Score -1.943015e+07 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 141361 members Entering Unmasked Estep Score: -19431856.000000 Penalty: 5929.969238 Iteration 46Q: 3 clusters Score -1.943186e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 143746 members Entering Unmasked Estep Score: -19433324.000000 Penalty: 5929.969238 Iteration 47Q: 3 clusters Score -1.943332e+07 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 145863 members Entering Unmasked Estep Score: -19434746.000000 Penalty: 5929.969238 Iteration 48Q: 3 clusters Score -1.943475e+07 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 147667 members Entering Unmasked Estep Score: -19435892.000000 Penalty: 5929.969238 Iteration 49Q: 3 clusters Score -1.943589e+07 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 149205 members Entering Unmasked Estep Score: -19436984.000000 Penalty: 5929.969238 Iteration 50Q: 3 clusters Score -1.943698e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 150416 members Entering Unmasked Estep Score: -19437738.000000 Penalty: 5929.969238 Iteration 51Q: 3 clusters Score -1.943774e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 151394 members Entering Unmasked Estep Score: -19438374.000000 Penalty: 5929.969238 Iteration 52Q: 3 clusters Score -1.943837e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 152170 members Entering Unmasked Estep Score: -19438900.000000 Penalty: 5929.969238 Iteration 53Q: 3 clusters Score -1.94389e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 152731 members Entering Unmasked Estep Score: -19439176.000000 Penalty: 5929.969238 Iteration 54Q: 3 clusters Score -1.943918e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 153163 members Entering Unmasked Estep Score: -19439416.000000 Penalty: 5929.969238 Iteration 55Q: 3 clusters Score -1.943942e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 153515 members Entering Unmasked Estep Score: -19439578.000000 Penalty: 5929.969238 Iteration 56Q: 3 clusters Score -1.943958e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 153797 members Entering Unmasked Estep Score: -19439762.000000 Penalty: 5929.969238 Iteration 57Q: 3 clusters Score -1.943976e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 154004 members Entering Unmasked Estep Score: -19439908.000000 Penalty: 5929.969238 Iteration 58Q: 3 clusters Score -1.943991e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 154144 members Entering Unmasked Estep Score: -19439972.000000 Penalty: 5929.969238 Iteration 59Q: 3 clusters Score -1.943997e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 154251 members Entering Unmasked Estep Score: -19440018.000000 Penalty: 5929.969238 Iteration 60F: 3 clusters Score -1.944002e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 154337 members Entering Unmasked Estep Score: -19440066.000000 Penalty: 5929.969238 Iteration 61Q: 3 clusters Score -1.944007e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 154402 members Entering Unmasked Estep Score: -19440102.000000 Penalty: 5929.969238 Iteration 62Q: 3 clusters Score -1.94401e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 154466 members Entering Unmasked Estep Score: -19440150.000000 Penalty: 5929.969238 Iteration 63Q: 3 clusters Score -1.944015e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 154511 members Entering Unmasked Estep Score: -19440136.000000 Penalty: 5929.969238 Iteration 64Q: 3 clusters Score -1.944014e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 154553 members Entering Unmasked Estep Score: -19440148.000000 Penalty: 5929.969238 Iteration 65Q: 3 clusters Score -1.944015e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 154584 members Entering Unmasked Estep Score: -19440164.000000 Penalty: 5929.969238 Iteration 66Q: 3 clusters Score -1.944016e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 154605 members Entering Unmasked Estep Score: -19440168.000000 Penalty: 5929.969238 Iteration 67Q: 3 clusters Score -1.944017e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 154628 members Entering Unmasked Estep Score: -19440164.000000 Penalty: 5929.969238 Iteration 68Q: 3 clusters Score -1.944016e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 154644 members Entering Unmasked Estep Score: -19440196.000000 Penalty: 5929.969238 Iteration 69Q: 3 clusters Score -1.94402e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 154661 members Entering Unmasked Estep Score: -19440198.000000 Penalty: 5929.969238 Iteration 70Q: 3 clusters Score -1.94402e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 154678 members Entering Unmasked Estep Score: -19440190.000000 Penalty: 5929.969238 Iteration 71Q: 3 clusters Score -1.944019e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 154699 members Entering Unmasked Estep Score: -19440214.000000 Penalty: 5929.969238 Iteration 72Q: 3 clusters Score -1.944021e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 154717 members Entering Unmasked Estep Score: -19440226.000000 Penalty: 5929.969238 Iteration 73Q: 3 clusters Score -1.944023e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 154738 members Entering Unmasked Estep Score: -19440226.000000 Penalty: 5929.969238 Iteration 74Q: 3 clusters Score -1.944023e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 154749 members Entering Unmasked Estep Score: -19440246.000000 Penalty: 5929.969238 Iteration 75Q: 3 clusters Score -1.944025e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 154757 members Entering Unmasked Estep Score: -19440248.000000 Penalty: 5929.969238 Iteration 76Q: 3 clusters Score -1.944025e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 154767 members Entering Unmasked Estep Score: -19440260.000000 Penalty: 5929.969238 Iteration 77Q: 3 clusters Score -1.944026e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 154772 members Entering Unmasked Estep Score: -19440262.000000 Penalty: 5929.969238 Iteration 78Q: 3 clusters Score -1.944026e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 154777 members Entering Unmasked Estep Score: -19440264.000000 Penalty: 5929.969238 Iteration 79Q: 3 clusters Score -1.944026e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 154786 members Entering Unmasked Estep Score: -19440304.000000 Penalty: 5929.969238 Iteration 80F: 3 clusters Score -1.94403e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 154803 members Entering Unmasked Estep Score: -19440308.000000 Penalty: 5929.969238 Iteration 81Q: 3 clusters Score -1.944031e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 154811 members Entering Unmasked Estep Score: -19440328.000000 Penalty: 5929.969238 Iteration 82Q: 3 clusters Score -1.944033e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 154819 members Entering Unmasked Estep Score: -19440318.000000 Penalty: 5929.969238 Iteration 83Q: 3 clusters Score -1.944032e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 154826 members Entering Unmasked Estep Score: -19440324.000000 Penalty: 5929.969238 Iteration 84Q: 3 clusters Score -1.944032e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 154830 members Entering Unmasked Estep Score: -19440326.000000 Penalty: 5929.969238 Iteration 85Q: 3 clusters Score -1.944033e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 154832 members Entering Unmasked Estep Score: -19440326.000000 Penalty: 5929.969238 Iteration 86Q: 3 clusters Score -1.944033e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 154834 members Entering Unmasked Estep Score: -19440320.000000 Penalty: 5929.969238 Iteration 87Q: 3 clusters Score -1.944032e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 154835 members Entering Unmasked Estep Score: -19440326.000000 Penalty: 5929.969238 Iteration 88Q: 3 clusters Score -1.944033e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 154837 members Entering Unmasked Estep Score: -19440308.000000 Penalty: 5929.969238 Iteration 89Q: 3 clusters Score -1.944031e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 154838 members Entering Unmasked Estep Score: -19440310.000000 Penalty: 5929.969238 Iteration 90Q: 3 clusters Score -1.944031e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 154843 members Entering Unmasked Estep Score: -19440316.000000 Penalty: 5929.969238 Iteration 91Q: 3 clusters Score -1.944032e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 154844 members Entering Unmasked Estep Score: -19440316.000000 Penalty: 5929.969238 Iteration 92Q: 3 clusters Score -1.944032e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 154845 members Entering Unmasked Estep Score: -19440330.000000 Penalty: 5929.969238 Iteration 93Q: 3 clusters Score -1.944033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 154846 members Entering Unmasked Estep Score: -19440326.000000 Penalty: 5929.969238 Iteration 94Q: 3 clusters Score -1.944033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 154849 members Entering Unmasked Estep Score: -19440330.000000 Penalty: 5929.969238 Iteration 95Q: 3 clusters Score -1.944033e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 154853 members Entering Unmasked Estep Score: -19440332.000000 Penalty: 5929.969238 Iteration 96Q: 3 clusters Score -1.944033e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 154854 members Entering Unmasked Estep Score: -19440340.000000 Penalty: 5929.969238 Iteration 97Q: 3 clusters Score -1.944034e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 154855 members Entering Unmasked Estep Score: -19440334.000000 Penalty: 5929.969238 Iteration 98Q: 3 clusters Score -1.944033e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 154856 members Entering Unmasked Estep Score: -19440328.000000 Penalty: 5929.969238 Iteration 99Q: 3 clusters Score -1.944033e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 154856 members Entering Unmasked Estep Score: -19440328.000000 Penalty: 5929.969238 Iteration 100F: 3 clusters Score -1.944033e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -81001.039062 Penalty: 1641.447266 Iteration 0F: 2 clusters Score -81001.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -79266.929688 Penalty: 3282.894531 Iteration 0F: 3 clusters Score -79266.93 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79563.132812 Penalty: 3282.894531 Iteration 1F: 3 clusters Score -79563.13 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -79661.328125 Penalty: 3282.894531 Iteration 2F: 3 clusters Score -79661.33 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -79725.710938 Penalty: 3282.894531 Iteration 3Q: 3 clusters Score -79725.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -79777.898438 Penalty: 3282.894531 Iteration 4Q: 3 clusters Score -79777.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -79820.421875 Penalty: 3282.894531 Iteration 5Q: 3 clusters Score -79820.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -79881.773438 Penalty: 3282.894531 Iteration 6Q: 3 clusters Score -79881.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -79928.843750 Penalty: 3282.894531 Iteration 7Q: 3 clusters Score -79928.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -79976.023438 Penalty: 3282.894531 Iteration 8Q: 3 clusters Score -79976.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -80000.421875 Penalty: 3282.894531 Iteration 9Q: 3 clusters Score -80000.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -80011.750000 Penalty: 3282.894531 Iteration 10Q: 3 clusters Score -80011.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -80024.593750 Penalty: 3282.894531 Iteration 11Q: 3 clusters Score -80024.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -80031.117188 Penalty: 3282.894531 Iteration 12Q: 3 clusters Score -80031.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -80046.414062 Penalty: 3282.894531 Iteration 13Q: 3 clusters Score -80046.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -80091.156250 Penalty: 3282.894531 Iteration 14Q: 3 clusters Score -80091.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -80134.679688 Penalty: 3282.894531 Iteration 15Q: 3 clusters Score -80134.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -80172.078125 Penalty: 3282.894531 Iteration 16Q: 3 clusters Score -80172.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -80195.273438 Penalty: 3282.894531 Iteration 17Q: 3 clusters Score -80195.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -80210.445312 Penalty: 3282.894531 Iteration 18Q: 3 clusters Score -80210.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -80237.882812 Penalty: 3282.894531 Iteration 19Q: 3 clusters Score -80237.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -80262.710938 Penalty: 3282.894531 Iteration 20F: 3 clusters Score -80262.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -80290.984375 Penalty: 3282.894531 Iteration 21Q: 3 clusters Score -80290.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -80329.164062 Penalty: 3282.894531 Iteration 22Q: 3 clusters Score -80329.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -80367.179688 Penalty: 3282.894531 Iteration 23Q: 3 clusters Score -80367.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -80412.703125 Penalty: 3282.894531 Iteration 24Q: 3 clusters Score -80412.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -80468.367188 Penalty: 3282.894531 Iteration 25Q: 3 clusters Score -80468.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -80500.250000 Penalty: 3282.894531 Iteration 26Q: 3 clusters Score -80500.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -80524.500000 Penalty: 3282.894531 Iteration 27Q: 3 clusters Score -80524.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -80560.093750 Penalty: 3282.894531 Iteration 28Q: 3 clusters Score -80560.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -80595.960938 Penalty: 3282.894531 Iteration 29Q: 3 clusters Score -80595.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -80619.562500 Penalty: 3282.894531 Iteration 30Q: 3 clusters Score -80619.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -80641.859375 Penalty: 3282.894531 Iteration 31Q: 3 clusters Score -80641.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -80650.093750 Penalty: 3282.894531 Iteration 32Q: 3 clusters Score -80650.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -80669.117188 Penalty: 3282.894531 Iteration 33Q: 3 clusters Score -80669.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -80692.734375 Penalty: 3282.894531 Iteration 34Q: 3 clusters Score -80692.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -80716.601562 Penalty: 3282.894531 Iteration 35Q: 3 clusters Score -80716.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -80743.367188 Penalty: 3282.894531 Iteration 36Q: 3 clusters Score -80743.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -80775.914062 Penalty: 3282.894531 Iteration 37Q: 3 clusters Score -80775.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -80823.273438 Penalty: 3282.894531 Iteration 38Q: 3 clusters Score -80823.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -80888.906250 Penalty: 3282.894531 Iteration 39Q: 3 clusters Score -80888.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -81004.382812 Penalty: 3282.894531 Iteration 40F: 3 clusters Score -81004.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -81278.914062 Penalty: 3282.894531 Iteration 41Q: 3 clusters Score -81278.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -81302.195312 Penalty: 3282.894531 Iteration 42Q: 3 clusters Score -81302.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -81330.367188 Penalty: 3282.894531 Iteration 43Q: 3 clusters Score -81330.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -81336.343750 Penalty: 3282.894531 Iteration 44Q: 3 clusters Score -81336.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -81336.343750 Penalty: 3282.894531 Iteration 45F: 3 clusters Score -81336.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 354 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Mstep: Class 24 contains 395 members Entering Unmasked Estep Score: -52018116.000000 Penalty: 77242.789062 Splitting cluster 7 changes total score from -52019432.000000 to -52018116.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -91816.710938 Penalty: 1648.626709 Iteration 0F: 2 clusters Score -91816.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -90050.312500 Penalty: 3297.253418 Iteration 0F: 3 clusters Score -90050.31 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -90305.546875 Penalty: 3297.253418 Iteration 1F: 3 clusters Score -90305.55 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -90369.304688 Penalty: 3297.253418 Iteration 2F: 3 clusters Score -90369.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -90401.921875 Penalty: 3297.253418 Iteration 3Q: 3 clusters Score -90401.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -90422.554688 Penalty: 3297.253418 Iteration 4Q: 3 clusters Score -90422.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -90441.312500 Penalty: 3297.253418 Iteration 5Q: 3 clusters Score -90441.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -90446.914062 Penalty: 3297.253418 Iteration 6Q: 3 clusters Score -90446.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -90448.546875 Penalty: 3297.253418 Iteration 7Q: 3 clusters Score -90448.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -90449.664062 Penalty: 3297.253418 Iteration 8Q: 3 clusters Score -90449.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -90449.664062 Penalty: 3297.253418 Iteration 9F: 3 clusters Score -90449.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (59591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59591 members Entering Unmasked Estep Score: -7352893.500000 Penalty: 2726.824463 Iteration 0F: 2 clusters Score -7352894 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29757 members Mstep: Class 2 contains 29834 members Entering Unmasked Estep Score: -7312889.500000 Penalty: 5453.648926 Iteration 0F: 3 clusters Score -7312890 nChanged 27671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29804 members Mstep: Class 2 contains 29787 members Entering Unmasked Estep Score: -7328633.500000 Penalty: 5453.648926 Iteration 1F: 3 clusters Score -7328634 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29839 members Mstep: Class 2 contains 29752 members Entering Unmasked Estep Score: -7329322.500000 Penalty: 5453.648926 Iteration 2Q: 3 clusters Score -7329322 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29910 members Mstep: Class 2 contains 29681 members Entering Unmasked Estep Score: -7330092.500000 Penalty: 5453.648926 Iteration 3Q: 3 clusters Score -7330092 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30107 members Mstep: Class 2 contains 29484 members Entering Unmasked Estep Score: -7331060.000000 Penalty: 5453.648926 Iteration 4Q: 3 clusters Score -7331060 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30536 members Mstep: Class 2 contains 29055 members Entering Unmasked Estep Score: -7332237.500000 Penalty: 5453.648926 Iteration 5Q: 3 clusters Score -7332238 nChanged 3032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 28431 members Entering Unmasked Estep Score: -7333710.000000 Penalty: 5453.648926 Iteration 6F: 3 clusters Score -7333710 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31937 members Mstep: Class 2 contains 27654 members Entering Unmasked Estep Score: -7335127.000000 Penalty: 5453.648926 Iteration 7F: 3 clusters Score -7335127 nChanged 3042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32955 members Mstep: Class 2 contains 26636 members Entering Unmasked Estep Score: -7336477.500000 Penalty: 5453.648926 Iteration 8F: 3 clusters Score -7336478 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34186 members Mstep: Class 2 contains 25405 members Entering Unmasked Estep Score: -7337581.500000 Penalty: 5453.648926 Iteration 9Q: 3 clusters Score -7337582 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35519 members Mstep: Class 2 contains 24072 members Entering Unmasked Estep Score: -7338504.500000 Penalty: 5453.648926 Iteration 10Q: 3 clusters Score -7338504 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 22598 members Entering Unmasked Estep Score: -7339312.000000 Penalty: 5453.648926 Iteration 11Q: 3 clusters Score -7339312 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38660 members Mstep: Class 2 contains 20931 members Entering Unmasked Estep Score: -7340043.000000 Penalty: 5453.648926 Iteration 12Q: 3 clusters Score -7340043 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40334 members Mstep: Class 2 contains 19257 members Entering Unmasked Estep Score: -7340730.000000 Penalty: 5453.648926 Iteration 13Q: 3 clusters Score -7340730 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42073 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -7341426.000000 Penalty: 5453.648926 Iteration 14Q: 3 clusters Score -7341426 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43987 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -7342256.500000 Penalty: 5453.648926 Iteration 15Q: 3 clusters Score -7342256 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46015 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -7343176.000000 Penalty: 5453.648926 Iteration 16Q: 3 clusters Score -7343176 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48121 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -7344198.000000 Penalty: 5453.648926 Iteration 17Q: 3 clusters Score -7344198 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50257 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -7345418.000000 Penalty: 5453.648926 Iteration 18Q: 3 clusters Score -7345418 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52201 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -7346607.000000 Penalty: 5453.648926 Iteration 19Q: 3 clusters Score -7346607 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53878 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -7347613.000000 Penalty: 5453.648926 Iteration 20F: 3 clusters Score -7347613 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55242 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -7348440.500000 Penalty: 5453.648926 Iteration 21Q: 3 clusters Score -7348440 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56319 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -7349126.000000 Penalty: 5453.648926 Iteration 22Q: 3 clusters Score -7349126 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57117 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -7349614.000000 Penalty: 5453.648926 Iteration 23Q: 3 clusters Score -7349614 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57623 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -7349979.000000 Penalty: 5453.648926 Iteration 24Q: 3 clusters Score -7349979 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57957 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -7350197.000000 Penalty: 5453.648926 Iteration 25Q: 3 clusters Score -7350197 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58177 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -7350346.000000 Penalty: 5453.648926 Iteration 26Q: 3 clusters Score -7350346 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58317 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -7350423.500000 Penalty: 5453.648926 Iteration 27Q: 3 clusters Score -7350424 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58411 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -7350475.000000 Penalty: 5453.648926 Iteration 28Q: 3 clusters Score -7350475 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58480 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -7350528.500000 Penalty: 5453.648926 Iteration 29Q: 3 clusters Score -7350528 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58536 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -7350549.500000 Penalty: 5453.648926 Iteration 30Q: 3 clusters Score -7350550 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58583 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -7350587.500000 Penalty: 5453.648926 Iteration 31Q: 3 clusters Score -7350588 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58615 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -7350614.000000 Penalty: 5453.648926 Iteration 32Q: 3 clusters Score -7350614 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58639 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -7350624.500000 Penalty: 5453.648926 Iteration 33Q: 3 clusters Score -7350624 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58662 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -7350651.500000 Penalty: 5453.648926 Iteration 34Q: 3 clusters Score -7350652 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58685 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -7350656.000000 Penalty: 5453.648926 Iteration 35Q: 3 clusters Score -7350656 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58705 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -7350655.500000 Penalty: 5453.648926 Iteration 36Q: 3 clusters Score -7350656 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58715 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -7350665.000000 Penalty: 5453.648926 Iteration 37Q: 3 clusters Score -7350665 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58721 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -7350672.500000 Penalty: 5453.648926 Iteration 38Q: 3 clusters Score -7350672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58724 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -7350676.000000 Penalty: 5453.648926 Iteration 39Q: 3 clusters Score -7350676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58729 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -7350677.500000 Penalty: 5453.648926 Iteration 40F: 3 clusters Score -7350678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58733 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -7350678.500000 Penalty: 5453.648926 Iteration 41Q: 3 clusters Score -7350678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58737 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -7350677.000000 Penalty: 5453.648926 Iteration 42Q: 3 clusters Score -7350677 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58738 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -7350679.500000 Penalty: 5453.648926 Iteration 43Q: 3 clusters Score -7350680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58742 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -7350679.000000 Penalty: 5453.648926 Iteration 44Q: 3 clusters Score -7350679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58745 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -7350679.500000 Penalty: 5453.648926 Iteration 45Q: 3 clusters Score -7350680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58747 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -7350679.000000 Penalty: 5453.648926 Iteration 46Q: 3 clusters Score -7350679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58748 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -7350685.000000 Penalty: 5453.648926 Iteration 47Q: 3 clusters Score -7350685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58749 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -7350684.000000 Penalty: 5453.648926 Iteration 48Q: 3 clusters Score -7350684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58751 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -7350687.000000 Penalty: 5453.648926 Iteration 49Q: 3 clusters Score -7350687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58750 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -7350693.000000 Penalty: 5453.648926 Iteration 50Q: 3 clusters Score -7350693 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58750 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -7350693.000000 Penalty: 5453.648926 Iteration 51F: 3 clusters Score -7350693 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -60718.335938 Penalty: 1578.031006 Iteration 0F: 2 clusters Score -60718.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -59227.445312 Penalty: 3156.062012 Iteration 0F: 3 clusters Score -59227.45 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -59575.664062 Penalty: 3156.062012 Iteration 1F: 3 clusters Score -59575.66 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59714.972656 Penalty: 3156.062012 Iteration 2F: 3 clusters Score -59714.97 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -59804.308594 Penalty: 3156.062012 Iteration 3Q: 3 clusters Score -59804.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -59860.941406 Penalty: 3156.062012 Iteration 4Q: 3 clusters Score -59860.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -59897.679688 Penalty: 3156.062012 Iteration 5Q: 3 clusters Score -59897.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59921.449219 Penalty: 3156.062012 Iteration 6Q: 3 clusters Score -59921.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -59942.910156 Penalty: 3156.062012 Iteration 7Q: 3 clusters Score -59942.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -59962.769531 Penalty: 3156.062012 Iteration 8Q: 3 clusters Score -59962.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -59982.175781 Penalty: 3156.062012 Iteration 9Q: 3 clusters Score -59982.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -59989.402344 Penalty: 3156.062012 Iteration 10Q: 3 clusters Score -59989.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -59994.843750 Penalty: 3156.062012 Iteration 11Q: 3 clusters Score -59994.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -59997.035156 Penalty: 3156.062012 Iteration 12F: 3 clusters Score -59997.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -60031.488281 Penalty: 3156.062012 Iteration 13Q: 3 clusters Score -60031.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -60034.644531 Penalty: 3156.062012 Iteration 14Q: 3 clusters Score -60034.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -60034.644531 Penalty: 3156.062012 Iteration 15F: 3 clusters Score -60034.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -226317.562500 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -226317.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -223736.453125 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -223736.5 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -224208.296875 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -224208.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -224330.562500 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -224330.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -224399.265625 Penalty: 3740.148438 Iteration 3Q: 3 clusters Score -224399.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -224449.109375 Penalty: 3740.148438 Iteration 4Q: 3 clusters Score -224449.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -224485.515625 Penalty: 3740.148438 Iteration 5Q: 3 clusters Score -224485.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -224513.578125 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -224513.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -224530.875000 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -224530.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -224549.328125 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -224549.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -224564.250000 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -224564.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -224580.703125 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -224580.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -224604.343750 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -224604.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -224623.953125 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -224624 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -224640.890625 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -224640.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -224655.250000 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -224655.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -224664.328125 Penalty: 3740.148438 Iteration 15Q: 3 clusters Score -224664.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -224673.281250 Penalty: 3740.148438 Iteration 16Q: 3 clusters Score -224673.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -224678.093750 Penalty: 3740.148438 Iteration 17Q: 3 clusters Score -224678.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -224684.500000 Penalty: 3740.148438 Iteration 18Q: 3 clusters Score -224684.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -224690.453125 Penalty: 3740.148438 Iteration 19Q: 3 clusters Score -224690.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -224692.921875 Penalty: 3740.148438 Iteration 20F: 3 clusters Score -224692.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -224693.703125 Penalty: 3740.148438 Iteration 21Q: 3 clusters Score -224693.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -224695.468750 Penalty: 3740.148438 Iteration 22Q: 3 clusters Score -224695.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -224698.968750 Penalty: 3740.148438 Iteration 23Q: 3 clusters Score -224699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -224703.000000 Penalty: 3740.148438 Iteration 24Q: 3 clusters Score -224703 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -224705.906250 Penalty: 3740.148438 Iteration 25Q: 3 clusters Score -224705.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -224710.359375 Penalty: 3740.148438 Iteration 26Q: 3 clusters Score -224710.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -224713.437500 Penalty: 3740.148438 Iteration 27Q: 3 clusters Score -224713.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -224717.156250 Penalty: 3740.148438 Iteration 28Q: 3 clusters Score -224717.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -224717.718750 Penalty: 3740.148438 Iteration 29Q: 3 clusters Score -224717.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -224719.250000 Penalty: 3740.148438 Iteration 30Q: 3 clusters Score -224719.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -224720.562500 Penalty: 3740.148438 Iteration 31Q: 3 clusters Score -224720.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -224721.656250 Penalty: 3740.148438 Iteration 32Q: 3 clusters Score -224721.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -224721.656250 Penalty: 3740.148438 Iteration 33F: 3 clusters Score -224721.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24174 members Entering Unmasked Estep Score: -2927758.500000 Penalty: 2503.072266 Iteration 0F: 2 clusters Score -2927758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -2910926.250000 Penalty: 5006.144531 Iteration 0F: 3 clusters Score -2910926 nChanged 10731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11755 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -2916781.750000 Penalty: 5006.144531 Iteration 1F: 3 clusters Score -2916782 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -2917568.750000 Penalty: 5006.144531 Iteration 2F: 3 clusters Score -2917569 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 13084 members Entering Unmasked Estep Score: -2918629.750000 Penalty: 5006.144531 Iteration 3F: 3 clusters Score -2918630 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 13808 members Entering Unmasked Estep Score: -2919987.000000 Penalty: 5006.144531 Iteration 4F: 3 clusters Score -2919987 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 14862 members Entering Unmasked Estep Score: -2921363.250000 Penalty: 5006.144531 Iteration 5F: 3 clusters Score -2921363 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 16177 members Entering Unmasked Estep Score: -2922772.750000 Penalty: 5006.144531 Iteration 6F: 3 clusters Score -2922773 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -2924151.500000 Penalty: 5006.144531 Iteration 7F: 3 clusters Score -2924152 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 18868 members Entering Unmasked Estep Score: -2925310.250000 Penalty: 5006.144531 Iteration 8F: 3 clusters Score -2925310 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 19880 members Entering Unmasked Estep Score: -2926171.750000 Penalty: 5006.144531 Iteration 9Q: 3 clusters Score -2926172 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 20559 members Entering Unmasked Estep Score: -2926626.250000 Penalty: 5006.144531 Iteration 10Q: 3 clusters Score -2926626 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 21053 members Entering Unmasked Estep Score: -2926916.500000 Penalty: 5006.144531 Iteration 11Q: 3 clusters Score -2926916 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 21457 members Entering Unmasked Estep Score: -2927113.500000 Penalty: 5006.144531 Iteration 12Q: 3 clusters Score -2927114 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 21747 members Entering Unmasked Estep Score: -2927243.500000 Penalty: 5006.144531 Iteration 13Q: 3 clusters Score -2927244 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 21959 members Entering Unmasked Estep Score: -2927328.000000 Penalty: 5006.144531 Iteration 14Q: 3 clusters Score -2927328 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 22125 members Entering Unmasked Estep Score: -2927398.000000 Penalty: 5006.144531 Iteration 15Q: 3 clusters Score -2927398 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 22261 members Entering Unmasked Estep Score: -2927454.250000 Penalty: 5006.144531 Iteration 16Q: 3 clusters Score -2927454 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 22358 members Entering Unmasked Estep Score: -2927471.250000 Penalty: 5006.144531 Iteration 17Q: 3 clusters Score -2927471 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 22435 members Entering Unmasked Estep Score: -2927503.250000 Penalty: 5006.144531 Iteration 18Q: 3 clusters Score -2927503 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 22492 members Entering Unmasked Estep Score: -2927511.000000 Penalty: 5006.144531 Iteration 19Q: 3 clusters Score -2927511 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 22531 members Entering Unmasked Estep Score: -2927521.500000 Penalty: 5006.144531 Iteration 20F: 3 clusters Score -2927522 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 22571 members Entering Unmasked Estep Score: -2927540.500000 Penalty: 5006.144531 Iteration 21Q: 3 clusters Score -2927540 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 22593 members Entering Unmasked Estep Score: -2927548.000000 Penalty: 5006.144531 Iteration 22Q: 3 clusters Score -2927548 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 22615 members Entering Unmasked Estep Score: -2927553.500000 Penalty: 5006.144531 Iteration 23Q: 3 clusters Score -2927554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 22625 members Entering Unmasked Estep Score: -2927556.500000 Penalty: 5006.144531 Iteration 24Q: 3 clusters Score -2927556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 22632 members Entering Unmasked Estep Score: -2927560.750000 Penalty: 5006.144531 Iteration 25Q: 3 clusters Score -2927561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 22636 members Entering Unmasked Estep Score: -2927563.000000 Penalty: 5006.144531 Iteration 26Q: 3 clusters Score -2927563 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 22637 members Entering Unmasked Estep Score: -2927560.500000 Penalty: 5006.144531 Iteration 27Q: 3 clusters Score -2927560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 22638 members Entering Unmasked Estep Score: -2927562.250000 Penalty: 5006.144531 Iteration 28Q: 3 clusters Score -2927562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 22639 members Entering Unmasked Estep Score: -2927561.000000 Penalty: 5006.144531 Iteration 29Q: 3 clusters Score -2927561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 22639 members Entering Unmasked Estep Score: -2927561.000000 Penalty: 5006.144531 Iteration 30F: 3 clusters Score -2927561 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Entering Unmasked Estep Score: -1028964.437500 Penalty: 2253.249512 Iteration 0F: 2 clusters Score -1028964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1022041.062500 Penalty: 4506.499023 Iteration 0F: 3 clusters Score -1022041 nChanged 3612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1024089.875000 Penalty: 4506.499023 Iteration 1F: 3 clusters Score -1024090 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1024518.000000 Penalty: 4506.499023 Iteration 2F: 3 clusters Score -1024518 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1024879.812500 Penalty: 4506.499023 Iteration 3F: 3 clusters Score -1024880 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1025250.312500 Penalty: 4506.499023 Iteration 4F: 3 clusters Score -1025250 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1025600.812500 Penalty: 4506.499023 Iteration 5F: 3 clusters Score -1025601 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -1025919.875000 Penalty: 4506.499023 Iteration 6Q: 3 clusters Score -1025920 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1026156.000000 Penalty: 4506.499023 Iteration 7Q: 3 clusters Score -1026156 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -1026362.125000 Penalty: 4506.499023 Iteration 8Q: 3 clusters Score -1026362 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1026528.250000 Penalty: 4506.499023 Iteration 9Q: 3 clusters Score -1026528 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1026650.812500 Penalty: 4506.499023 Iteration 10Q: 3 clusters Score -1026651 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1026734.812500 Penalty: 4506.499023 Iteration 11Q: 3 clusters Score -1026735 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -1026797.875000 Penalty: 4506.499023 Iteration 12Q: 3 clusters Score -1026798 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1026849.312500 Penalty: 4506.499023 Iteration 13Q: 3 clusters Score -1026849 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -1026880.312500 Penalty: 4506.499023 Iteration 14Q: 3 clusters Score -1026880 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -1026906.250000 Penalty: 4506.499023 Iteration 15Q: 3 clusters Score -1026906 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1026936.875000 Penalty: 4506.499023 Iteration 16Q: 3 clusters Score -1026937 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -1026959.250000 Penalty: 4506.499023 Iteration 17Q: 3 clusters Score -1026959 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -1026982.312500 Penalty: 4506.499023 Iteration 18Q: 3 clusters Score -1026982 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1027004.312500 Penalty: 4506.499023 Iteration 19Q: 3 clusters Score -1027004 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1027032.875000 Penalty: 4506.499023 Iteration 20F: 3 clusters Score -1027033 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1027058.687500 Penalty: 4506.499023 Iteration 21Q: 3 clusters Score -1027059 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -1027085.812500 Penalty: 4506.499023 Iteration 22Q: 3 clusters Score -1027086 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1027108.312500 Penalty: 4506.499023 Iteration 23Q: 3 clusters Score -1027108 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1027130.500000 Penalty: 4506.499023 Iteration 24Q: 3 clusters Score -1027130 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -1027152.375000 Penalty: 4506.499023 Iteration 25Q: 3 clusters Score -1027152 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1027168.750000 Penalty: 4506.499023 Iteration 26Q: 3 clusters Score -1027169 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -1027186.437500 Penalty: 4506.499023 Iteration 27Q: 3 clusters Score -1027186 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1027206.750000 Penalty: 4506.499023 Iteration 28Q: 3 clusters Score -1027207 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1027228.562500 Penalty: 4506.499023 Iteration 29Q: 3 clusters Score -1027229 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -1027246.750000 Penalty: 4506.499023 Iteration 30Q: 3 clusters Score -1027247 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1027268.062500 Penalty: 4506.499023 Iteration 31Q: 3 clusters Score -1027268 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1027286.812500 Penalty: 4506.499023 Iteration 32Q: 3 clusters Score -1027287 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1027309.062500 Penalty: 4506.499023 Iteration 33Q: 3 clusters Score -1027309 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -1027328.000000 Penalty: 4506.499023 Iteration 34Q: 3 clusters Score -1027328 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1027348.312500 Penalty: 4506.499023 Iteration 35Q: 3 clusters Score -1027348 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1027371.187500 Penalty: 4506.499023 Iteration 36Q: 3 clusters Score -1027371 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1027387.375000 Penalty: 4506.499023 Iteration 37Q: 3 clusters Score -1027387 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -1027400.937500 Penalty: 4506.499023 Iteration 38Q: 3 clusters Score -1027401 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1027423.125000 Penalty: 4506.499023 Iteration 39Q: 3 clusters Score -1027423 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -1027441.687500 Penalty: 4506.499023 Iteration 40F: 3 clusters Score -1027442 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1027461.187500 Penalty: 4506.499023 Iteration 41Q: 3 clusters Score -1027461 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1027479.937500 Penalty: 4506.499023 Iteration 42Q: 3 clusters Score -1027480 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -1027500.687500 Penalty: 4506.499023 Iteration 43Q: 3 clusters Score -1027501 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -1027521.500000 Penalty: 4506.499023 Iteration 44Q: 3 clusters Score -1027522 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -1027537.187500 Penalty: 4506.499023 Iteration 45Q: 3 clusters Score -1027537 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1027557.312500 Penalty: 4506.499023 Iteration 46Q: 3 clusters Score -1027557 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1027576.125000 Penalty: 4506.499023 Iteration 47Q: 3 clusters Score -1027576 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -1027589.625000 Penalty: 4506.499023 Iteration 48Q: 3 clusters Score -1027590 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -1027601.687500 Penalty: 4506.499023 Iteration 49Q: 3 clusters Score -1027602 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -1027610.562500 Penalty: 4506.499023 Iteration 50Q: 3 clusters Score -1027611 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -1027619.812500 Penalty: 4506.499023 Iteration 51Q: 3 clusters Score -1027620 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -1027626.750000 Penalty: 4506.499023 Iteration 52Q: 3 clusters Score -1027627 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1027635.875000 Penalty: 4506.499023 Iteration 53Q: 3 clusters Score -1027636 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -1027646.125000 Penalty: 4506.499023 Iteration 54Q: 3 clusters Score -1027646 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1027653.562500 Penalty: 4506.499023 Iteration 55Q: 3 clusters Score -1027654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1027655.250000 Penalty: 4506.499023 Iteration 56Q: 3 clusters Score -1027655 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -1027654.750000 Penalty: 4506.499023 Iteration 57Q: 3 clusters Score -1027655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1027659.687500 Penalty: 4506.499023 Iteration 58Q: 3 clusters Score -1027660 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -1027668.375000 Penalty: 4506.499023 Iteration 59Q: 3 clusters Score -1027668 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -1027674.250000 Penalty: 4506.499023 Iteration 60F: 3 clusters Score -1027674 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -1027680.062500 Penalty: 4506.499023 Iteration 61Q: 3 clusters Score -1027680 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1027685.437500 Penalty: 4506.499023 Iteration 62Q: 3 clusters Score -1027685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -1027690.312500 Penalty: 4506.499023 Iteration 63Q: 3 clusters Score -1027690 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -1027693.187500 Penalty: 4506.499023 Iteration 64Q: 3 clusters Score -1027693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1027694.687500 Penalty: 4506.499023 Iteration 65Q: 3 clusters Score -1027695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -1027695.437500 Penalty: 4506.499023 Iteration 66Q: 3 clusters Score -1027695 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -1027696.125000 Penalty: 4506.499023 Iteration 67Q: 3 clusters Score -1027696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1027697.187500 Penalty: 4506.499023 Iteration 68Q: 3 clusters Score -1027697 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1027697.187500 Penalty: 4506.499023 Iteration 69Q: 3 clusters Score -1027697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1027696.687500 Penalty: 4506.499023 Iteration 70Q: 3 clusters Score -1027697 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1027696.687500 Penalty: 4506.499023 Iteration 71F: 3 clusters Score -1027697 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (36310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36310 members Entering Unmasked Estep Score: -4328507.000000 Penalty: 2603.962402 Iteration 0F: 2 clusters Score -4328507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18201 members Mstep: Class 2 contains 18109 members Entering Unmasked Estep Score: -4303670.000000 Penalty: 5207.924805 Iteration 0F: 3 clusters Score -4303670 nChanged 16592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18597 members Mstep: Class 2 contains 17713 members Entering Unmasked Estep Score: -4312883.500000 Penalty: 5207.924805 Iteration 1F: 3 clusters Score -4312884 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18817 members Mstep: Class 2 contains 17493 members Entering Unmasked Estep Score: -4313472.000000 Penalty: 5207.924805 Iteration 2Q: 3 clusters Score -4313472 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19115 members Mstep: Class 2 contains 17195 members Entering Unmasked Estep Score: -4314075.500000 Penalty: 5207.924805 Iteration 3Q: 3 clusters Score -4314076 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19530 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -4314774.000000 Penalty: 5207.924805 Iteration 4Q: 3 clusters Score -4314774 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20091 members Mstep: Class 2 contains 16219 members Entering Unmasked Estep Score: -4315544.500000 Penalty: 5207.924805 Iteration 5Q: 3 clusters Score -4315544 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20845 members Mstep: Class 2 contains 15465 members Entering Unmasked Estep Score: -4316419.000000 Penalty: 5207.924805 Iteration 6Q: 3 clusters Score -4316419 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21811 members Mstep: Class 2 contains 14499 members Entering Unmasked Estep Score: -4317614.500000 Penalty: 5207.924805 Iteration 7Q: 3 clusters Score -4317614 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -4319124.500000 Penalty: 5207.924805 Iteration 8F: 3 clusters Score -4319124 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23889 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -4320596.000000 Penalty: 5207.924805 Iteration 9F: 3 clusters Score -4320596 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24656 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -4321754.500000 Penalty: 5207.924805 Iteration 10Q: 3 clusters Score -4321754 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25202 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -4322516.500000 Penalty: 5207.924805 Iteration 11Q: 3 clusters Score -4322516 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25660 members Mstep: Class 2 contains 10650 members Entering Unmasked Estep Score: -4322929.500000 Penalty: 5207.924805 Iteration 12Q: 3 clusters Score -4322930 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26014 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -4323169.000000 Penalty: 5207.924805 Iteration 13Q: 3 clusters Score -4323169 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26315 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -4323348.000000 Penalty: 5207.924805 Iteration 14Q: 3 clusters Score -4323348 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26581 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -4323476.000000 Penalty: 5207.924805 Iteration 15Q: 3 clusters Score -4323476 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -4323554.000000 Penalty: 5207.924805 Iteration 16Q: 3 clusters Score -4323554 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27075 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -4323628.000000 Penalty: 5207.924805 Iteration 17Q: 3 clusters Score -4323628 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -4323707.500000 Penalty: 5207.924805 Iteration 18Q: 3 clusters Score -4323708 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27536 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -4323784.000000 Penalty: 5207.924805 Iteration 19Q: 3 clusters Score -4323784 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27748 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -4323856.500000 Penalty: 5207.924805 Iteration 20F: 3 clusters Score -4323856 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27974 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -4323915.000000 Penalty: 5207.924805 Iteration 21Q: 3 clusters Score -4323915 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28187 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -4323985.500000 Penalty: 5207.924805 Iteration 22Q: 3 clusters Score -4323986 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28417 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -4324056.000000 Penalty: 5207.924805 Iteration 23Q: 3 clusters Score -4324056 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28656 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -4324125.500000 Penalty: 5207.924805 Iteration 24Q: 3 clusters Score -4324126 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28885 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -4324192.000000 Penalty: 5207.924805 Iteration 25Q: 3 clusters Score -4324192 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29136 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -4324256.500000 Penalty: 5207.924805 Iteration 26Q: 3 clusters Score -4324256 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29404 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -4324365.000000 Penalty: 5207.924805 Iteration 27Q: 3 clusters Score -4324365 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29689 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -4324432.000000 Penalty: 5207.924805 Iteration 28Q: 3 clusters Score -4324432 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29962 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -4324512.500000 Penalty: 5207.924805 Iteration 29Q: 3 clusters Score -4324512 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30236 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -4324579.500000 Penalty: 5207.924805 Iteration 30Q: 3 clusters Score -4324580 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30519 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -4324650.000000 Penalty: 5207.924805 Iteration 31Q: 3 clusters Score -4324650 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30821 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -4324780.000000 Penalty: 5207.924805 Iteration 32Q: 3 clusters Score -4324780 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31106 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -4324848.500000 Penalty: 5207.924805 Iteration 33Q: 3 clusters Score -4324848 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31391 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -4324918.000000 Penalty: 5207.924805 Iteration 34Q: 3 clusters Score -4324918 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31684 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -4324995.500000 Penalty: 5207.924805 Iteration 35Q: 3 clusters Score -4324996 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31961 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -4325079.500000 Penalty: 5207.924805 Iteration 36Q: 3 clusters Score -4325080 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32243 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -4325174.000000 Penalty: 5207.924805 Iteration 37Q: 3 clusters Score -4325174 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32523 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -4325261.500000 Penalty: 5207.924805 Iteration 38Q: 3 clusters Score -4325262 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32772 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -4325324.000000 Penalty: 5207.924805 Iteration 39Q: 3 clusters Score -4325324 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33051 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -4325432.000000 Penalty: 5207.924805 Iteration 40F: 3 clusters Score -4325432 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33282 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -4325511.500000 Penalty: 5207.924805 Iteration 41Q: 3 clusters Score -4325512 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33519 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -4325574.500000 Penalty: 5207.924805 Iteration 42Q: 3 clusters Score -4325574 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33746 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -4325665.500000 Penalty: 5207.924805 Iteration 43Q: 3 clusters Score -4325666 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33951 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -4325737.000000 Penalty: 5207.924805 Iteration 44Q: 3 clusters Score -4325737 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34138 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -4325829.500000 Penalty: 5207.924805 Iteration 45Q: 3 clusters Score -4325830 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34319 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -4325925.500000 Penalty: 5207.924805 Iteration 46Q: 3 clusters Score -4325926 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34471 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -4325981.500000 Penalty: 5207.924805 Iteration 47Q: 3 clusters Score -4325982 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34605 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -4326046.000000 Penalty: 5207.924805 Iteration 48Q: 3 clusters Score -4326046 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34754 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -4326127.500000 Penalty: 5207.924805 Iteration 49Q: 3 clusters Score -4326128 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34897 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -4326186.000000 Penalty: 5207.924805 Iteration 50Q: 3 clusters Score -4326186 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34990 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -4326235.500000 Penalty: 5207.924805 Iteration 51Q: 3 clusters Score -4326236 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35063 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -4326265.000000 Penalty: 5207.924805 Iteration 52Q: 3 clusters Score -4326265 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35141 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -4326296.000000 Penalty: 5207.924805 Iteration 53Q: 3 clusters Score -4326296 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35210 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -4326355.500000 Penalty: 5207.924805 Iteration 54Q: 3 clusters Score -4326356 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35257 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -4326353.500000 Penalty: 5207.924805 Iteration 55Q: 3 clusters Score -4326354 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35295 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -4326367.500000 Penalty: 5207.924805 Iteration 56Q: 3 clusters Score -4326368 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35331 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -4326381.000000 Penalty: 5207.924805 Iteration 57Q: 3 clusters Score -4326381 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35363 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -4326405.000000 Penalty: 5207.924805 Iteration 58Q: 3 clusters Score -4326405 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35387 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -4326421.500000 Penalty: 5207.924805 Iteration 59Q: 3 clusters Score -4326422 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35403 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -4326429.000000 Penalty: 5207.924805 Iteration 60F: 3 clusters Score -4326429 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35423 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -4326441.000000 Penalty: 5207.924805 Iteration 61Q: 3 clusters Score -4326441 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35437 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -4326446.500000 Penalty: 5207.924805 Iteration 62Q: 3 clusters Score -4326446 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35444 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4326456.500000 Penalty: 5207.924805 Iteration 63Q: 3 clusters Score -4326456 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35450 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -4326461.500000 Penalty: 5207.924805 Iteration 64Q: 3 clusters Score -4326462 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35455 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4326465.500000 Penalty: 5207.924805 Iteration 65Q: 3 clusters Score -4326466 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35460 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -4326468.500000 Penalty: 5207.924805 Iteration 66Q: 3 clusters Score -4326468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35464 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -4326472.000000 Penalty: 5207.924805 Iteration 67Q: 3 clusters Score -4326472 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35470 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -4326474.000000 Penalty: 5207.924805 Iteration 68Q: 3 clusters Score -4326474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35478 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -4326482.000000 Penalty: 5207.924805 Iteration 69Q: 3 clusters Score -4326482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35478 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -4326480.500000 Penalty: 5207.924805 Iteration 70Q: 3 clusters Score -4326480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35481 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -4326480.500000 Penalty: 5207.924805 Iteration 71Q: 3 clusters Score -4326480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35482 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -4326485.000000 Penalty: 5207.924805 Iteration 72Q: 3 clusters Score -4326485 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35484 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -4326484.000000 Penalty: 5207.924805 Iteration 73Q: 3 clusters Score -4326484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35486 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -4326484.000000 Penalty: 5207.924805 Iteration 74Q: 3 clusters Score -4326484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -4326480.000000 Penalty: 5207.924805 Iteration 75Q: 3 clusters Score -4326480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35489 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -4326481.500000 Penalty: 5207.924805 Iteration 76Q: 3 clusters Score -4326482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35490 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -4326486.500000 Penalty: 5207.924805 Iteration 77Q: 3 clusters Score -4326486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35491 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -4326490.500000 Penalty: 5207.924805 Iteration 78Q: 3 clusters Score -4326490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35494 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -4326489.500000 Penalty: 5207.924805 Iteration 79Q: 3 clusters Score -4326490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35497 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -4326490.500000 Penalty: 5207.924805 Iteration 80F: 3 clusters Score -4326490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35499 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -4326490.500000 Penalty: 5207.924805 Iteration 81Q: 3 clusters Score -4326490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35501 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -4326489.000000 Penalty: 5207.924805 Iteration 82Q: 3 clusters Score -4326489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35504 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -4326497.000000 Penalty: 5207.924805 Iteration 83Q: 3 clusters Score -4326497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35506 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -4326495.000000 Penalty: 5207.924805 Iteration 84Q: 3 clusters Score -4326495 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35510 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -4326491.000000 Penalty: 5207.924805 Iteration 85Q: 3 clusters Score -4326491 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35513 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -4326489.000000 Penalty: 5207.924805 Iteration 86Q: 3 clusters Score -4326489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35516 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -4326497.000000 Penalty: 5207.924805 Iteration 87Q: 3 clusters Score -4326497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35517 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -4326492.000000 Penalty: 5207.924805 Iteration 88Q: 3 clusters Score -4326492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35516 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -4326494.500000 Penalty: 5207.924805 Iteration 89Q: 3 clusters Score -4326494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35519 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -4326496.000000 Penalty: 5207.924805 Iteration 90Q: 3 clusters Score -4326496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35523 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -4326505.500000 Penalty: 5207.924805 Iteration 91Q: 3 clusters Score -4326506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35524 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -4326508.000000 Penalty: 5207.924805 Iteration 92Q: 3 clusters Score -4326508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35526 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -4326505.500000 Penalty: 5207.924805 Iteration 93Q: 3 clusters Score -4326506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35526 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -4326506.000000 Penalty: 5207.924805 Iteration 94Q: 3 clusters Score -4326506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35523 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -4326508.000000 Penalty: 5207.924805 Iteration 95Q: 3 clusters Score -4326508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35523 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -4326511.000000 Penalty: 5207.924805 Iteration 96Q: 3 clusters Score -4326511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35524 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -4326508.000000 Penalty: 5207.924805 Iteration 97Q: 3 clusters Score -4326508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35525 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -4326510.500000 Penalty: 5207.924805 Iteration 98Q: 3 clusters Score -4326510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35526 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -4326512.000000 Penalty: 5207.924805 Iteration 99Q: 3 clusters Score -4326512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35527 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -4326513.000000 Penalty: 5207.924805 Iteration 100F: 3 clusters Score -4326513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35529 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -4326512.000000 Penalty: 5207.924805 Iteration 101Q: 3 clusters Score -4326512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35532 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -4326507.000000 Penalty: 5207.924805 Iteration 102Q: 3 clusters Score -4326507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35535 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4326510.500000 Penalty: 5207.924805 Iteration 103Q: 3 clusters Score -4326510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35538 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4326514.500000 Penalty: 5207.924805 Iteration 104Q: 3 clusters Score -4326514 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35545 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -4326518.000000 Penalty: 5207.924805 Iteration 105Q: 3 clusters Score -4326518 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35548 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -4326520.000000 Penalty: 5207.924805 Iteration 106Q: 3 clusters Score -4326520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35551 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -4326521.500000 Penalty: 5207.924805 Iteration 107Q: 3 clusters Score -4326522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35554 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -4326523.000000 Penalty: 5207.924805 Iteration 108Q: 3 clusters Score -4326523 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35556 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -4326528.500000 Penalty: 5207.924805 Iteration 109Q: 3 clusters Score -4326528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35556 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -4326528.500000 Penalty: 5207.924805 Iteration 110F: 3 clusters Score -4326528 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (41958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41958 members Entering Unmasked Estep Score: -5173846.000000 Penalty: 2639.817383 Iteration 0F: 2 clusters Score -5173846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21054 members Mstep: Class 2 contains 20904 members Entering Unmasked Estep Score: -5145453.500000 Penalty: 5279.634766 Iteration 0F: 3 clusters Score -5145454 nChanged 19284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21304 members Mstep: Class 2 contains 20654 members Entering Unmasked Estep Score: -5156273.500000 Penalty: 5279.634766 Iteration 1F: 3 clusters Score -5156274 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 20503 members Entering Unmasked Estep Score: -5156895.500000 Penalty: 5279.634766 Iteration 2Q: 3 clusters Score -5156896 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21790 members Mstep: Class 2 contains 20168 members Entering Unmasked Estep Score: -5157670.000000 Penalty: 5279.634766 Iteration 3Q: 3 clusters Score -5157670 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22341 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -5158440.000000 Penalty: 5279.634766 Iteration 4Q: 3 clusters Score -5158440 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -5159375.000000 Penalty: 5279.634766 Iteration 5Q: 3 clusters Score -5159375 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24374 members Mstep: Class 2 contains 17584 members Entering Unmasked Estep Score: -5160622.500000 Penalty: 5279.634766 Iteration 6F: 3 clusters Score -5160622 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25824 members Mstep: Class 2 contains 16134 members Entering Unmasked Estep Score: -5162173.500000 Penalty: 5279.634766 Iteration 7F: 3 clusters Score -5162174 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27343 members Mstep: Class 2 contains 14615 members Entering Unmasked Estep Score: -5163854.500000 Penalty: 5279.634766 Iteration 8F: 3 clusters Score -5163854 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 13209 members Entering Unmasked Estep Score: -5165393.500000 Penalty: 5279.634766 Iteration 9F: 3 clusters Score -5165394 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29963 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -5166624.000000 Penalty: 5279.634766 Iteration 10Q: 3 clusters Score -5166624 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30973 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -5167490.500000 Penalty: 5279.634766 Iteration 11Q: 3 clusters Score -5167490 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31823 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -5168017.000000 Penalty: 5279.634766 Iteration 12Q: 3 clusters Score -5168017 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32594 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -5168400.500000 Penalty: 5279.634766 Iteration 13Q: 3 clusters Score -5168400 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33238 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -5168674.000000 Penalty: 5279.634766 Iteration 14Q: 3 clusters Score -5168674 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33820 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -5168898.000000 Penalty: 5279.634766 Iteration 15Q: 3 clusters Score -5168898 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34423 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -5169108.500000 Penalty: 5279.634766 Iteration 16Q: 3 clusters Score -5169108 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35005 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -5169327.000000 Penalty: 5279.634766 Iteration 17Q: 3 clusters Score -5169327 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35586 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -5169521.500000 Penalty: 5279.634766 Iteration 18Q: 3 clusters Score -5169522 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36109 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -5169714.500000 Penalty: 5279.634766 Iteration 19Q: 3 clusters Score -5169714 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36579 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -5169891.000000 Penalty: 5279.634766 Iteration 20F: 3 clusters Score -5169891 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37045 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -5170090.500000 Penalty: 5279.634766 Iteration 21Q: 3 clusters Score -5170090 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37507 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -5170300.500000 Penalty: 5279.634766 Iteration 22Q: 3 clusters Score -5170300 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37917 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -5170476.500000 Penalty: 5279.634766 Iteration 23Q: 3 clusters Score -5170476 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38325 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -5170662.500000 Penalty: 5279.634766 Iteration 24Q: 3 clusters Score -5170662 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38708 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -5170839.500000 Penalty: 5279.634766 Iteration 25Q: 3 clusters Score -5170840 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39019 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -5170978.000000 Penalty: 5279.634766 Iteration 26Q: 3 clusters Score -5170978 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39303 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -5171117.500000 Penalty: 5279.634766 Iteration 27Q: 3 clusters Score -5171118 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39552 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -5171248.500000 Penalty: 5279.634766 Iteration 28Q: 3 clusters Score -5171248 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39744 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -5171344.500000 Penalty: 5279.634766 Iteration 29Q: 3 clusters Score -5171344 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39917 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -5171442.000000 Penalty: 5279.634766 Iteration 30Q: 3 clusters Score -5171442 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40070 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -5171503.500000 Penalty: 5279.634766 Iteration 31Q: 3 clusters Score -5171504 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40188 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -5171553.500000 Penalty: 5279.634766 Iteration 32Q: 3 clusters Score -5171554 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40292 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -5171602.500000 Penalty: 5279.634766 Iteration 33Q: 3 clusters Score -5171602 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40368 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -5171637.000000 Penalty: 5279.634766 Iteration 34Q: 3 clusters Score -5171637 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40435 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -5171665.000000 Penalty: 5279.634766 Iteration 35Q: 3 clusters Score -5171665 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40487 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -5171681.500000 Penalty: 5279.634766 Iteration 36Q: 3 clusters Score -5171682 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40527 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -5171699.000000 Penalty: 5279.634766 Iteration 37Q: 3 clusters Score -5171699 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40559 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -5171708.000000 Penalty: 5279.634766 Iteration 38Q: 3 clusters Score -5171708 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40592 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -5171726.500000 Penalty: 5279.634766 Iteration 39Q: 3 clusters Score -5171726 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40622 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -5171742.500000 Penalty: 5279.634766 Iteration 40F: 3 clusters Score -5171742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40646 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -5171765.000000 Penalty: 5279.634766 Iteration 41Q: 3 clusters Score -5171765 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40669 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -5171763.500000 Penalty: 5279.634766 Iteration 42Q: 3 clusters Score -5171764 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40687 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -5171771.000000 Penalty: 5279.634766 Iteration 43Q: 3 clusters Score -5171771 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40698 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -5171765.000000 Penalty: 5279.634766 Iteration 44Q: 3 clusters Score -5171765 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40708 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -5171780.000000 Penalty: 5279.634766 Iteration 45Q: 3 clusters Score -5171780 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40719 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -5171784.000000 Penalty: 5279.634766 Iteration 46Q: 3 clusters Score -5171784 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40731 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -5171790.000000 Penalty: 5279.634766 Iteration 47Q: 3 clusters Score -5171790 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40743 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -5171801.000000 Penalty: 5279.634766 Iteration 48Q: 3 clusters Score -5171801 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40753 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -5171805.500000 Penalty: 5279.634766 Iteration 49Q: 3 clusters Score -5171806 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40759 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -5171796.500000 Penalty: 5279.634766 Iteration 50Q: 3 clusters Score -5171796 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40759 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -5171805.000000 Penalty: 5279.634766 Iteration 51Q: 3 clusters Score -5171805 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40763 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -5171801.500000 Penalty: 5279.634766 Iteration 52Q: 3 clusters Score -5171802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40765 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -5171806.500000 Penalty: 5279.634766 Iteration 53Q: 3 clusters Score -5171806 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40769 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -5171809.500000 Penalty: 5279.634766 Iteration 54Q: 3 clusters Score -5171810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40771 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -5171810.000000 Penalty: 5279.634766 Iteration 55Q: 3 clusters Score -5171810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40773 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -5171809.000000 Penalty: 5279.634766 Iteration 56Q: 3 clusters Score -5171809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40774 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -5171810.000000 Penalty: 5279.634766 Iteration 57Q: 3 clusters Score -5171810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40774 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -5171810.000000 Penalty: 5279.634766 Iteration 58F: 3 clusters Score -5171810 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Entering Unmasked Estep Score: -850499.625000 Penalty: 2206.048096 Iteration 0F: 2 clusters Score -850499.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -844571.500000 Penalty: 4412.096191 Iteration 0F: 3 clusters Score -844571.5 nChanged 2852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -846199.562500 Penalty: 4412.096191 Iteration 1F: 3 clusters Score -846199.6 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -846631.875000 Penalty: 4412.096191 Iteration 2F: 3 clusters Score -846631.9 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -847011.187500 Penalty: 4412.096191 Iteration 3F: 3 clusters Score -847011.2 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -847305.812500 Penalty: 4412.096191 Iteration 4F: 3 clusters Score -847305.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -847552.875000 Penalty: 4412.096191 Iteration 5F: 3 clusters Score -847552.9 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -847734.500000 Penalty: 4412.096191 Iteration 6Q: 3 clusters Score -847734.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -847847.125000 Penalty: 4412.096191 Iteration 7Q: 3 clusters Score -847847.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -847943.250000 Penalty: 4412.096191 Iteration 8Q: 3 clusters Score -847943.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -848030.750000 Penalty: 4412.096191 Iteration 9Q: 3 clusters Score -848030.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -848108.562500 Penalty: 4412.096191 Iteration 10Q: 3 clusters Score -848108.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -848181.062500 Penalty: 4412.096191 Iteration 11Q: 3 clusters Score -848181.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -848238.187500 Penalty: 4412.096191 Iteration 12Q: 3 clusters Score -848238.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -848285.875000 Penalty: 4412.096191 Iteration 13Q: 3 clusters Score -848285.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -848336.937500 Penalty: 4412.096191 Iteration 14Q: 3 clusters Score -848336.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -848378.812500 Penalty: 4412.096191 Iteration 15Q: 3 clusters Score -848378.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -848414.500000 Penalty: 4412.096191 Iteration 16Q: 3 clusters Score -848414.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -848443.750000 Penalty: 4412.096191 Iteration 17Q: 3 clusters Score -848443.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -848480.062500 Penalty: 4412.096191 Iteration 18Q: 3 clusters Score -848480.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -848511.062500 Penalty: 4412.096191 Iteration 19Q: 3 clusters Score -848511.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -848542.375000 Penalty: 4412.096191 Iteration 20F: 3 clusters Score -848542.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -848567.000000 Penalty: 4412.096191 Iteration 21Q: 3 clusters Score -848567 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -848588.187500 Penalty: 4412.096191 Iteration 22Q: 3 clusters Score -848588.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -848610.187500 Penalty: 4412.096191 Iteration 23Q: 3 clusters Score -848610.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -848633.187500 Penalty: 4412.096191 Iteration 24Q: 3 clusters Score -848633.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -848658.000000 Penalty: 4412.096191 Iteration 25Q: 3 clusters Score -848658 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -848690.687500 Penalty: 4412.096191 Iteration 26Q: 3 clusters Score -848690.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -848729.000000 Penalty: 4412.096191 Iteration 27Q: 3 clusters Score -848729 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -848769.000000 Penalty: 4412.096191 Iteration 28Q: 3 clusters Score -848769 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -848796.687500 Penalty: 4412.096191 Iteration 29Q: 3 clusters Score -848796.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -848822.500000 Penalty: 4412.096191 Iteration 30Q: 3 clusters Score -848822.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -848845.375000 Penalty: 4412.096191 Iteration 31Q: 3 clusters Score -848845.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -848864.437500 Penalty: 4412.096191 Iteration 32Q: 3 clusters Score -848864.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -848880.437500 Penalty: 4412.096191 Iteration 33Q: 3 clusters Score -848880.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -848898.812500 Penalty: 4412.096191 Iteration 34Q: 3 clusters Score -848898.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -848909.750000 Penalty: 4412.096191 Iteration 35Q: 3 clusters Score -848909.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -848919.875000 Penalty: 4412.096191 Iteration 36Q: 3 clusters Score -848919.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -848927.000000 Penalty: 4412.096191 Iteration 37Q: 3 clusters Score -848927 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -848930.812500 Penalty: 4412.096191 Iteration 38Q: 3 clusters Score -848930.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -848935.312500 Penalty: 4412.096191 Iteration 39Q: 3 clusters Score -848935.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -848940.437500 Penalty: 4412.096191 Iteration 40F: 3 clusters Score -848940.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -848942.562500 Penalty: 4412.096191 Iteration 41Q: 3 clusters Score -848942.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -848947.250000 Penalty: 4412.096191 Iteration 42Q: 3 clusters Score -848947.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -848947.562500 Penalty: 4412.096191 Iteration 43Q: 3 clusters Score -848947.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -848949.687500 Penalty: 4412.096191 Iteration 44Q: 3 clusters Score -848949.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -848954.062500 Penalty: 4412.096191 Iteration 45Q: 3 clusters Score -848954.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -848953.125000 Penalty: 4412.096191 Iteration 46Q: 3 clusters Score -848953.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -848955.625000 Penalty: 4412.096191 Iteration 47Q: 3 clusters Score -848955.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -848957.812500 Penalty: 4412.096191 Iteration 48Q: 3 clusters Score -848957.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -848956.437500 Penalty: 4412.096191 Iteration 49Q: 3 clusters Score -848956.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -848958.187500 Penalty: 4412.096191 Iteration 50Q: 3 clusters Score -848958.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -848958.187500 Penalty: 4412.096191 Iteration 51F: 3 clusters Score -848958.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Entering Unmasked Estep Score: -1041811.687500 Penalty: 2265.686523 Iteration 0F: 2 clusters Score -1041812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -1034595.875000 Penalty: 4531.373047 Iteration 0F: 3 clusters Score -1034596 nChanged 3850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1036719.812500 Penalty: 4531.373047 Iteration 1F: 3 clusters Score -1036720 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1037109.125000 Penalty: 4531.373047 Iteration 2F: 3 clusters Score -1037109 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -1037403.500000 Penalty: 4531.373047 Iteration 3F: 3 clusters Score -1037404 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1037642.375000 Penalty: 4531.373047 Iteration 4Q: 3 clusters Score -1037642 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1037867.062500 Penalty: 4531.373047 Iteration 5Q: 3 clusters Score -1037867 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1038078.375000 Penalty: 4531.373047 Iteration 6Q: 3 clusters Score -1038078 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -1038276.312500 Penalty: 4531.373047 Iteration 7Q: 3 clusters Score -1038276 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1038469.000000 Penalty: 4531.373047 Iteration 8Q: 3 clusters Score -1038469 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1038641.500000 Penalty: 4531.373047 Iteration 9Q: 3 clusters Score -1038642 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1038792.812500 Penalty: 4531.373047 Iteration 10Q: 3 clusters Score -1038793 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1038931.312500 Penalty: 4531.373047 Iteration 11Q: 3 clusters Score -1038931 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1039061.125000 Penalty: 4531.373047 Iteration 12Q: 3 clusters Score -1039061 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1039174.312500 Penalty: 4531.373047 Iteration 13Q: 3 clusters Score -1039174 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1039289.562500 Penalty: 4531.373047 Iteration 14Q: 3 clusters Score -1039290 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -1039415.750000 Penalty: 4531.373047 Iteration 15Q: 3 clusters Score -1039416 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -1039543.250000 Penalty: 4531.373047 Iteration 16Q: 3 clusters Score -1039543 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1039648.437500 Penalty: 4531.373047 Iteration 17Q: 3 clusters Score -1039648 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -1039724.812500 Penalty: 4531.373047 Iteration 18Q: 3 clusters Score -1039725 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1039790.375000 Penalty: 4531.373047 Iteration 19Q: 3 clusters Score -1039790 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -1039860.937500 Penalty: 4531.373047 Iteration 20F: 3 clusters Score -1039861 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -1039924.312500 Penalty: 4531.373047 Iteration 21Q: 3 clusters Score -1039924 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1039985.125000 Penalty: 4531.373047 Iteration 22Q: 3 clusters Score -1039985 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1040036.812500 Penalty: 4531.373047 Iteration 23Q: 3 clusters Score -1040037 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1040060.937500 Penalty: 4531.373047 Iteration 24Q: 3 clusters Score -1040061 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -1040086.312500 Penalty: 4531.373047 Iteration 25Q: 3 clusters Score -1040086 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1040097.000000 Penalty: 4531.373047 Iteration 26Q: 3 clusters Score -1040097 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -1040107.687500 Penalty: 4531.373047 Iteration 27Q: 3 clusters Score -1040108 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1040118.250000 Penalty: 4531.373047 Iteration 28Q: 3 clusters Score -1040118 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1040122.000000 Penalty: 4531.373047 Iteration 29Q: 3 clusters Score -1040122 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1040129.937500 Penalty: 4531.373047 Iteration 30Q: 3 clusters Score -1040130 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1040135.187500 Penalty: 4531.373047 Iteration 31Q: 3 clusters Score -1040135 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -1040140.625000 Penalty: 4531.373047 Iteration 32Q: 3 clusters Score -1040141 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1040143.625000 Penalty: 4531.373047 Iteration 33Q: 3 clusters Score -1040144 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1040146.375000 Penalty: 4531.373047 Iteration 34Q: 3 clusters Score -1040146 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1040149.437500 Penalty: 4531.373047 Iteration 35Q: 3 clusters Score -1040149 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -1040149.187500 Penalty: 4531.373047 Iteration 36Q: 3 clusters Score -1040149 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1040151.062500 Penalty: 4531.373047 Iteration 37Q: 3 clusters Score -1040151 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -1040158.187500 Penalty: 4531.373047 Iteration 38Q: 3 clusters Score -1040158 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -1040158.187500 Penalty: 4531.373047 Iteration 39Q: 3 clusters Score -1040158 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1040164.000000 Penalty: 4531.373047 Iteration 40F: 3 clusters Score -1040164 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1040163.875000 Penalty: 4531.373047 Iteration 41Q: 3 clusters Score -1040164 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -1040163.937500 Penalty: 4531.373047 Iteration 42Q: 3 clusters Score -1040164 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -1040170.437500 Penalty: 4531.373047 Iteration 43Q: 3 clusters Score -1040170 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1040173.000000 Penalty: 4531.373047 Iteration 44Q: 3 clusters Score -1040173 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1040173.250000 Penalty: 4531.373047 Iteration 45Q: 3 clusters Score -1040173 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -1040174.687500 Penalty: 4531.373047 Iteration 46Q: 3 clusters Score -1040175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1040177.562500 Penalty: 4531.373047 Iteration 47Q: 3 clusters Score -1040178 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -1040179.750000 Penalty: 4531.373047 Iteration 48Q: 3 clusters Score -1040180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -1040181.250000 Penalty: 4531.373047 Iteration 49Q: 3 clusters Score -1040181 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1040183.250000 Penalty: 4531.373047 Iteration 50Q: 3 clusters Score -1040183 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -1040187.125000 Penalty: 4531.373047 Iteration 51Q: 3 clusters Score -1040187 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -1040186.500000 Penalty: 4531.373047 Iteration 52Q: 3 clusters Score -1040186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1040187.562500 Penalty: 4531.373047 Iteration 53Q: 3 clusters Score -1040188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -1040190.375000 Penalty: 4531.373047 Iteration 54Q: 3 clusters Score -1040190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1040188.187500 Penalty: 4531.373047 Iteration 55Q: 3 clusters Score -1040188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1040188.250000 Penalty: 4531.373047 Iteration 56Q: 3 clusters Score -1040188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1040191.562500 Penalty: 4531.373047 Iteration 57Q: 3 clusters Score -1040192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -1040191.562500 Penalty: 4531.373047 Iteration 58Q: 3 clusters Score -1040192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1040193.312500 Penalty: 4531.373047 Iteration 59Q: 3 clusters Score -1040193 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -1040194.187500 Penalty: 4531.373047 Iteration 60F: 3 clusters Score -1040194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1040196.875000 Penalty: 4531.373047 Iteration 61Q: 3 clusters Score -1040197 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -1040199.750000 Penalty: 4531.373047 Iteration 62Q: 3 clusters Score -1040200 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1040202.875000 Penalty: 4531.373047 Iteration 63Q: 3 clusters Score -1040203 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -1040207.937500 Penalty: 4531.373047 Iteration 64Q: 3 clusters Score -1040208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -1040211.562500 Penalty: 4531.373047 Iteration 65Q: 3 clusters Score -1040212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1040212.125000 Penalty: 4531.373047 Iteration 66Q: 3 clusters Score -1040212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1040212.500000 Penalty: 4531.373047 Iteration 67Q: 3 clusters Score -1040212 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -1040219.437500 Penalty: 4531.373047 Iteration 68Q: 3 clusters Score -1040219 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -1040221.500000 Penalty: 4531.373047 Iteration 69Q: 3 clusters Score -1040222 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -1040220.500000 Penalty: 4531.373047 Iteration 70Q: 3 clusters Score -1040220 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1040223.187500 Penalty: 4531.373047 Iteration 71Q: 3 clusters Score -1040223 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1040221.000000 Penalty: 4531.373047 Iteration 72Q: 3 clusters Score -1040221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -1040220.750000 Penalty: 4531.373047 Iteration 73Q: 3 clusters Score -1040221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -1040221.687500 Penalty: 4531.373047 Iteration 74Q: 3 clusters Score -1040222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -1040223.500000 Penalty: 4531.373047 Iteration 75Q: 3 clusters Score -1040224 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -1040223.500000 Penalty: 4531.373047 Iteration 76F: 3 clusters Score -1040224 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Entering Unmasked Estep Score: -1472115.625000 Penalty: 2341.499756 Iteration 0F: 2 clusters Score -1472116 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1462728.375000 Penalty: 4682.999512 Iteration 0F: 3 clusters Score -1462728 nChanged 5403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1465580.375000 Penalty: 4682.999512 Iteration 1F: 3 clusters Score -1465580 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -1465920.625000 Penalty: 4682.999512 Iteration 2F: 3 clusters Score -1465921 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -1466228.125000 Penalty: 4682.999512 Iteration 3F: 3 clusters Score -1466228 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -1466495.125000 Penalty: 4682.999512 Iteration 4Q: 3 clusters Score -1466495 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -1466783.500000 Penalty: 4682.999512 Iteration 5Q: 3 clusters Score -1466784 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1467099.250000 Penalty: 4682.999512 Iteration 6Q: 3 clusters Score -1467099 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -1467435.250000 Penalty: 4682.999512 Iteration 7Q: 3 clusters Score -1467435 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -1467776.750000 Penalty: 4682.999512 Iteration 8Q: 3 clusters Score -1467777 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1468138.500000 Penalty: 4682.999512 Iteration 9Q: 3 clusters Score -1468138 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -1468454.125000 Penalty: 4682.999512 Iteration 10Q: 3 clusters Score -1468454 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -1468699.000000 Penalty: 4682.999512 Iteration 11Q: 3 clusters Score -1468699 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -1468897.000000 Penalty: 4682.999512 Iteration 12Q: 3 clusters Score -1468897 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -1469106.125000 Penalty: 4682.999512 Iteration 13Q: 3 clusters Score -1469106 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -1469262.125000 Penalty: 4682.999512 Iteration 14Q: 3 clusters Score -1469262 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1469369.000000 Penalty: 4682.999512 Iteration 15Q: 3 clusters Score -1469369 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1469452.125000 Penalty: 4682.999512 Iteration 16Q: 3 clusters Score -1469452 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1469513.125000 Penalty: 4682.999512 Iteration 17Q: 3 clusters Score -1469513 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -1469555.000000 Penalty: 4682.999512 Iteration 18Q: 3 clusters Score -1469555 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: 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Estep Score: -1469679.875000 Penalty: 4682.999512 Iteration 23Q: 3 clusters Score -1469680 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1469694.500000 Penalty: 4682.999512 Iteration 24Q: 3 clusters Score -1469694 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -1469706.500000 Penalty: 4682.999512 Iteration 25Q: 3 clusters Score -1469706 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 8739 members Entering Unmasked Estep Score: -1469713.250000 Penalty: 4682.999512 Iteration 26Q: 3 clusters Score -1469713 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -1469722.375000 Penalty: 4682.999512 Iteration 27Q: 3 clusters Score -1469722 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 8834 members Entering Unmasked Estep Score: -1469739.250000 Penalty: 4682.999512 Iteration 28Q: 3 clusters Score -1469739 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -1469752.500000 Penalty: 4682.999512 Iteration 29Q: 3 clusters Score -1469752 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -1469763.625000 Penalty: 4682.999512 Iteration 30Q: 3 clusters Score -1469764 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -1469770.625000 Penalty: 4682.999512 Iteration 31Q: 3 clusters Score -1469771 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -1469787.625000 Penalty: 4682.999512 Iteration 32Q: 3 clusters Score -1469788 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -1469800.250000 Penalty: 4682.999512 Iteration 33Q: 3 clusters Score -1469800 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -1469811.625000 Penalty: 4682.999512 Iteration 34Q: 3 clusters Score -1469812 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1469826.375000 Penalty: 4682.999512 Iteration 35Q: 3 clusters Score -1469826 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -1469838.000000 Penalty: 4682.999512 Iteration 36Q: 3 clusters Score -1469838 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -1469852.500000 Penalty: 4682.999512 Iteration 37Q: 3 clusters Score -1469852 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -1469860.125000 Penalty: 4682.999512 Iteration 38Q: 3 clusters Score -1469860 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members 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3130 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -1469891.875000 Penalty: 4682.999512 Iteration 43Q: 3 clusters Score -1469892 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -1469903.625000 Penalty: 4682.999512 Iteration 44Q: 3 clusters Score -1469904 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1469911.250000 Penalty: 4682.999512 Iteration 45Q: 3 clusters Score -1469911 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 9567 members Entering Unmasked Estep Score: -1469918.125000 Penalty: 4682.999512 Iteration 46Q: 3 clusters Score -1469918 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -1469924.500000 Penalty: 4682.999512 Iteration 47Q: 3 clusters Score -1469924 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1469932.500000 Penalty: 4682.999512 Iteration 48Q: 3 clusters Score -1469932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -1469940.750000 Penalty: 4682.999512 Iteration 49Q: 3 clusters Score -1469941 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -1469950.000000 Penalty: 4682.999512 Iteration 50Q: 3 clusters Score -1469950 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1469961.375000 Penalty: 4682.999512 Iteration 51Q: 3 clusters Score -1469961 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -1469975.875000 Penalty: 4682.999512 Iteration 52Q: 3 clusters Score -1469976 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -1469988.750000 Penalty: 4682.999512 Iteration 53Q: 3 clusters Score -1469989 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -1469993.375000 Penalty: 4682.999512 Iteration 54Q: 3 clusters Score -1469993 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1470002.375000 Penalty: 4682.999512 Iteration 55Q: 3 clusters Score -1470002 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -1470006.500000 Penalty: 4682.999512 Iteration 56Q: 3 clusters Score -1470006 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -1470014.750000 Penalty: 4682.999512 Iteration 57Q: 3 clusters Score -1470015 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1470020.250000 Penalty: 4682.999512 Iteration 58Q: 3 clusters Score -1470020 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -1470028.625000 Penalty: 4682.999512 Iteration 59Q: 3 clusters Score -1470029 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1470031.500000 Penalty: 4682.999512 Iteration 60F: 3 clusters Score -1470032 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1470029.875000 Penalty: 4682.999512 Iteration 61Q: 3 clusters Score -1470030 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -1470049.250000 Penalty: 4682.999512 Iteration 62Q: 3 clusters Score -1470049 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 10121 members Entering Unmasked Estep Score: -1470048.500000 Penalty: 4682.999512 Iteration 63Q: 3 clusters Score -1470048 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -1470059.125000 Penalty: 4682.999512 Iteration 64Q: 3 clusters Score -1470059 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -1470070.375000 Penalty: 4682.999512 Iteration 65Q: 3 clusters Score -1470070 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -1470084.875000 Penalty: 4682.999512 Iteration 66Q: 3 clusters Score -1470085 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -1470093.125000 Penalty: 4682.999512 Iteration 67Q: 3 clusters Score -1470093 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -1470102.875000 Penalty: 4682.999512 Iteration 68Q: 3 clusters Score -1470103 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 10321 members Entering Unmasked Estep Score: -1470110.625000 Penalty: 4682.999512 Iteration 69Q: 3 clusters Score -1470111 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -1470118.250000 Penalty: 4682.999512 Iteration 70Q: 3 clusters Score -1470118 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -1470118.500000 Penalty: 4682.999512 Iteration 71Q: 3 clusters Score -1470118 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -1470124.875000 Penalty: 4682.999512 Iteration 72Q: 3 clusters Score -1470125 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -1470127.125000 Penalty: 4682.999512 Iteration 73Q: 3 clusters Score -1470127 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -1470128.375000 Penalty: 4682.999512 Iteration 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members Entering Unmasked Estep Score: -1470344.625000 Penalty: 4682.999512 Iteration 137Q: 3 clusters Score -1470345 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -1470346.750000 Penalty: 4682.999512 Iteration 138Q: 3 clusters Score -1470347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 11195 members Entering Unmasked Estep Score: -1470348.625000 Penalty: 4682.999512 Iteration 139Q: 3 clusters Score -1470349 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -1470355.000000 Penalty: 4682.999512 Iteration 140F: 3 clusters Score -1470355 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -1470357.125000 Penalty: 4682.999512 Iteration 141Q: 3 clusters Score -1470357 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1470364.250000 Penalty: 4682.999512 Iteration 142Q: 3 clusters Score -1470364 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -1470366.125000 Penalty: 4682.999512 Iteration 143Q: 3 clusters Score -1470366 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -1470369.125000 Penalty: 4682.999512 Iteration 144Q: 3 clusters Score -1470369 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1470369.625000 Penalty: 4682.999512 Iteration 145Q: 3 clusters Score -1470370 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -1470370.125000 Penalty: 4682.999512 Iteration 146Q: 3 clusters Score -1470370 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -1470371.500000 Penalty: 4682.999512 Iteration 147Q: 3 clusters Score -1470372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -1470374.250000 Penalty: 4682.999512 Iteration 148Q: 3 clusters Score -1470374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -1470375.000000 Penalty: 4682.999512 Iteration 149Q: 3 clusters Score -1470375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -1470376.375000 Penalty: 4682.999512 Iteration 150Q: 3 clusters Score -1470376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1470376.000000 Penalty: 4682.999512 Iteration 151Q: 3 clusters Score -1470376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1470378.000000 Penalty: 4682.999512 Iteration 152Q: 3 clusters Score -1470378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1470378.000000 Penalty: 4682.999512 Iteration 153F: 3 clusters Score -1470378 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Entering Unmasked Estep Score: -622059.000000 Penalty: 2127.228760 Iteration 0F: 2 clusters Score -622059 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -617294.187500 Penalty: 4254.457520 Iteration 0F: 3 clusters Score -617294.2 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -618524.062500 Penalty: 4254.457520 Iteration 1F: 3 clusters Score -618524.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -618716.750000 Penalty: 4254.457520 Iteration 2F: 3 clusters Score -618716.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -618828.062500 Penalty: 4254.457520 Iteration 3Q: 3 clusters Score -618828.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -618892.875000 Penalty: 4254.457520 Iteration 4Q: 3 clusters Score -618892.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -618955.375000 Penalty: 4254.457520 Iteration 5Q: 3 clusters Score -618955.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -619004.375000 Penalty: 4254.457520 Iteration 6Q: 3 clusters Score -619004.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -619053.750000 Penalty: 4254.457520 Iteration 7Q: 3 clusters Score -619053.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -619100.000000 Penalty: 4254.457520 Iteration 8Q: 3 clusters Score -619100 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -619147.812500 Penalty: 4254.457520 Iteration 9Q: 3 clusters Score -619147.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -619191.250000 Penalty: 4254.457520 Iteration 10Q: 3 clusters Score -619191.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -619252.312500 Penalty: 4254.457520 Iteration 11Q: 3 clusters Score -619252.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -619306.750000 Penalty: 4254.457520 Iteration 12Q: 3 clusters Score -619306.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -619354.250000 Penalty: 4254.457520 Iteration 13Q: 3 clusters Score -619354.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -619400.250000 Penalty: 4254.457520 Iteration 14Q: 3 clusters Score -619400.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -619452.375000 Penalty: 4254.457520 Iteration 15Q: 3 clusters Score -619452.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -619504.187500 Penalty: 4254.457520 Iteration 16Q: 3 clusters Score -619504.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -619576.937500 Penalty: 4254.457520 Iteration 17Q: 3 clusters Score -619576.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -619661.750000 Penalty: 4254.457520 Iteration 18Q: 3 clusters Score -619661.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -619725.125000 Penalty: 4254.457520 Iteration 19Q: 3 clusters Score -619725.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -619785.500000 Penalty: 4254.457520 Iteration 20F: 3 clusters Score -619785.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -619833.812500 Penalty: 4254.457520 Iteration 21Q: 3 clusters Score -619833.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -619875.125000 Penalty: 4254.457520 Iteration 22Q: 3 clusters Score -619875.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -619924.812500 Penalty: 4254.457520 Iteration 23Q: 3 clusters Score -619924.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -619970.187500 Penalty: 4254.457520 Iteration 24Q: 3 clusters Score -619970.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -620006.562500 Penalty: 4254.457520 Iteration 25Q: 3 clusters Score -620006.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -620039.625000 Penalty: 4254.457520 Iteration 26Q: 3 clusters Score -620039.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -620066.500000 Penalty: 4254.457520 Iteration 27Q: 3 clusters Score -620066.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -620092.937500 Penalty: 4254.457520 Iteration 28Q: 3 clusters Score -620092.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -620119.625000 Penalty: 4254.457520 Iteration 29Q: 3 clusters Score -620119.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -620138.000000 Penalty: 4254.457520 Iteration 30Q: 3 clusters Score -620138 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -620155.000000 Penalty: 4254.457520 Iteration 31Q: 3 clusters Score -620155 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -620170.750000 Penalty: 4254.457520 Iteration 32Q: 3 clusters Score -620170.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -620182.312500 Penalty: 4254.457520 Iteration 33Q: 3 clusters Score -620182.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -620196.062500 Penalty: 4254.457520 Iteration 34Q: 3 clusters Score -620196.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -620211.250000 Penalty: 4254.457520 Iteration 35Q: 3 clusters Score -620211.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -620224.562500 Penalty: 4254.457520 Iteration 36Q: 3 clusters Score -620224.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -620231.500000 Penalty: 4254.457520 Iteration 37Q: 3 clusters Score -620231.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -620238.625000 Penalty: 4254.457520 Iteration 38Q: 3 clusters Score -620238.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -620245.625000 Penalty: 4254.457520 Iteration 39Q: 3 clusters Score -620245.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -620249.125000 Penalty: 4254.457520 Iteration 40F: 3 clusters Score -620249.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -620250.500000 Penalty: 4254.457520 Iteration 41Q: 3 clusters Score -620250.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -620251.187500 Penalty: 4254.457520 Iteration 42Q: 3 clusters Score -620251.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -620251.187500 Penalty: 4254.457520 Iteration 43F: 3 clusters Score -620251.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Entering Unmasked Estep Score: -55109.750000 Penalty: 1554.265747 Iteration 0F: 2 clusters Score -55109.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -53699.464844 Penalty: 3108.531494 Iteration 0F: 3 clusters Score -53699.46 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -53976.398438 Penalty: 3108.531494 Iteration 1F: 3 clusters Score -53976.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -54094.750000 Penalty: 3108.531494 Iteration 2F: 3 clusters Score -54094.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -54169.523438 Penalty: 3108.531494 Iteration 3Q: 3 clusters Score -54169.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -54230.937500 Penalty: 3108.531494 Iteration 4Q: 3 clusters Score -54230.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -54300.597656 Penalty: 3108.531494 Iteration 5Q: 3 clusters Score -54300.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -54336.417969 Penalty: 3108.531494 Iteration 6Q: 3 clusters Score -54336.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -54362.902344 Penalty: 3108.531494 Iteration 7Q: 3 clusters Score -54362.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -54379.238281 Penalty: 3108.531494 Iteration 8Q: 3 clusters Score -54379.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -54390.230469 Penalty: 3108.531494 Iteration 9Q: 3 clusters Score -54390.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -54396.468750 Penalty: 3108.531494 Iteration 10Q: 3 clusters Score -54396.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -54400.800781 Penalty: 3108.531494 Iteration 11Q: 3 clusters Score -54400.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -54407.207031 Penalty: 3108.531494 Iteration 12Q: 3 clusters Score -54407.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -54408.750000 Penalty: 3108.531494 Iteration 13Q: 3 clusters Score -54408.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -54413.816406 Penalty: 3108.531494 Iteration 14Q: 3 clusters Score -54413.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -54417.042969 Penalty: 3108.531494 Iteration 15Q: 3 clusters Score -54417.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -54417.042969 Penalty: 3108.531494 Iteration 16F: 3 clusters Score -54417.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (42753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42753 members Entering Unmasked Estep Score: -5292598.500000 Penalty: 2644.472168 Iteration 0F: 2 clusters Score -5292598 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21351 members Mstep: Class 2 contains 21402 members Entering Unmasked Estep Score: -5263594.000000 Penalty: 5288.944336 Iteration 0F: 3 clusters Score -5263594 nChanged 19631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21286 members Mstep: Class 2 contains 21467 members Entering Unmasked Estep Score: -5274486.000000 Penalty: 5288.944336 Iteration 1F: 3 clusters Score -5274486 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 21498 members Entering Unmasked Estep Score: -5275039.000000 Penalty: 5288.944336 Iteration 2Q: 3 clusters Score -5275039 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21144 members Mstep: Class 2 contains 21609 members Entering Unmasked Estep Score: -5275507.000000 Penalty: 5288.944336 Iteration 3Q: 3 clusters Score -5275507 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21018 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -5275981.500000 Penalty: 5288.944336 Iteration 4Q: 3 clusters Score -5275982 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20868 members Mstep: Class 2 contains 21885 members Entering Unmasked Estep Score: -5276534.000000 Penalty: 5288.944336 Iteration 5Q: 3 clusters Score -5276534 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20644 members Mstep: Class 2 contains 22109 members Entering Unmasked Estep Score: -5277173.000000 Penalty: 5288.944336 Iteration 6Q: 3 clusters Score -5277173 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20339 members Mstep: Class 2 contains 22414 members Entering Unmasked Estep Score: -5277891.500000 Penalty: 5288.944336 Iteration 7Q: 3 clusters Score -5277892 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19876 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -5278799.000000 Penalty: 5288.944336 Iteration 8Q: 3 clusters Score -5278799 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 23498 members Entering Unmasked Estep Score: -5279968.000000 Penalty: 5288.944336 Iteration 9Q: 3 clusters Score -5279968 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18566 members Mstep: Class 2 contains 24187 members Entering Unmasked Estep Score: -5281338.500000 Penalty: 5288.944336 Iteration 10F: 3 clusters Score -5281338 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 24915 members Entering Unmasked Estep Score: -5282742.000000 Penalty: 5288.944336 Iteration 11F: 3 clusters Score -5282742 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17118 members Mstep: Class 2 contains 25635 members Entering Unmasked Estep Score: -5283844.500000 Penalty: 5288.944336 Iteration 12Q: 3 clusters Score -5283844 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 26313 members Entering Unmasked Estep Score: -5284579.000000 Penalty: 5288.944336 Iteration 13Q: 3 clusters Score -5284579 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 26916 members Entering Unmasked Estep Score: -5285033.000000 Penalty: 5288.944336 Iteration 14Q: 3 clusters Score -5285033 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 27504 members Entering Unmasked Estep Score: -5285329.000000 Penalty: 5288.944336 Iteration 15Q: 3 clusters Score -5285329 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 28063 members Entering Unmasked Estep Score: -5285551.500000 Penalty: 5288.944336 Iteration 16Q: 3 clusters Score -5285552 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14099 members Mstep: Class 2 contains 28654 members Entering Unmasked Estep Score: -5285733.500000 Penalty: 5288.944336 Iteration 17Q: 3 clusters Score -5285734 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 29280 members Entering Unmasked Estep Score: -5285986.500000 Penalty: 5288.944336 Iteration 18Q: 3 clusters Score -5285986 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12804 members Mstep: Class 2 contains 29949 members Entering Unmasked Estep Score: -5286230.500000 Penalty: 5288.944336 Iteration 19Q: 3 clusters Score -5286230 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12148 members Mstep: Class 2 contains 30605 members Entering Unmasked Estep Score: -5286518.500000 Penalty: 5288.944336 Iteration 20F: 3 clusters Score -5286518 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 31287 members Entering Unmasked Estep Score: -5286826.500000 Penalty: 5288.944336 Iteration 21Q: 3 clusters Score -5286826 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 31973 members Entering Unmasked Estep Score: -5287164.500000 Penalty: 5288.944336 Iteration 22Q: 3 clusters Score -5287164 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 32654 members Entering Unmasked Estep Score: -5287474.000000 Penalty: 5288.944336 Iteration 23Q: 3 clusters Score -5287474 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 33361 members Entering Unmasked Estep Score: -5287793.500000 Penalty: 5288.944336 Iteration 24Q: 3 clusters Score -5287794 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 34041 members Entering Unmasked Estep Score: -5288158.000000 Penalty: 5288.944336 Iteration 25Q: 3 clusters Score -5288158 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 34712 members Entering Unmasked Estep Score: -5288535.000000 Penalty: 5288.944336 Iteration 26Q: 3 clusters Score -5288535 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 35365 members Entering Unmasked Estep Score: -5288885.000000 Penalty: 5288.944336 Iteration 27Q: 3 clusters Score -5288885 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 35990 members Entering Unmasked Estep Score: -5289197.500000 Penalty: 5288.944336 Iteration 28Q: 3 clusters Score -5289198 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 36548 members Entering Unmasked Estep Score: -5289550.500000 Penalty: 5288.944336 Iteration 29Q: 3 clusters Score -5289550 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 37049 members Entering Unmasked Estep Score: -5289820.500000 Penalty: 5288.944336 Iteration 30Q: 3 clusters Score -5289820 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 37520 members Entering Unmasked Estep Score: -5290082.500000 Penalty: 5288.944336 Iteration 31Q: 3 clusters Score -5290082 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 37941 members Entering Unmasked Estep Score: -5290297.000000 Penalty: 5288.944336 Iteration 32Q: 3 clusters Score -5290297 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 38307 members Entering Unmasked Estep Score: -5290474.000000 Penalty: 5288.944336 Iteration 33Q: 3 clusters Score -5290474 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 38608 members Entering Unmasked Estep Score: -5290645.500000 Penalty: 5288.944336 Iteration 34Q: 3 clusters Score -5290646 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 38849 members Entering Unmasked Estep Score: -5290766.000000 Penalty: 5288.944336 Iteration 35Q: 3 clusters Score -5290766 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 39036 members Entering Unmasked Estep Score: -5290844.500000 Penalty: 5288.944336 Iteration 36Q: 3 clusters Score -5290844 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 39199 members Entering Unmasked Estep Score: -5290906.000000 Penalty: 5288.944336 Iteration 37Q: 3 clusters Score -5290906 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 39355 members Entering Unmasked Estep Score: -5290957.500000 Penalty: 5288.944336 Iteration 38Q: 3 clusters Score -5290958 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 39484 members Entering Unmasked Estep Score: -5290969.000000 Penalty: 5288.944336 Iteration 39Q: 3 clusters Score -5290969 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 39578 members Entering Unmasked Estep Score: -5291015.000000 Penalty: 5288.944336 Iteration 40F: 3 clusters Score -5291015 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 39659 members Entering Unmasked Estep Score: -5291026.000000 Penalty: 5288.944336 Iteration 41Q: 3 clusters Score -5291026 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 39726 members Entering Unmasked Estep Score: -5291035.500000 Penalty: 5288.944336 Iteration 42Q: 3 clusters Score -5291036 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 39787 members Entering Unmasked Estep Score: -5291054.500000 Penalty: 5288.944336 Iteration 43Q: 3 clusters Score -5291054 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 39839 members Entering Unmasked Estep Score: -5291052.500000 Penalty: 5288.944336 Iteration 44Q: 3 clusters Score -5291052 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 39875 members Entering Unmasked Estep Score: -5291048.500000 Penalty: 5288.944336 Iteration 45Q: 3 clusters Score -5291048 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 39901 members Entering Unmasked Estep Score: -5291081.500000 Penalty: 5288.944336 Iteration 46Q: 3 clusters Score -5291082 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 39926 members Entering Unmasked Estep Score: -5291072.000000 Penalty: 5288.944336 Iteration 47Q: 3 clusters Score -5291072 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 39941 members Entering Unmasked Estep Score: -5291070.500000 Penalty: 5288.944336 Iteration 48Q: 3 clusters Score -5291070 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 39954 members Entering Unmasked Estep Score: -5291069.500000 Penalty: 5288.944336 Iteration 49Q: 3 clusters Score -5291070 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 39971 members Entering Unmasked Estep Score: -5291076.000000 Penalty: 5288.944336 Iteration 50Q: 3 clusters Score -5291076 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 39983 members Entering Unmasked Estep Score: -5291076.000000 Penalty: 5288.944336 Iteration 51Q: 3 clusters Score -5291076 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 39995 members Entering Unmasked Estep Score: -5291078.000000 Penalty: 5288.944336 Iteration 52Q: 3 clusters Score -5291078 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 40006 members Entering Unmasked Estep Score: -5291076.500000 Penalty: 5288.944336 Iteration 53Q: 3 clusters Score -5291076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 40016 members Entering Unmasked Estep Score: -5291073.000000 Penalty: 5288.944336 Iteration 54Q: 3 clusters Score -5291073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 40023 members Entering Unmasked Estep Score: -5291075.500000 Penalty: 5288.944336 Iteration 55Q: 3 clusters Score -5291076 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 40031 members Entering Unmasked Estep Score: -5291073.500000 Penalty: 5288.944336 Iteration 56Q: 3 clusters Score -5291074 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 40041 members Entering Unmasked Estep Score: -5291070.000000 Penalty: 5288.944336 Iteration 57Q: 3 clusters Score -5291070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 40052 members Entering Unmasked Estep Score: -5291079.500000 Penalty: 5288.944336 Iteration 58Q: 3 clusters Score -5291080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 40063 members Entering Unmasked Estep Score: -5291081.500000 Penalty: 5288.944336 Iteration 59Q: 3 clusters Score -5291082 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 40077 members Entering Unmasked Estep Score: -5291094.000000 Penalty: 5288.944336 Iteration 60F: 3 clusters Score -5291094 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 40084 members Entering Unmasked Estep Score: -5291100.500000 Penalty: 5288.944336 Iteration 61Q: 3 clusters Score -5291100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 40091 members Entering Unmasked Estep Score: -5291102.500000 Penalty: 5288.944336 Iteration 62Q: 3 clusters Score -5291102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 40094 members Entering Unmasked Estep Score: -5291103.500000 Penalty: 5288.944336 Iteration 63Q: 3 clusters Score -5291104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 40096 members Entering Unmasked Estep Score: -5291101.500000 Penalty: 5288.944336 Iteration 64Q: 3 clusters Score -5291102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 40102 members Entering Unmasked Estep Score: -5291105.000000 Penalty: 5288.944336 Iteration 65Q: 3 clusters Score -5291105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 40107 members Entering Unmasked Estep Score: -5291103.000000 Penalty: 5288.944336 Iteration 66Q: 3 clusters Score -5291103 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 40115 members Entering Unmasked Estep Score: -5291104.500000 Penalty: 5288.944336 Iteration 67Q: 3 clusters Score -5291104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 40117 members Entering Unmasked Estep Score: -5291103.500000 Penalty: 5288.944336 Iteration 68Q: 3 clusters Score -5291104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 40118 members Entering Unmasked Estep Score: -5291104.000000 Penalty: 5288.944336 Iteration 69Q: 3 clusters Score -5291104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 40119 members Entering Unmasked Estep Score: -5291107.000000 Penalty: 5288.944336 Iteration 70Q: 3 clusters Score -5291107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 40119 members Entering Unmasked Estep Score: -5291107.000000 Penalty: 5288.944336 Iteration 71F: 3 clusters Score -5291107 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Entering Unmasked Estep Score: -491811.937500 Penalty: 2062.139160 Iteration 0F: 2 clusters Score -491811.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -487836.218750 Penalty: 4124.278320 Iteration 0F: 3 clusters Score -487836.2 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -488708.968750 Penalty: 4124.278320 Iteration 1F: 3 clusters Score -488709 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -488930.281250 Penalty: 4124.278320 Iteration 2F: 3 clusters Score -488930.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -489068.062500 Penalty: 4124.278320 Iteration 3F: 3 clusters Score -489068.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -489171.468750 Penalty: 4124.278320 Iteration 4Q: 3 clusters Score -489171.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -489251.031250 Penalty: 4124.278320 Iteration 5Q: 3 clusters Score -489251 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -489320.250000 Penalty: 4124.278320 Iteration 6Q: 3 clusters Score -489320.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -489386.843750 Penalty: 4124.278320 Iteration 7Q: 3 clusters Score -489386.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -489454.843750 Penalty: 4124.278320 Iteration 8Q: 3 clusters Score -489454.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -489513.750000 Penalty: 4124.278320 Iteration 9Q: 3 clusters Score -489513.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -489569.937500 Penalty: 4124.278320 Iteration 10Q: 3 clusters Score -489569.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -489621.031250 Penalty: 4124.278320 Iteration 11Q: 3 clusters Score -489621 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -489674.906250 Penalty: 4124.278320 Iteration 12Q: 3 clusters Score -489674.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -489735.906250 Penalty: 4124.278320 Iteration 13Q: 3 clusters Score -489735.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -489786.187500 Penalty: 4124.278320 Iteration 14Q: 3 clusters Score -489786.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -489825.968750 Penalty: 4124.278320 Iteration 15Q: 3 clusters Score -489826 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -489857.468750 Penalty: 4124.278320 Iteration 16Q: 3 clusters Score -489857.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -489895.687500 Penalty: 4124.278320 Iteration 17Q: 3 clusters Score -489895.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -489930.968750 Penalty: 4124.278320 Iteration 18Q: 3 clusters Score -489931 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -489958.187500 Penalty: 4124.278320 Iteration 19Q: 3 clusters Score -489958.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -489982.593750 Penalty: 4124.278320 Iteration 20F: 3 clusters Score -489982.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -489997.281250 Penalty: 4124.278320 Iteration 21Q: 3 clusters Score -489997.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -490014.500000 Penalty: 4124.278320 Iteration 22Q: 3 clusters Score -490014.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -490029.406250 Penalty: 4124.278320 Iteration 23Q: 3 clusters Score -490029.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -490035.000000 Penalty: 4124.278320 Iteration 24Q: 3 clusters Score -490035 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -490045.468750 Penalty: 4124.278320 Iteration 25Q: 3 clusters Score -490045.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -490053.062500 Penalty: 4124.278320 Iteration 26Q: 3 clusters Score -490053.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -490058.437500 Penalty: 4124.278320 Iteration 27Q: 3 clusters Score -490058.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -490063.593750 Penalty: 4124.278320 Iteration 28Q: 3 clusters Score -490063.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -490066.093750 Penalty: 4124.278320 Iteration 29Q: 3 clusters Score -490066.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -490069.687500 Penalty: 4124.278320 Iteration 30Q: 3 clusters Score -490069.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -490073.625000 Penalty: 4124.278320 Iteration 31Q: 3 clusters Score -490073.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -490075.812500 Penalty: 4124.278320 Iteration 32Q: 3 clusters Score -490075.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -490077.125000 Penalty: 4124.278320 Iteration 33Q: 3 clusters Score -490077.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -490078.062500 Penalty: 4124.278320 Iteration 34Q: 3 clusters Score -490078.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -490078.625000 Penalty: 4124.278320 Iteration 35Q: 3 clusters Score -490078.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -490078.625000 Penalty: 4124.278320 Iteration 36F: 3 clusters Score -490078.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Entering Unmasked Estep Score: -82741.320312 Penalty: 1654.350098 Iteration 0F: 2 clusters Score -82741.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -81031.765625 Penalty: 3308.700195 Iteration 0F: 3 clusters Score -81031.77 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -81410.320312 Penalty: 3308.700195 Iteration 1F: 3 clusters Score -81410.32 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -81752.156250 Penalty: 3308.700195 Iteration 2F: 3 clusters Score -81752.16 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -82095.312500 Penalty: 3308.700195 Iteration 3F: 3 clusters Score -82095.31 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -82357.093750 Penalty: 3308.700195 Iteration 4F: 3 clusters Score -82357.09 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -82609.562500 Penalty: 3308.700195 Iteration 5Q: 3 clusters Score -82609.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -82782.320312 Penalty: 3308.700195 Iteration 6Q: 3 clusters Score -82782.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -83002.656250 Penalty: 3308.700195 Iteration 7Q: 3 clusters Score -83002.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -83047.726562 Penalty: 3308.700195 Iteration 8Q: 3 clusters Score -83047.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -83060.625000 Penalty: 3308.700195 Iteration 9Q: 3 clusters Score -83060.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -83069.226562 Penalty: 3308.700195 Iteration 10Q: 3 clusters Score -83069.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -83079.015625 Penalty: 3308.700195 Iteration 11Q: 3 clusters Score -83079.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -83084.492188 Penalty: 3308.700195 Iteration 12Q: 3 clusters Score -83084.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -83095.921875 Penalty: 3308.700195 Iteration 13Q: 3 clusters Score -83095.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -83103.296875 Penalty: 3308.700195 Iteration 14Q: 3 clusters Score -83103.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -83111.562500 Penalty: 3308.700195 Iteration 15Q: 3 clusters Score -83111.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -83113.210938 Penalty: 3308.700195 Iteration 16Q: 3 clusters Score -83113.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -83113.210938 Penalty: 3308.700195 Iteration 17F: 3 clusters Score -83113.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 334 members Mstep: Class 24 contains 455 members Entering Unmasked Estep Score: -52018392.000000 Penalty: 77242.789062 Splitting cluster 23 changes total score from -52019432.000000 to -52018392.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019440.000000 Penalty: 74024.335938 Iteration 159Q: 24 clusters Score -5.201944e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -52019440.000000 Penalty: 74024.335938 Iteration 160F: 24 clusters Score -5.201944e+07 nChanged 0 Entering ConstructFrom: Score: -52019440.000000 Penalty: 74024.335938 Entering ConstructFrom: Trying to split cluster 1 (4720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Entering Unmasked Estep Score: -578679.625000 Penalty: 2097.971924 Iteration 0F: 2 clusters Score -578679.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -574317.687500 Penalty: 4195.943848 Iteration 0F: 3 clusters Score -574317.7 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -575442.062500 Penalty: 4195.943848 Iteration 1F: 3 clusters Score -575442.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -575756.250000 Penalty: 4195.943848 Iteration 2F: 3 clusters Score -575756.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -576043.625000 Penalty: 4195.943848 Iteration 3F: 3 clusters Score -576043.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -576294.500000 Penalty: 4195.943848 Iteration 4F: 3 clusters Score -576294.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -576529.625000 Penalty: 4195.943848 Iteration 5F: 3 clusters Score -576529.6 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -576771.125000 Penalty: 4195.943848 Iteration 6F: 3 clusters Score -576771.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -577020.750000 Penalty: 4195.943848 Iteration 7F: 3 clusters Score -577020.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -577186.312500 Penalty: 4195.943848 Iteration 8Q: 3 clusters Score -577186.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -577276.187500 Penalty: 4195.943848 Iteration 9Q: 3 clusters Score -577276.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -577326.062500 Penalty: 4195.943848 Iteration 10Q: 3 clusters Score -577326.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -577357.312500 Penalty: 4195.943848 Iteration 11Q: 3 clusters Score -577357.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -577384.562500 Penalty: 4195.943848 Iteration 12Q: 3 clusters Score -577384.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -577404.687500 Penalty: 4195.943848 Iteration 13Q: 3 clusters Score -577404.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -577419.812500 Penalty: 4195.943848 Iteration 14Q: 3 clusters Score -577419.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -577433.375000 Penalty: 4195.943848 Iteration 15Q: 3 clusters Score -577433.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -577448.687500 Penalty: 4195.943848 Iteration 16Q: 3 clusters Score -577448.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -577457.125000 Penalty: 4195.943848 Iteration 17Q: 3 clusters Score -577457.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -577463.562500 Penalty: 4195.943848 Iteration 18Q: 3 clusters Score -577463.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -577466.687500 Penalty: 4195.943848 Iteration 19Q: 3 clusters Score -577466.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -577473.000000 Penalty: 4195.943848 Iteration 20F: 3 clusters Score -577473 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -577475.687500 Penalty: 4195.943848 Iteration 21Q: 3 clusters Score -577475.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -577478.062500 Penalty: 4195.943848 Iteration 22Q: 3 clusters Score -577478.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -577478.812500 Penalty: 4195.943848 Iteration 23Q: 3 clusters Score -577478.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -577481.062500 Penalty: 4195.943848 Iteration 24Q: 3 clusters Score -577481.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -577481.875000 Penalty: 4195.943848 Iteration 25Q: 3 clusters Score -577481.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -577481.875000 Penalty: 4195.943848 Iteration 26F: 3 clusters Score -577481.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -104313.093750 Penalty: 1679.723877 Iteration 0F: 2 clusters Score -104313.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -102505.187500 Penalty: 3359.447754 Iteration 0F: 3 clusters Score -102505.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -102804.492188 Penalty: 3359.447754 Iteration 1F: 3 clusters Score -102804.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -102881.476562 Penalty: 3359.447754 Iteration 2F: 3 clusters Score -102881.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -102945.078125 Penalty: 3359.447754 Iteration 3Q: 3 clusters Score -102945.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -103014.093750 Penalty: 3359.447754 Iteration 4Q: 3 clusters Score -103014.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -103083.578125 Penalty: 3359.447754 Iteration 5Q: 3 clusters Score -103083.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -103136.523438 Penalty: 3359.447754 Iteration 6Q: 3 clusters Score -103136.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -103173.500000 Penalty: 3359.447754 Iteration 7Q: 3 clusters Score -103173.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -103202.460938 Penalty: 3359.447754 Iteration 8Q: 3 clusters Score -103202.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -103232.234375 Penalty: 3359.447754 Iteration 9Q: 3 clusters Score -103232.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -103253.062500 Penalty: 3359.447754 Iteration 10Q: 3 clusters Score -103253.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -103267.507812 Penalty: 3359.447754 Iteration 11Q: 3 clusters Score -103267.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -103271.250000 Penalty: 3359.447754 Iteration 12Q: 3 clusters Score -103271.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -103271.250000 Penalty: 3359.447754 Iteration 13F: 3 clusters Score -103271.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Entering Unmasked Estep Score: -1030743.437500 Penalty: 2241.691406 Iteration 0F: 2 clusters Score -1030743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1024075.125000 Penalty: 4483.382812 Iteration 0F: 3 clusters Score -1024075 nChanged 3464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1025933.687500 Penalty: 4483.382812 Iteration 1F: 3 clusters Score -1025934 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1026247.812500 Penalty: 4483.382812 Iteration 2F: 3 clusters Score -1026248 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -1026530.250000 Penalty: 4483.382812 Iteration 3F: 3 clusters Score -1026530 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1026796.250000 Penalty: 4483.382812 Iteration 4F: 3 clusters Score -1026796 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1027055.312500 Penalty: 4483.382812 Iteration 5F: 3 clusters Score -1027055 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1027266.062500 Penalty: 4483.382812 Iteration 6Q: 3 clusters Score -1027266 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1027464.500000 Penalty: 4483.382812 Iteration 7Q: 3 clusters Score -1027464 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -1027635.750000 Penalty: 4483.382812 Iteration 8Q: 3 clusters Score -1027636 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -1027796.000000 Penalty: 4483.382812 Iteration 9Q: 3 clusters Score -1027796 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1027925.875000 Penalty: 4483.382812 Iteration 10Q: 3 clusters Score -1027926 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1028033.437500 Penalty: 4483.382812 Iteration 11Q: 3 clusters Score -1028033 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -1028120.437500 Penalty: 4483.382812 Iteration 12Q: 3 clusters Score -1028120 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1028211.375000 Penalty: 4483.382812 Iteration 13Q: 3 clusters Score -1028211 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -1028282.500000 Penalty: 4483.382812 Iteration 14Q: 3 clusters Score -1028282 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1028346.000000 Penalty: 4483.382812 Iteration 15Q: 3 clusters Score -1028346 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -1028410.375000 Penalty: 4483.382812 Iteration 16Q: 3 clusters Score -1028410 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1028458.500000 Penalty: 4483.382812 Iteration 17Q: 3 clusters Score -1028458 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -1028506.000000 Penalty: 4483.382812 Iteration 18Q: 3 clusters Score -1028506 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1028547.875000 Penalty: 4483.382812 Iteration 19Q: 3 clusters Score -1028548 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1028584.812500 Penalty: 4483.382812 Iteration 20F: 3 clusters Score -1028585 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -1028617.500000 Penalty: 4483.382812 Iteration 21Q: 3 clusters Score -1028618 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -1028633.812500 Penalty: 4483.382812 Iteration 22Q: 3 clusters Score -1028634 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -1028660.250000 Penalty: 4483.382812 Iteration 23Q: 3 clusters Score -1028660 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -1028678.062500 Penalty: 4483.382812 Iteration 24Q: 3 clusters Score -1028678 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -1028694.625000 Penalty: 4483.382812 Iteration 25Q: 3 clusters Score -1028695 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -1028709.750000 Penalty: 4483.382812 Iteration 26Q: 3 clusters Score -1028710 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -1028725.250000 Penalty: 4483.382812 Iteration 27Q: 3 clusters Score -1028725 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1028737.250000 Penalty: 4483.382812 Iteration 28Q: 3 clusters Score -1028737 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -1028743.687500 Penalty: 4483.382812 Iteration 29Q: 3 clusters Score -1028744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -1028747.937500 Penalty: 4483.382812 Iteration 30Q: 3 clusters Score -1028748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1028752.937500 Penalty: 4483.382812 Iteration 31Q: 3 clusters Score -1028753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1028753.187500 Penalty: 4483.382812 Iteration 32Q: 3 clusters Score -1028753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -1028753.812500 Penalty: 4483.382812 Iteration 33Q: 3 clusters Score -1028754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1028756.625000 Penalty: 4483.382812 Iteration 34Q: 3 clusters Score -1028757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -1028756.125000 Penalty: 4483.382812 Iteration 35Q: 3 clusters Score -1028756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -1028756.312500 Penalty: 4483.382812 Iteration 36Q: 3 clusters Score -1028756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -1028757.750000 Penalty: 4483.382812 Iteration 37Q: 3 clusters Score -1028758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1028755.750000 Penalty: 4483.382812 Iteration 38Q: 3 clusters Score -1028756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1028757.625000 Penalty: 4483.382812 Iteration 39Q: 3 clusters Score -1028758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1028757.625000 Penalty: 4483.382812 Iteration 40F: 3 clusters Score -1028758 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Entering Unmasked Estep Score: -581235.062500 Penalty: 2101.312012 Iteration 0F: 2 clusters Score -581235.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -576844.562500 Penalty: 4202.624023 Iteration 0F: 3 clusters Score -576844.6 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -577857.812500 Penalty: 4202.624023 Iteration 1F: 3 clusters Score -577857.8 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -578056.562500 Penalty: 4202.624023 Iteration 2F: 3 clusters Score -578056.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -578183.125000 Penalty: 4202.624023 Iteration 3Q: 3 clusters Score -578183.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -578293.562500 Penalty: 4202.624023 Iteration 4Q: 3 clusters Score -578293.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -578410.000000 Penalty: 4202.624023 Iteration 5Q: 3 clusters Score -578410 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -578511.625000 Penalty: 4202.624023 Iteration 6Q: 3 clusters Score -578511.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -578609.250000 Penalty: 4202.624023 Iteration 7Q: 3 clusters Score -578609.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -578694.312500 Penalty: 4202.624023 Iteration 8Q: 3 clusters Score -578694.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -578769.750000 Penalty: 4202.624023 Iteration 9Q: 3 clusters Score -578769.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -578840.437500 Penalty: 4202.624023 Iteration 10Q: 3 clusters Score -578840.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -578919.375000 Penalty: 4202.624023 Iteration 11Q: 3 clusters Score -578919.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -578984.312500 Penalty: 4202.624023 Iteration 12Q: 3 clusters Score -578984.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -579046.125000 Penalty: 4202.624023 Iteration 13Q: 3 clusters Score -579046.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -579116.812500 Penalty: 4202.624023 Iteration 14Q: 3 clusters Score -579116.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -579212.062500 Penalty: 4202.624023 Iteration 15Q: 3 clusters Score -579212.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -579312.687500 Penalty: 4202.624023 Iteration 16Q: 3 clusters Score -579312.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -579411.062500 Penalty: 4202.624023 Iteration 17Q: 3 clusters Score -579411.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -579504.812500 Penalty: 4202.624023 Iteration 18Q: 3 clusters Score -579504.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -579598.812500 Penalty: 4202.624023 Iteration 19Q: 3 clusters Score -579598.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -579710.000000 Penalty: 4202.624023 Iteration 20F: 3 clusters Score -579710 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -579780.500000 Penalty: 4202.624023 Iteration 21Q: 3 clusters Score -579780.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -579837.687500 Penalty: 4202.624023 Iteration 22Q: 3 clusters Score -579837.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -579863.687500 Penalty: 4202.624023 Iteration 23Q: 3 clusters Score -579863.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -579872.500000 Penalty: 4202.624023 Iteration 24Q: 3 clusters Score -579872.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -579882.750000 Penalty: 4202.624023 Iteration 25Q: 3 clusters Score -579882.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -579888.937500 Penalty: 4202.624023 Iteration 26Q: 3 clusters Score -579888.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -579895.937500 Penalty: 4202.624023 Iteration 27Q: 3 clusters Score -579895.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -579900.812500 Penalty: 4202.624023 Iteration 28Q: 3 clusters Score -579900.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -579902.812500 Penalty: 4202.624023 Iteration 29Q: 3 clusters Score -579902.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -579904.312500 Penalty: 4202.624023 Iteration 30Q: 3 clusters Score -579904.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -579903.625000 Penalty: 4202.624023 Iteration 31Q: 3 clusters Score -579903.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -579904.687500 Penalty: 4202.624023 Iteration 32Q: 3 clusters Score -579904.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -579905.312500 Penalty: 4202.624023 Iteration 33Q: 3 clusters Score -579905.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -579905.687500 Penalty: 4202.624023 Iteration 34Q: 3 clusters Score -579905.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -579908.250000 Penalty: 4202.624023 Iteration 35Q: 3 clusters Score -579908.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -579908.812500 Penalty: 4202.624023 Iteration 36Q: 3 clusters Score -579908.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -579910.250000 Penalty: 4202.624023 Iteration 37Q: 3 clusters Score -579910.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -579912.000000 Penalty: 4202.624023 Iteration 38Q: 3 clusters Score -579912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -579913.687500 Penalty: 4202.624023 Iteration 39Q: 3 clusters Score -579913.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -579914.437500 Penalty: 4202.624023 Iteration 40F: 3 clusters Score -579914.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -579914.375000 Penalty: 4202.624023 Iteration 41Q: 3 clusters Score -579914.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -579914.375000 Penalty: 4202.624023 Iteration 42F: 3 clusters Score -579914.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Entering Unmasked Estep Score: -64270.441406 Penalty: 1598.538452 Iteration 0F: 2 clusters Score -64270.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -62794.488281 Penalty: 3197.076904 Iteration 0F: 3 clusters Score -62794.49 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -63192.187500 Penalty: 3197.076904 Iteration 1F: 3 clusters Score -63192.19 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -63380.132812 Penalty: 3197.076904 Iteration 2F: 3 clusters Score -63380.13 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -63557.867188 Penalty: 3197.076904 Iteration 3F: 3 clusters Score -63557.87 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -63889.000000 Penalty: 3197.076904 Iteration 4F: 3 clusters Score -63889 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -64047.179688 Penalty: 3197.076904 Iteration 5Q: 3 clusters Score -64047.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -64084.132812 Penalty: 3197.076904 Iteration 6Q: 3 clusters Score -64084.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -64098.789062 Penalty: 3197.076904 Iteration 7Q: 3 clusters Score -64098.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -64119.648438 Penalty: 3197.076904 Iteration 8Q: 3 clusters Score -64119.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -64136.855469 Penalty: 3197.076904 Iteration 9Q: 3 clusters Score -64136.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -64148.054688 Penalty: 3197.076904 Iteration 10Q: 3 clusters Score -64148.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -64151.695312 Penalty: 3197.076904 Iteration 11Q: 3 clusters Score -64151.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -64151.695312 Penalty: 3197.076904 Iteration 12F: 3 clusters Score -64151.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (155684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155684 members Entering Unmasked Estep Score: -19442750.000000 Penalty: 2964.984619 Iteration 0F: 2 clusters Score -1.944275e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77516 members Mstep: Class 2 contains 78168 members Entering Unmasked Estep Score: -19340604.000000 Penalty: 5929.969238 Iteration 0F: 3 clusters Score -1.93406e+07 nChanged 74450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72234 members Mstep: Class 2 contains 83450 members Entering Unmasked Estep Score: -19384546.000000 Penalty: 5929.969238 Iteration 1F: 3 clusters Score -1.938455e+07 nChanged 5183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68955 members Mstep: Class 2 contains 86729 members Entering Unmasked Estep Score: -19385924.000000 Penalty: 5929.969238 Iteration 2Q: 3 clusters Score -1.938592e+07 nChanged 6183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63980 members Mstep: Class 2 contains 91704 members Entering Unmasked Estep Score: -19388046.000000 Penalty: 5929.969238 Iteration 3Q: 3 clusters Score -1.938805e+07 nChanged 7974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56640 members Mstep: Class 2 contains 99044 members Entering Unmasked Estep Score: -19391678.000000 Penalty: 5929.969238 Iteration 4F: 3 clusters Score -1.939168e+07 nChanged 10616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46346 members Mstep: Class 2 contains 109338 members Entering Unmasked Estep Score: -19398574.000000 Penalty: 5929.969238 Iteration 5F: 3 clusters Score -1.939857e+07 nChanged 12889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33641 members Mstep: Class 2 contains 122043 members Entering Unmasked Estep Score: -19408874.000000 Penalty: 5929.969238 Iteration 6F: 3 clusters Score -1.940887e+07 nChanged 13246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 135227 members Entering Unmasked Estep Score: -19421316.000000 Penalty: 5929.969238 Iteration 7F: 3 clusters Score -1.942132e+07 nChanged 10374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 145573 members Entering Unmasked Estep Score: -19431402.000000 Penalty: 5929.969238 Iteration 8F: 3 clusters Score -1.94314e+07 nChanged 5889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 151456 members Entering Unmasked Estep Score: -19436898.000000 Penalty: 5929.969238 Iteration 9Q: 3 clusters Score -1.94369e+07 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 153970 members Entering Unmasked Estep Score: -19438930.000000 Penalty: 5929.969238 Iteration 10Q: 3 clusters Score -1.943893e+07 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 154884 members Entering Unmasked Estep Score: -19439670.000000 Penalty: 5929.969238 Iteration 11Q: 3 clusters Score -1.943967e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 155196 members Entering Unmasked Estep Score: -19440020.000000 Penalty: 5929.969238 Iteration 12Q: 3 clusters Score -1.944002e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 155296 members Entering Unmasked Estep Score: -19440098.000000 Penalty: 5929.969238 Iteration 13Q: 3 clusters Score -1.94401e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 155333 members Entering Unmasked Estep Score: -19440170.000000 Penalty: 5929.969238 Iteration 14Q: 3 clusters Score -1.944017e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 155346 members Entering Unmasked Estep Score: -19440210.000000 Penalty: 5929.969238 Iteration 15Q: 3 clusters Score -1.944021e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 155355 members Entering Unmasked Estep Score: -19440234.000000 Penalty: 5929.969238 Iteration 16Q: 3 clusters Score -1.944023e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 155358 members Entering Unmasked Estep Score: -19440250.000000 Penalty: 5929.969238 Iteration 17Q: 3 clusters Score -1.944025e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 155361 members Entering Unmasked Estep Score: -19440252.000000 Penalty: 5929.969238 Iteration 18Q: 3 clusters Score -1.944025e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 155364 members Entering Unmasked Estep Score: -19440246.000000 Penalty: 5929.969238 Iteration 19Q: 3 clusters Score -1.944025e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 155368 members Entering Unmasked Estep Score: -19440230.000000 Penalty: 5929.969238 Iteration 20F: 3 clusters Score -1.944023e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 155374 members Entering Unmasked Estep Score: -19440236.000000 Penalty: 5929.969238 Iteration 21Q: 3 clusters Score -1.944024e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 155378 members Entering Unmasked Estep Score: -19440252.000000 Penalty: 5929.969238 Iteration 22Q: 3 clusters Score -1.944025e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 155378 members Entering Unmasked Estep Score: -19440262.000000 Penalty: 5929.969238 Iteration 23Q: 3 clusters Score -1.944026e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 155379 members Entering Unmasked Estep Score: -19440270.000000 Penalty: 5929.969238 Iteration 24Q: 3 clusters Score -1.944027e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 155378 members Entering Unmasked Estep Score: -19440268.000000 Penalty: 5929.969238 Iteration 25Q: 3 clusters Score -1.944027e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 155378 members Entering Unmasked Estep Score: -19440268.000000 Penalty: 5929.969238 Iteration 26F: 3 clusters Score -1.944027e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -81001.039062 Penalty: 1641.447266 Iteration 0F: 2 clusters Score -81001.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -79275.289062 Penalty: 3282.894531 Iteration 0F: 3 clusters Score -79275.29 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -79533.992188 Penalty: 3282.894531 Iteration 1F: 3 clusters Score -79533.99 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -79631.703125 Penalty: 3282.894531 Iteration 2F: 3 clusters Score -79631.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79697.554688 Penalty: 3282.894531 Iteration 3Q: 3 clusters Score -79697.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -79795.960938 Penalty: 3282.894531 Iteration 4Q: 3 clusters Score -79795.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -79889.875000 Penalty: 3282.894531 Iteration 5Q: 3 clusters Score -79889.88 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -80037.101562 Penalty: 3282.894531 Iteration 6Q: 3 clusters Score -80037.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -80256.750000 Penalty: 3282.894531 Iteration 7F: 3 clusters Score -80256.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -80500.687500 Penalty: 3282.894531 Iteration 8F: 3 clusters Score -80500.69 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -80881.890625 Penalty: 3282.894531 Iteration 9F: 3 clusters Score -80881.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -81200.421875 Penalty: 3282.894531 Iteration 10Q: 3 clusters Score -81200.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -81271.742188 Penalty: 3282.894531 Iteration 11Q: 3 clusters Score -81271.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -81280.664062 Penalty: 3282.894531 Iteration 12Q: 3 clusters Score -81280.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -81280.664062 Penalty: 3282.894531 Iteration 13F: 3 clusters Score -81280.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 358 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 789 members Mstep: Class 24 contains 391 members Entering Unmasked Estep Score: -52018028.000000 Penalty: 77242.789062 Splitting cluster 7 changes total score from -52019440.000000 to -52018028.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -91816.710938 Penalty: 1648.626709 Iteration 0F: 2 clusters Score -91816.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90088.617188 Penalty: 3297.253418 Iteration 0F: 3 clusters Score -90088.62 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -90313.656250 Penalty: 3297.253418 Iteration 1F: 3 clusters Score -90313.66 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -90383.343750 Penalty: 3297.253418 Iteration 2Q: 3 clusters Score -90383.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -90413.609375 Penalty: 3297.253418 Iteration 3Q: 3 clusters Score -90413.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -90445.539062 Penalty: 3297.253418 Iteration 4Q: 3 clusters Score -90445.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -90473.296875 Penalty: 3297.253418 Iteration 5Q: 3 clusters Score -90473.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -90532.703125 Penalty: 3297.253418 Iteration 6Q: 3 clusters Score -90532.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -90563.921875 Penalty: 3297.253418 Iteration 7Q: 3 clusters Score -90563.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -90587.570312 Penalty: 3297.253418 Iteration 8Q: 3 clusters Score -90587.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -90627.914062 Penalty: 3297.253418 Iteration 9Q: 3 clusters Score -90627.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -90656.023438 Penalty: 3297.253418 Iteration 10Q: 3 clusters Score -90656.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -90671.625000 Penalty: 3297.253418 Iteration 11Q: 3 clusters Score -90671.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -90677.226562 Penalty: 3297.253418 Iteration 12Q: 3 clusters Score -90677.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -90684.578125 Penalty: 3297.253418 Iteration 13Q: 3 clusters Score -90684.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -90687.039062 Penalty: 3297.253418 Iteration 14Q: 3 clusters Score -90687.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -90690.000000 Penalty: 3297.253418 Iteration 15Q: 3 clusters Score -90690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -90691.476562 Penalty: 3297.253418 Iteration 16Q: 3 clusters Score -90691.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -90691.476562 Penalty: 3297.253418 Iteration 17F: 3 clusters Score -90691.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (59591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59591 members Entering Unmasked Estep Score: -7352893.500000 Penalty: 2726.824463 Iteration 0F: 2 clusters Score -7352894 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29724 members Mstep: Class 2 contains 29867 members Entering Unmasked Estep Score: -7312900.000000 Penalty: 5453.648926 Iteration 0F: 3 clusters Score -7312900 nChanged 27750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29928 members Mstep: Class 2 contains 29663 members Entering Unmasked Estep Score: -7328429.500000 Penalty: 5453.648926 Iteration 1F: 3 clusters Score -7328430 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30182 members Mstep: Class 2 contains 29409 members Entering Unmasked Estep Score: -7328950.000000 Penalty: 5453.648926 Iteration 2Q: 3 clusters Score -7328950 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30579 members Mstep: Class 2 contains 29012 members Entering Unmasked Estep Score: -7329508.000000 Penalty: 5453.648926 Iteration 3Q: 3 clusters Score -7329508 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31283 members Mstep: Class 2 contains 28308 members Entering Unmasked Estep Score: -7330067.500000 Penalty: 5453.648926 Iteration 4Q: 3 clusters Score -7330068 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32306 members Mstep: Class 2 contains 27285 members Entering Unmasked Estep Score: -7330970.500000 Penalty: 5453.648926 Iteration 5Q: 3 clusters Score -7330970 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33689 members Mstep: Class 2 contains 25902 members Entering Unmasked Estep Score: -7332028.000000 Penalty: 5453.648926 Iteration 6Q: 3 clusters Score -7332028 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35486 members Mstep: Class 2 contains 24105 members Entering Unmasked Estep Score: -7333416.000000 Penalty: 5453.648926 Iteration 7F: 3 clusters Score -7333416 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37729 members Mstep: Class 2 contains 21862 members Entering Unmasked Estep Score: -7335294.500000 Penalty: 5453.648926 Iteration 8F: 3 clusters Score -7335294 nChanged 3719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40422 members Mstep: Class 2 contains 19169 members Entering Unmasked Estep Score: -7337572.500000 Penalty: 5453.648926 Iteration 9F: 3 clusters Score -7337572 nChanged 3688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43288 members Mstep: Class 2 contains 16303 members Entering Unmasked Estep Score: -7339764.500000 Penalty: 5453.648926 Iteration 10F: 3 clusters Score -7339764 nChanged 3247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46067 members Mstep: Class 2 contains 13524 members Entering Unmasked Estep Score: -7341817.500000 Penalty: 5453.648926 Iteration 11F: 3 clusters Score -7341818 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48657 members Mstep: Class 2 contains 10934 members Entering Unmasked Estep Score: -7343598.500000 Penalty: 5453.648926 Iteration 12Q: 3 clusters Score -7343598 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50976 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -7345198.000000 Penalty: 5453.648926 Iteration 13Q: 3 clusters Score -7345198 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52981 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -7346558.000000 Penalty: 5453.648926 Iteration 14Q: 3 clusters Score -7346558 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54638 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -7347701.000000 Penalty: 5453.648926 Iteration 15Q: 3 clusters Score -7347701 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55949 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -7348666.500000 Penalty: 5453.648926 Iteration 16Q: 3 clusters Score -7348666 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56911 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -7349321.500000 Penalty: 5453.648926 Iteration 17Q: 3 clusters Score -7349322 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57589 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -7349837.000000 Penalty: 5453.648926 Iteration 18Q: 3 clusters Score -7349837 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58021 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -7350108.000000 Penalty: 5453.648926 Iteration 19Q: 3 clusters Score -7350108 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58282 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -7350307.000000 Penalty: 5453.648926 Iteration 20F: 3 clusters Score -7350307 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58460 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -7350399.000000 Penalty: 5453.648926 Iteration 21Q: 3 clusters Score -7350399 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58563 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -7350472.500000 Penalty: 5453.648926 Iteration 22Q: 3 clusters Score -7350472 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58643 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -7350525.000000 Penalty: 5453.648926 Iteration 23Q: 3 clusters Score -7350525 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58699 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -7350559.500000 Penalty: 5453.648926 Iteration 24Q: 3 clusters Score -7350560 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58746 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -7350571.000000 Penalty: 5453.648926 Iteration 25Q: 3 clusters Score -7350571 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58776 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -7350603.500000 Penalty: 5453.648926 Iteration 26Q: 3 clusters Score -7350604 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58787 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -7350606.500000 Penalty: 5453.648926 Iteration 27Q: 3 clusters Score -7350606 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58803 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -7350625.000000 Penalty: 5453.648926 Iteration 28Q: 3 clusters Score -7350625 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58817 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -7350636.500000 Penalty: 5453.648926 Iteration 29Q: 3 clusters Score -7350636 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58834 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -7350644.000000 Penalty: 5453.648926 Iteration 30Q: 3 clusters Score -7350644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58839 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -7350650.500000 Penalty: 5453.648926 Iteration 31Q: 3 clusters Score -7350650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58842 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -7350643.500000 Penalty: 5453.648926 Iteration 32Q: 3 clusters Score -7350644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58844 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -7350647.000000 Penalty: 5453.648926 Iteration 33Q: 3 clusters Score -7350647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58847 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -7350657.000000 Penalty: 5453.648926 Iteration 34Q: 3 clusters Score -7350657 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58848 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -7350656.500000 Penalty: 5453.648926 Iteration 35Q: 3 clusters Score -7350656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58849 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -7350659.500000 Penalty: 5453.648926 Iteration 36Q: 3 clusters Score -7350660 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58850 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -7350659.500000 Penalty: 5453.648926 Iteration 37Q: 3 clusters Score -7350660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58852 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -7350659.500000 Penalty: 5453.648926 Iteration 38Q: 3 clusters Score -7350660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58852 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -7350659.500000 Penalty: 5453.648926 Iteration 39F: 3 clusters Score -7350660 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -60718.335938 Penalty: 1578.031006 Iteration 0F: 2 clusters Score -60718.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -59182.582031 Penalty: 3156.062012 Iteration 0F: 3 clusters Score -59182.58 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -59547.464844 Penalty: 3156.062012 Iteration 1F: 3 clusters Score -59547.46 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59699.574219 Penalty: 3156.062012 Iteration 2F: 3 clusters Score -59699.57 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -59875.917969 Penalty: 3156.062012 Iteration 3Q: 3 clusters Score -59875.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59970.046875 Penalty: 3156.062012 Iteration 4Q: 3 clusters Score -59970.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -60179.425781 Penalty: 3156.062012 Iteration 5Q: 3 clusters Score -60179.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -60386.714844 Penalty: 3156.062012 Iteration 6Q: 3 clusters Score -60386.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -60428.140625 Penalty: 3156.062012 Iteration 7Q: 3 clusters Score -60428.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -60469.023438 Penalty: 3156.062012 Iteration 8Q: 3 clusters Score -60469.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -60517.070312 Penalty: 3156.062012 Iteration 9Q: 3 clusters Score -60517.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -60569.710938 Penalty: 3156.062012 Iteration 10Q: 3 clusters Score -60569.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -60597.894531 Penalty: 3156.062012 Iteration 11Q: 3 clusters Score -60597.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -60630.421875 Penalty: 3156.062012 Iteration 12Q: 3 clusters Score -60630.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -60646.750000 Penalty: 3156.062012 Iteration 13Q: 3 clusters Score -60646.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -60649.105469 Penalty: 3156.062012 Iteration 14Q: 3 clusters Score -60649.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -60649.105469 Penalty: 3156.062012 Iteration 15F: 3 clusters Score -60649.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -226317.562500 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -226317.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -223813.750000 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -223813.8 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -224245.031250 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -224245 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -224380.156250 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -224380.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -224469.234375 Penalty: 3740.148438 Iteration 3Q: 3 clusters Score -224469.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -224518.312500 Penalty: 3740.148438 Iteration 4Q: 3 clusters Score -224518.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -224553.921875 Penalty: 3740.148438 Iteration 5Q: 3 clusters Score -224553.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -224572.687500 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -224572.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -224586.203125 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -224586.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -224594.343750 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -224594.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -224605.546875 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -224605.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -224615.812500 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -224615.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -224626.406250 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -224626.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -224630.609375 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -224630.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -224634.640625 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -224634.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -224635.078125 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -224635.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -224635.078125 Penalty: 3740.148438 Iteration 15F: 3 clusters Score -224635.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24174 members Entering Unmasked Estep Score: -2927758.500000 Penalty: 2503.072266 Iteration 0F: 2 clusters Score -2927758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -2911076.750000 Penalty: 5006.144531 Iteration 0F: 3 clusters Score -2911077 nChanged 10765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -2917113.500000 Penalty: 5006.144531 Iteration 1F: 3 clusters Score -2917114 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -2918048.250000 Penalty: 5006.144531 Iteration 2F: 3 clusters Score -2918048 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 10830 members Entering Unmasked Estep Score: -2919241.000000 Penalty: 5006.144531 Iteration 3F: 3 clusters Score -2919241 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 9820 members Entering Unmasked Estep Score: -2920651.500000 Penalty: 5006.144531 Iteration 4F: 3 clusters Score -2920652 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -2922175.500000 Penalty: 5006.144531 Iteration 5F: 3 clusters Score -2922176 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -2923651.750000 Penalty: 5006.144531 Iteration 6F: 3 clusters Score -2923652 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -2924929.750000 Penalty: 5006.144531 Iteration 7F: 3 clusters Score -2924930 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19723 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -2925937.000000 Penalty: 5006.144531 Iteration 8F: 3 clusters Score -2925937 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20505 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -2926528.250000 Penalty: 5006.144531 Iteration 9Q: 3 clusters Score -2926528 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21014 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -2926852.250000 Penalty: 5006.144531 Iteration 10Q: 3 clusters Score -2926852 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21407 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -2927081.750000 Penalty: 5006.144531 Iteration 11Q: 3 clusters Score -2927082 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21718 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -2927236.750000 Penalty: 5006.144531 Iteration 12Q: 3 clusters Score -2927237 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21966 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -2927343.750000 Penalty: 5006.144531 Iteration 13Q: 3 clusters Score -2927344 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22142 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -2927410.750000 Penalty: 5006.144531 Iteration 14Q: 3 clusters Score -2927411 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22259 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -2927448.250000 Penalty: 5006.144531 Iteration 15Q: 3 clusters Score -2927448 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -2927474.500000 Penalty: 5006.144531 Iteration 16Q: 3 clusters Score -2927474 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -2927491.000000 Penalty: 5006.144531 Iteration 17Q: 3 clusters Score -2927491 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22479 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -2927509.750000 Penalty: 5006.144531 Iteration 18Q: 3 clusters Score -2927510 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22524 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -2927525.250000 Penalty: 5006.144531 Iteration 19Q: 3 clusters Score -2927525 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22557 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -2927529.750000 Penalty: 5006.144531 Iteration 20F: 3 clusters Score -2927530 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22580 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -2927539.500000 Penalty: 5006.144531 Iteration 21Q: 3 clusters Score -2927540 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22596 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -2927539.250000 Penalty: 5006.144531 Iteration 22Q: 3 clusters Score -2927539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22605 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -2927537.750000 Penalty: 5006.144531 Iteration 23Q: 3 clusters Score -2927538 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22621 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -2927538.250000 Penalty: 5006.144531 Iteration 24Q: 3 clusters Score -2927538 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22633 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -2927542.500000 Penalty: 5006.144531 Iteration 25Q: 3 clusters Score -2927542 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22643 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -2927544.750000 Penalty: 5006.144531 Iteration 26Q: 3 clusters Score -2927545 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22651 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -2927548.750000 Penalty: 5006.144531 Iteration 27Q: 3 clusters Score -2927549 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22659 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -2927556.000000 Penalty: 5006.144531 Iteration 28Q: 3 clusters Score -2927556 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22672 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -2927562.250000 Penalty: 5006.144531 Iteration 29Q: 3 clusters Score -2927562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22677 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -2927559.750000 Penalty: 5006.144531 Iteration 30Q: 3 clusters Score -2927560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -2927565.250000 Penalty: 5006.144531 Iteration 31Q: 3 clusters Score -2927565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22685 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -2927563.000000 Penalty: 5006.144531 Iteration 32Q: 3 clusters Score -2927563 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22688 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -2927566.500000 Penalty: 5006.144531 Iteration 33Q: 3 clusters Score -2927566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2927566.750000 Penalty: 5006.144531 Iteration 34Q: 3 clusters Score -2927567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22691 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -2927568.250000 Penalty: 5006.144531 Iteration 35Q: 3 clusters Score -2927568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22694 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -2927567.000000 Penalty: 5006.144531 Iteration 36Q: 3 clusters Score -2927567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22696 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -2927571.000000 Penalty: 5006.144531 Iteration 37Q: 3 clusters Score -2927571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22700 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -2927575.750000 Penalty: 5006.144531 Iteration 38Q: 3 clusters Score -2927576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22704 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2927574.250000 Penalty: 5006.144531 Iteration 39Q: 3 clusters Score -2927574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22708 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -2927570.250000 Penalty: 5006.144531 Iteration 40F: 3 clusters Score -2927570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22715 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -2927567.750000 Penalty: 5006.144531 Iteration 41Q: 3 clusters Score -2927568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22719 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2927569.500000 Penalty: 5006.144531 Iteration 42Q: 3 clusters Score -2927570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22728 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2927576.750000 Penalty: 5006.144531 Iteration 43Q: 3 clusters Score -2927577 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22733 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -2927574.000000 Penalty: 5006.144531 Iteration 44Q: 3 clusters Score -2927574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22735 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -2927566.500000 Penalty: 5006.144531 Iteration 45Q: 3 clusters Score -2927566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22736 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -2927571.250000 Penalty: 5006.144531 Iteration 46Q: 3 clusters Score -2927571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22737 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -2927569.500000 Penalty: 5006.144531 Iteration 47Q: 3 clusters Score -2927570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -2927569.500000 Penalty: 5006.144531 Iteration 48Q: 3 clusters Score -2927570 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -2927569.500000 Penalty: 5006.144531 Iteration 49F: 3 clusters Score -2927570 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Entering Unmasked Estep Score: -1028964.437500 Penalty: 2253.249512 Iteration 0F: 2 clusters Score -1028964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1022045.687500 Penalty: 4506.499023 Iteration 0F: 3 clusters Score -1022046 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1024013.625000 Penalty: 4506.499023 Iteration 1F: 3 clusters Score -1024014 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1024339.687500 Penalty: 4506.499023 Iteration 2F: 3 clusters Score -1024340 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1024578.000000 Penalty: 4506.499023 Iteration 3F: 3 clusters Score -1024578 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1024757.625000 Penalty: 4506.499023 Iteration 4Q: 3 clusters Score -1024758 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1024919.125000 Penalty: 4506.499023 Iteration 5Q: 3 clusters Score -1024919 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -1025079.500000 Penalty: 4506.499023 Iteration 6Q: 3 clusters Score -1025080 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1025233.500000 Penalty: 4506.499023 Iteration 7Q: 3 clusters Score -1025234 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1025418.625000 Penalty: 4506.499023 Iteration 8Q: 3 clusters Score -1025419 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1025617.875000 Penalty: 4506.499023 Iteration 9Q: 3 clusters Score -1025618 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -1025875.062500 Penalty: 4506.499023 Iteration 10Q: 3 clusters Score -1025875 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1026187.062500 Penalty: 4506.499023 Iteration 11Q: 3 clusters Score -1026187 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1026475.312500 Penalty: 4506.499023 Iteration 12Q: 3 clusters Score -1026475 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1026730.875000 Penalty: 4506.499023 Iteration 13Q: 3 clusters Score -1026731 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -1026921.875000 Penalty: 4506.499023 Iteration 14Q: 3 clusters Score -1026922 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -1027071.875000 Penalty: 4506.499023 Iteration 15Q: 3 clusters Score -1027072 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1027193.000000 Penalty: 4506.499023 Iteration 16Q: 3 clusters Score -1027193 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1027305.375000 Penalty: 4506.499023 Iteration 17Q: 3 clusters Score -1027305 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1027390.250000 Penalty: 4506.499023 Iteration 18Q: 3 clusters Score -1027390 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -1027451.687500 Penalty: 4506.499023 Iteration 19Q: 3 clusters Score -1027452 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1027500.687500 Penalty: 4506.499023 Iteration 20F: 3 clusters Score -1027501 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1027547.062500 Penalty: 4506.499023 Iteration 21Q: 3 clusters Score -1027547 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1027595.000000 Penalty: 4506.499023 Iteration 22Q: 3 clusters Score -1027595 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -1027634.187500 Penalty: 4506.499023 Iteration 23Q: 3 clusters Score -1027634 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1027675.937500 Penalty: 4506.499023 Iteration 24Q: 3 clusters Score -1027676 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1027700.000000 Penalty: 4506.499023 Iteration 25Q: 3 clusters Score -1027700 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -1027728.437500 Penalty: 4506.499023 Iteration 26Q: 3 clusters Score -1027728 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1027758.312500 Penalty: 4506.499023 Iteration 27Q: 3 clusters Score -1027758 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -1027779.250000 Penalty: 4506.499023 Iteration 28Q: 3 clusters Score -1027779 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1027796.687500 Penalty: 4506.499023 Iteration 29Q: 3 clusters Score -1027797 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1027818.562500 Penalty: 4506.499023 Iteration 30Q: 3 clusters Score -1027819 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1027824.687500 Penalty: 4506.499023 Iteration 31Q: 3 clusters Score -1027825 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1027829.062500 Penalty: 4506.499023 Iteration 32Q: 3 clusters Score -1027829 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1027832.437500 Penalty: 4506.499023 Iteration 33Q: 3 clusters Score -1027832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1027836.187500 Penalty: 4506.499023 Iteration 34Q: 3 clusters Score -1027836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1027835.875000 Penalty: 4506.499023 Iteration 35Q: 3 clusters Score -1027836 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1027838.875000 Penalty: 4506.499023 Iteration 36Q: 3 clusters Score -1027839 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1027839.312500 Penalty: 4506.499023 Iteration 37Q: 3 clusters Score -1027839 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1027841.187500 Penalty: 4506.499023 Iteration 38Q: 3 clusters Score -1027841 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1027841.687500 Penalty: 4506.499023 Iteration 39Q: 3 clusters Score -1027842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1027840.625000 Penalty: 4506.499023 Iteration 40F: 3 clusters Score -1027841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1027839.250000 Penalty: 4506.499023 Iteration 41Q: 3 clusters Score -1027839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1027840.875000 Penalty: 4506.499023 Iteration 42Q: 3 clusters Score -1027841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1027840.875000 Penalty: 4506.499023 Iteration 43F: 3 clusters Score -1027841 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (36310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36310 members Entering Unmasked Estep Score: -4328507.000000 Penalty: 2603.962402 Iteration 0F: 2 clusters Score -4328507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18251 members Mstep: Class 2 contains 18059 members Entering Unmasked Estep Score: -4303844.500000 Penalty: 5207.924805 Iteration 0F: 3 clusters Score -4303844 nChanged 16485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19068 members Mstep: Class 2 contains 17242 members Entering Unmasked Estep Score: -4313028.500000 Penalty: 5207.924805 Iteration 1F: 3 clusters Score -4313028 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 16671 members Entering Unmasked Estep Score: -4313697.000000 Penalty: 5207.924805 Iteration 2Q: 3 clusters Score -4313697 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20456 members Mstep: Class 2 contains 15854 members Entering Unmasked Estep Score: -4314535.000000 Penalty: 5207.924805 Iteration 3F: 3 clusters Score -4314535 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21581 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -4315581.500000 Penalty: 5207.924805 Iteration 4F: 3 clusters Score -4315582 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22999 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -4316890.000000 Penalty: 5207.924805 Iteration 5F: 3 clusters Score -4316890 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24599 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -4318460.500000 Penalty: 5207.924805 Iteration 6F: 3 clusters Score -4318460 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26273 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -4320068.000000 Penalty: 5207.924805 Iteration 7F: 3 clusters Score -4320068 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27756 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -4321430.500000 Penalty: 5207.924805 Iteration 8F: 3 clusters Score -4321430 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29072 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -4322566.000000 Penalty: 5207.924805 Iteration 9Q: 3 clusters Score -4322566 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30098 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -4323461.500000 Penalty: 5207.924805 Iteration 10Q: 3 clusters Score -4323462 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30903 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -4324141.500000 Penalty: 5207.924805 Iteration 11Q: 3 clusters Score -4324142 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31528 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -4324666.000000 Penalty: 5207.924805 Iteration 12Q: 3 clusters Score -4324666 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32035 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -4325026.500000 Penalty: 5207.924805 Iteration 13Q: 3 clusters Score -4325026 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32458 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -4325326.500000 Penalty: 5207.924805 Iteration 14Q: 3 clusters Score -4325326 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32798 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -4325573.000000 Penalty: 5207.924805 Iteration 15Q: 3 clusters Score -4325573 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33073 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -4325781.000000 Penalty: 5207.924805 Iteration 16Q: 3 clusters Score -4325781 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33319 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -4325943.000000 Penalty: 5207.924805 Iteration 17Q: 3 clusters Score -4325943 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33509 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -4326062.500000 Penalty: 5207.924805 Iteration 18Q: 3 clusters Score -4326062 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33670 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -4326179.500000 Penalty: 5207.924805 Iteration 19Q: 3 clusters Score -4326180 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33820 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -4326267.500000 Penalty: 5207.924805 Iteration 20F: 3 clusters Score -4326268 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33933 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -4326330.500000 Penalty: 5207.924805 Iteration 21Q: 3 clusters Score -4326330 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34029 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -4326370.500000 Penalty: 5207.924805 Iteration 22Q: 3 clusters Score -4326370 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34103 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -4326407.000000 Penalty: 5207.924805 Iteration 23Q: 3 clusters Score -4326407 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34167 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -4326434.000000 Penalty: 5207.924805 Iteration 24Q: 3 clusters Score -4326434 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34216 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -4326451.500000 Penalty: 5207.924805 Iteration 25Q: 3 clusters Score -4326452 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34242 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -4326472.500000 Penalty: 5207.924805 Iteration 26Q: 3 clusters Score -4326472 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34264 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -4326489.000000 Penalty: 5207.924805 Iteration 27Q: 3 clusters Score -4326489 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34281 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -4326492.000000 Penalty: 5207.924805 Iteration 28Q: 3 clusters Score -4326492 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34296 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -4326495.500000 Penalty: 5207.924805 Iteration 29Q: 3 clusters Score -4326496 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34311 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -4326493.500000 Penalty: 5207.924805 Iteration 30Q: 3 clusters Score -4326494 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34321 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -4326504.500000 Penalty: 5207.924805 Iteration 31Q: 3 clusters Score -4326504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34333 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -4326501.500000 Penalty: 5207.924805 Iteration 32Q: 3 clusters Score -4326502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34344 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -4326507.500000 Penalty: 5207.924805 Iteration 33Q: 3 clusters Score -4326508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34349 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -4326513.500000 Penalty: 5207.924805 Iteration 34Q: 3 clusters Score -4326514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34353 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -4326511.500000 Penalty: 5207.924805 Iteration 35Q: 3 clusters Score -4326512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -4326515.000000 Penalty: 5207.924805 Iteration 36Q: 3 clusters Score -4326515 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -4326516.500000 Penalty: 5207.924805 Iteration 37Q: 3 clusters Score -4326516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34356 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -4326514.500000 Penalty: 5207.924805 Iteration 38Q: 3 clusters Score -4326514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34356 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -4326514.500000 Penalty: 5207.924805 Iteration 39F: 3 clusters Score -4326514 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (41958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41958 members Entering Unmasked Estep Score: -5173846.000000 Penalty: 2639.817383 Iteration 0F: 2 clusters Score -5173846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20811 members Mstep: Class 2 contains 21147 members Entering Unmasked Estep Score: -5145518.000000 Penalty: 5279.634766 Iteration 0F: 3 clusters Score -5145518 nChanged 19240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19793 members Mstep: Class 2 contains 22165 members Entering Unmasked Estep Score: -5155942.500000 Penalty: 5279.634766 Iteration 1F: 3 clusters Score -5155942 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 22981 members Entering Unmasked Estep Score: -5156517.000000 Penalty: 5279.634766 Iteration 2Q: 3 clusters Score -5156517 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17780 members Mstep: Class 2 contains 24178 members Entering Unmasked Estep Score: -5157129.500000 Penalty: 5279.634766 Iteration 3Q: 3 clusters Score -5157130 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16181 members Mstep: Class 2 contains 25777 members Entering Unmasked Estep Score: -5157984.000000 Penalty: 5279.634766 Iteration 4Q: 3 clusters Score -5157984 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -5159277.000000 Penalty: 5279.634766 Iteration 5F: 3 clusters Score -5159277 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 30855 members Entering Unmasked Estep Score: -5161251.000000 Penalty: 5279.634766 Iteration 6F: 3 clusters Score -5161251 nChanged 3431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 34282 members Entering Unmasked Estep Score: -5164197.500000 Penalty: 5279.634766 Iteration 7F: 3 clusters Score -5164198 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 37684 members Entering Unmasked Estep Score: -5167347.000000 Penalty: 5279.634766 Iteration 8F: 3 clusters Score -5167347 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 40105 members Entering Unmasked Estep Score: -5169759.500000 Penalty: 5279.634766 Iteration 9F: 3 clusters Score -5169760 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 41225 members Entering Unmasked Estep Score: -5170879.500000 Penalty: 5279.634766 Iteration 10Q: 3 clusters Score -5170880 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 41597 members Entering Unmasked Estep Score: -5171275.000000 Penalty: 5279.634766 Iteration 11Q: 3 clusters Score -5171275 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 41683 members Entering Unmasked Estep Score: -5171394.500000 Penalty: 5279.634766 Iteration 12Q: 3 clusters Score -5171394 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 41715 members Entering Unmasked Estep Score: -5171438.500000 Penalty: 5279.634766 Iteration 13Q: 3 clusters Score -5171438 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 41722 members Entering Unmasked Estep Score: -5171440.500000 Penalty: 5279.634766 Iteration 14Q: 3 clusters Score -5171440 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 41731 members Entering Unmasked Estep Score: -5171458.500000 Penalty: 5279.634766 Iteration 15Q: 3 clusters Score -5171458 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 41738 members Entering Unmasked Estep Score: -5171473.000000 Penalty: 5279.634766 Iteration 16Q: 3 clusters Score -5171473 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 41741 members Entering Unmasked Estep Score: -5171475.000000 Penalty: 5279.634766 Iteration 17Q: 3 clusters Score -5171475 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 41744 members Entering Unmasked Estep Score: -5171483.500000 Penalty: 5279.634766 Iteration 18Q: 3 clusters Score -5171484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 41745 members Entering Unmasked Estep Score: -5171485.000000 Penalty: 5279.634766 Iteration 19Q: 3 clusters Score -5171485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 41748 members Entering Unmasked Estep Score: -5171493.000000 Penalty: 5279.634766 Iteration 20F: 3 clusters Score -5171493 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 41757 members Entering Unmasked Estep Score: -5171513.000000 Penalty: 5279.634766 Iteration 21Q: 3 clusters Score -5171513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 41760 members Entering Unmasked Estep Score: -5171519.500000 Penalty: 5279.634766 Iteration 22Q: 3 clusters Score -5171520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 41765 members Entering Unmasked Estep Score: -5171529.500000 Penalty: 5279.634766 Iteration 23Q: 3 clusters Score -5171530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 41765 members Entering Unmasked Estep Score: -5171536.000000 Penalty: 5279.634766 Iteration 24Q: 3 clusters Score -5171536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 41767 members Entering Unmasked Estep Score: -5171543.000000 Penalty: 5279.634766 Iteration 25Q: 3 clusters Score -5171543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 41769 members Entering Unmasked Estep Score: -5171541.500000 Penalty: 5279.634766 Iteration 26Q: 3 clusters Score -5171542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 41769 members Entering Unmasked Estep Score: -5171541.500000 Penalty: 5279.634766 Iteration 27F: 3 clusters Score -5171542 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Entering Unmasked Estep Score: -850499.625000 Penalty: 2206.048096 Iteration 0F: 2 clusters Score -850499.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -844509.250000 Penalty: 4412.096191 Iteration 0F: 3 clusters Score -844509.2 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -846197.125000 Penalty: 4412.096191 Iteration 1F: 3 clusters Score -846197.1 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -846644.500000 Penalty: 4412.096191 Iteration 2F: 3 clusters Score -846644.5 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -847009.125000 Penalty: 4412.096191 Iteration 3F: 3 clusters Score -847009.1 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -847318.875000 Penalty: 4412.096191 Iteration 4F: 3 clusters Score -847318.9 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -847555.437500 Penalty: 4412.096191 Iteration 5F: 3 clusters Score -847555.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -847774.250000 Penalty: 4412.096191 Iteration 6Q: 3 clusters Score -847774.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -847972.562500 Penalty: 4412.096191 Iteration 7Q: 3 clusters Score -847972.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -848139.875000 Penalty: 4412.096191 Iteration 8Q: 3 clusters Score -848139.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -848278.125000 Penalty: 4412.096191 Iteration 9Q: 3 clusters Score -848278.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -848416.125000 Penalty: 4412.096191 Iteration 10Q: 3 clusters Score -848416.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -848531.375000 Penalty: 4412.096191 Iteration 11Q: 3 clusters Score -848531.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -848624.812500 Penalty: 4412.096191 Iteration 12Q: 3 clusters Score -848624.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -848703.125000 Penalty: 4412.096191 Iteration 13Q: 3 clusters Score -848703.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -848767.375000 Penalty: 4412.096191 Iteration 14Q: 3 clusters Score -848767.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -848826.937500 Penalty: 4412.096191 Iteration 15Q: 3 clusters Score -848826.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -848888.687500 Penalty: 4412.096191 Iteration 16Q: 3 clusters Score -848888.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -848950.562500 Penalty: 4412.096191 Iteration 17Q: 3 clusters Score -848950.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -848993.062500 Penalty: 4412.096191 Iteration 18Q: 3 clusters Score -848993.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -849030.875000 Penalty: 4412.096191 Iteration 19Q: 3 clusters Score -849030.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -849065.937500 Penalty: 4412.096191 Iteration 20F: 3 clusters Score -849065.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -849089.875000 Penalty: 4412.096191 Iteration 21Q: 3 clusters Score -849089.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -849118.062500 Penalty: 4412.096191 Iteration 22Q: 3 clusters Score -849118.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -849136.312500 Penalty: 4412.096191 Iteration 23Q: 3 clusters Score -849136.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -849149.312500 Penalty: 4412.096191 Iteration 24Q: 3 clusters Score -849149.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -849157.250000 Penalty: 4412.096191 Iteration 25Q: 3 clusters Score -849157.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -849160.437500 Penalty: 4412.096191 Iteration 26Q: 3 clusters Score -849160.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -849165.125000 Penalty: 4412.096191 Iteration 27Q: 3 clusters Score -849165.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -849166.562500 Penalty: 4412.096191 Iteration 28Q: 3 clusters Score -849166.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -849169.437500 Penalty: 4412.096191 Iteration 29Q: 3 clusters Score -849169.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -849170.062500 Penalty: 4412.096191 Iteration 30Q: 3 clusters Score -849170.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -849173.687500 Penalty: 4412.096191 Iteration 31Q: 3 clusters Score -849173.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -849174.500000 Penalty: 4412.096191 Iteration 32Q: 3 clusters Score -849174.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -849173.437500 Penalty: 4412.096191 Iteration 33Q: 3 clusters Score -849173.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -849174.750000 Penalty: 4412.096191 Iteration 34Q: 3 clusters Score -849174.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -849174.687500 Penalty: 4412.096191 Iteration 35Q: 3 clusters Score -849174.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -849174.687500 Penalty: 4412.096191 Iteration 36F: 3 clusters Score -849174.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Entering Unmasked Estep Score: -1041811.687500 Penalty: 2265.686523 Iteration 0F: 2 clusters Score -1041812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1034607.562500 Penalty: 4531.373047 Iteration 0F: 3 clusters Score -1034608 nChanged 3792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1036817.500000 Penalty: 4531.373047 Iteration 1F: 3 clusters Score -1036818 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1037335.312500 Penalty: 4531.373047 Iteration 2F: 3 clusters Score -1037335 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -1037820.375000 Penalty: 4531.373047 Iteration 3F: 3 clusters Score -1037820 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1038230.375000 Penalty: 4531.373047 Iteration 4F: 3 clusters Score -1038230 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1038606.687500 Penalty: 4531.373047 Iteration 5F: 3 clusters Score -1038607 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1038954.125000 Penalty: 4531.373047 Iteration 6Q: 3 clusters Score -1038954 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1039262.125000 Penalty: 4531.373047 Iteration 7Q: 3 clusters Score -1039262 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1039508.187500 Penalty: 4531.373047 Iteration 8Q: 3 clusters Score -1039508 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1039675.562500 Penalty: 4531.373047 Iteration 9Q: 3 clusters Score -1039676 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -1039795.437500 Penalty: 4531.373047 Iteration 10Q: 3 clusters Score -1039795 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1039874.750000 Penalty: 4531.373047 Iteration 11Q: 3 clusters Score -1039875 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -1039932.125000 Penalty: 4531.373047 Iteration 12Q: 3 clusters Score -1039932 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -1039973.375000 Penalty: 4531.373047 Iteration 13Q: 3 clusters Score -1039973 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1040010.750000 Penalty: 4531.373047 Iteration 14Q: 3 clusters Score -1040011 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -1040038.875000 Penalty: 4531.373047 Iteration 15Q: 3 clusters Score -1040039 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1040071.750000 Penalty: 4531.373047 Iteration 16Q: 3 clusters Score -1040072 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1040097.750000 Penalty: 4531.373047 Iteration 17Q: 3 clusters Score -1040098 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1040126.000000 Penalty: 4531.373047 Iteration 18Q: 3 clusters Score -1040126 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1040159.250000 Penalty: 4531.373047 Iteration 19Q: 3 clusters Score -1040159 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1040212.750000 Penalty: 4531.373047 Iteration 20F: 3 clusters Score -1040213 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1040267.062500 Penalty: 4531.373047 Iteration 21Q: 3 clusters Score -1040267 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1040304.187500 Penalty: 4531.373047 Iteration 22Q: 3 clusters Score -1040304 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1040347.000000 Penalty: 4531.373047 Iteration 23Q: 3 clusters Score -1040347 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1040386.187500 Penalty: 4531.373047 Iteration 24Q: 3 clusters Score -1040386 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1040414.187500 Penalty: 4531.373047 Iteration 25Q: 3 clusters Score -1040414 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1040433.750000 Penalty: 4531.373047 Iteration 26Q: 3 clusters Score -1040434 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1040452.687500 Penalty: 4531.373047 Iteration 27Q: 3 clusters Score -1040453 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1040473.375000 Penalty: 4531.373047 Iteration 28Q: 3 clusters Score -1040473 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1040487.500000 Penalty: 4531.373047 Iteration 29Q: 3 clusters Score -1040488 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1040499.500000 Penalty: 4531.373047 Iteration 30Q: 3 clusters Score -1040500 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1040506.687500 Penalty: 4531.373047 Iteration 31Q: 3 clusters Score -1040507 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1040519.125000 Penalty: 4531.373047 Iteration 32Q: 3 clusters Score -1040519 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -1040528.437500 Penalty: 4531.373047 Iteration 33Q: 3 clusters Score -1040528 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1040543.812500 Penalty: 4531.373047 Iteration 34Q: 3 clusters Score -1040544 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1040555.812500 Penalty: 4531.373047 Iteration 35Q: 3 clusters Score -1040556 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1040564.125000 Penalty: 4531.373047 Iteration 36Q: 3 clusters Score -1040564 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1040571.000000 Penalty: 4531.373047 Iteration 37Q: 3 clusters Score -1040571 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1040578.312500 Penalty: 4531.373047 Iteration 38Q: 3 clusters Score -1040578 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1040584.062500 Penalty: 4531.373047 Iteration 39Q: 3 clusters Score -1040584 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1040590.062500 Penalty: 4531.373047 Iteration 40F: 3 clusters Score -1040590 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -1040598.625000 Penalty: 4531.373047 Iteration 41Q: 3 clusters Score -1040599 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1040605.187500 Penalty: 4531.373047 Iteration 42Q: 3 clusters Score -1040605 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -1040612.062500 Penalty: 4531.373047 Iteration 43Q: 3 clusters Score -1040612 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -1040618.125000 Penalty: 4531.373047 Iteration 44Q: 3 clusters Score -1040618 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1040626.875000 Penalty: 4531.373047 Iteration 45Q: 3 clusters Score -1040627 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -1040632.812500 Penalty: 4531.373047 Iteration 46Q: 3 clusters Score -1040633 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1040645.812500 Penalty: 4531.373047 Iteration 47Q: 3 clusters Score -1040646 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1040657.187500 Penalty: 4531.373047 Iteration 48Q: 3 clusters Score -1040657 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -1040662.187500 Penalty: 4531.373047 Iteration 49Q: 3 clusters Score -1040662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1040664.500000 Penalty: 4531.373047 Iteration 50Q: 3 clusters Score -1040664 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1040667.375000 Penalty: 4531.373047 Iteration 51Q: 3 clusters Score -1040667 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1040671.000000 Penalty: 4531.373047 Iteration 52Q: 3 clusters Score -1040671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -1040672.625000 Penalty: 4531.373047 Iteration 53Q: 3 clusters Score -1040673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1040672.625000 Penalty: 4531.373047 Iteration 54Q: 3 clusters Score -1040673 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -1040671.375000 Penalty: 4531.373047 Iteration 55Q: 3 clusters Score -1040671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1040671.687500 Penalty: 4531.373047 Iteration 56Q: 3 clusters Score -1040672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1040670.250000 Penalty: 4531.373047 Iteration 57Q: 3 clusters Score -1040670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1040670.750000 Penalty: 4531.373047 Iteration 58Q: 3 clusters Score -1040671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -1040672.375000 Penalty: 4531.373047 Iteration 59Q: 3 clusters Score -1040672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1040672.875000 Penalty: 4531.373047 Iteration 60F: 3 clusters Score -1040673 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Entering Unmasked Estep Score: -1472115.625000 Penalty: 2341.499756 Iteration 0F: 2 clusters Score -1472116 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -1462833.625000 Penalty: 4682.999512 Iteration 0F: 3 clusters Score -1462834 nChanged 5384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -1465913.625000 Penalty: 4682.999512 Iteration 1F: 3 clusters Score -1465914 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -1466343.250000 Penalty: 4682.999512 Iteration 2F: 3 clusters Score -1466343 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1466720.625000 Penalty: 4682.999512 Iteration 3F: 3 clusters Score -1466721 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -1467059.500000 Penalty: 4682.999512 Iteration 4F: 3 clusters Score -1467060 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -1467361.625000 Penalty: 4682.999512 Iteration 5Q: 3 clusters Score -1467362 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -1467660.000000 Penalty: 4682.999512 Iteration 6Q: 3 clusters Score -1467660 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1467933.375000 Penalty: 4682.999512 Iteration 7Q: 3 clusters Score -1467933 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1468206.000000 Penalty: 4682.999512 Iteration 8Q: 3 clusters Score -1468206 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1468440.000000 Penalty: 4682.999512 Iteration 9Q: 3 clusters Score -1468440 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -1468617.500000 Penalty: 4682.999512 Iteration 10Q: 3 clusters Score -1468618 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1468762.500000 Penalty: 4682.999512 Iteration 11Q: 3 clusters Score -1468762 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1468894.750000 Penalty: 4682.999512 Iteration 12Q: 3 clusters Score -1468895 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -1469001.375000 Penalty: 4682.999512 Iteration 13Q: 3 clusters Score -1469001 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1469116.375000 Penalty: 4682.999512 Iteration 14Q: 3 clusters Score -1469116 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1469234.750000 Penalty: 4682.999512 Iteration 15Q: 3 clusters Score -1469235 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1469337.750000 Penalty: 4682.999512 Iteration 16Q: 3 clusters Score -1469338 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1469423.000000 Penalty: 4682.999512 Iteration 17Q: 3 clusters Score -1469423 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1469498.250000 Penalty: 4682.999512 Iteration 18Q: 3 clusters Score -1469498 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1469574.375000 Penalty: 4682.999512 Iteration 19Q: 3 clusters Score -1469574 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1469650.500000 Penalty: 4682.999512 Iteration 20F: 3 clusters Score -1469650 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -1469734.500000 Penalty: 4682.999512 Iteration 21Q: 3 clusters Score -1469734 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1469811.000000 Penalty: 4682.999512 Iteration 22Q: 3 clusters Score -1469811 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1469890.000000 Penalty: 4682.999512 Iteration 23Q: 3 clusters Score -1469890 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -1469967.500000 Penalty: 4682.999512 Iteration 24Q: 3 clusters Score -1469968 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1470032.125000 Penalty: 4682.999512 Iteration 25Q: 3 clusters Score -1470032 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1470087.375000 Penalty: 4682.999512 Iteration 26Q: 3 clusters Score -1470087 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1470150.875000 Penalty: 4682.999512 Iteration 27Q: 3 clusters Score -1470151 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1470211.000000 Penalty: 4682.999512 Iteration 28Q: 3 clusters Score -1470211 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1470265.625000 Penalty: 4682.999512 Iteration 29Q: 3 clusters Score -1470266 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1470331.875000 Penalty: 4682.999512 Iteration 30Q: 3 clusters Score -1470332 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1470398.375000 Penalty: 4682.999512 Iteration 31Q: 3 clusters Score -1470398 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -1470449.750000 Penalty: 4682.999512 Iteration 32Q: 3 clusters Score -1470450 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1470492.000000 Penalty: 4682.999512 Iteration 33Q: 3 clusters Score -1470492 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11310 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1470537.500000 Penalty: 4682.999512 Iteration 34Q: 3 clusters Score -1470538 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1470594.250000 Penalty: 4682.999512 Iteration 35Q: 3 clusters Score -1470594 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1470645.875000 Penalty: 4682.999512 Iteration 36Q: 3 clusters Score -1470646 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1470688.250000 Penalty: 4682.999512 Iteration 37Q: 3 clusters Score -1470688 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1470743.125000 Penalty: 4682.999512 Iteration 38Q: 3 clusters Score -1470743 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1470795.125000 Penalty: 4682.999512 Iteration 39Q: 3 clusters Score -1470795 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1470841.500000 Penalty: 4682.999512 Iteration 40F: 3 clusters Score -1470842 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1470880.250000 Penalty: 4682.999512 Iteration 41Q: 3 clusters Score -1470880 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1470892.375000 Penalty: 4682.999512 Iteration 42Q: 3 clusters Score -1470892 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11718 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1470897.000000 Penalty: 4682.999512 Iteration 43Q: 3 clusters Score -1470897 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11726 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1470900.125000 Penalty: 4682.999512 Iteration 44Q: 3 clusters Score -1470900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11733 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1470907.250000 Penalty: 4682.999512 Iteration 45Q: 3 clusters Score -1470907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1470913.500000 Penalty: 4682.999512 Iteration 46Q: 3 clusters Score -1470914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1470913.500000 Penalty: 4682.999512 Iteration 47Q: 3 clusters Score -1470914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1470916.500000 Penalty: 4682.999512 Iteration 48Q: 3 clusters Score -1470916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1470918.250000 Penalty: 4682.999512 Iteration 49Q: 3 clusters Score -1470918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1470918.250000 Penalty: 4682.999512 Iteration 50F: 3 clusters Score -1470918 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Entering Unmasked Estep Score: -622059.000000 Penalty: 2127.228760 Iteration 0F: 2 clusters Score -622059 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -617368.312500 Penalty: 4254.457520 Iteration 0F: 3 clusters Score -617368.3 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -618533.187500 Penalty: 4254.457520 Iteration 1F: 3 clusters Score -618533.2 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -618740.875000 Penalty: 4254.457520 Iteration 2F: 3 clusters Score -618740.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -618851.125000 Penalty: 4254.457520 Iteration 3Q: 3 clusters Score -618851.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -618921.437500 Penalty: 4254.457520 Iteration 4Q: 3 clusters Score -618921.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -618974.562500 Penalty: 4254.457520 Iteration 5Q: 3 clusters Score -618974.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -619031.500000 Penalty: 4254.457520 Iteration 6Q: 3 clusters Score -619031.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -619090.562500 Penalty: 4254.457520 Iteration 7Q: 3 clusters Score -619090.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -619150.562500 Penalty: 4254.457520 Iteration 8Q: 3 clusters Score -619150.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -619200.812500 Penalty: 4254.457520 Iteration 9Q: 3 clusters Score -619200.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -619238.437500 Penalty: 4254.457520 Iteration 10Q: 3 clusters Score -619238.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -619270.125000 Penalty: 4254.457520 Iteration 11Q: 3 clusters Score -619270.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -619289.812500 Penalty: 4254.457520 Iteration 12Q: 3 clusters Score -619289.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -619309.000000 Penalty: 4254.457520 Iteration 13Q: 3 clusters Score -619309 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -619324.437500 Penalty: 4254.457520 Iteration 14Q: 3 clusters Score -619324.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -619338.937500 Penalty: 4254.457520 Iteration 15Q: 3 clusters Score -619338.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -619347.875000 Penalty: 4254.457520 Iteration 16Q: 3 clusters Score -619347.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -619356.312500 Penalty: 4254.457520 Iteration 17Q: 3 clusters Score -619356.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -619363.437500 Penalty: 4254.457520 Iteration 18Q: 3 clusters Score -619363.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -619371.562500 Penalty: 4254.457520 Iteration 19Q: 3 clusters Score -619371.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -619377.312500 Penalty: 4254.457520 Iteration 20F: 3 clusters Score -619377.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -619385.437500 Penalty: 4254.457520 Iteration 21Q: 3 clusters Score -619385.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -619391.875000 Penalty: 4254.457520 Iteration 22Q: 3 clusters Score -619391.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -619395.875000 Penalty: 4254.457520 Iteration 23Q: 3 clusters Score -619395.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -619401.812500 Penalty: 4254.457520 Iteration 24Q: 3 clusters Score -619401.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -619406.875000 Penalty: 4254.457520 Iteration 25Q: 3 clusters Score -619406.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -619413.687500 Penalty: 4254.457520 Iteration 26Q: 3 clusters Score -619413.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -619418.312500 Penalty: 4254.457520 Iteration 27Q: 3 clusters Score -619418.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -619421.750000 Penalty: 4254.457520 Iteration 28Q: 3 clusters Score -619421.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -619425.187500 Penalty: 4254.457520 Iteration 29Q: 3 clusters Score -619425.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -619429.062500 Penalty: 4254.457520 Iteration 30Q: 3 clusters Score -619429.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -619432.062500 Penalty: 4254.457520 Iteration 31Q: 3 clusters Score -619432.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -619433.687500 Penalty: 4254.457520 Iteration 32Q: 3 clusters Score -619433.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -619436.750000 Penalty: 4254.457520 Iteration 33Q: 3 clusters Score -619436.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -619437.562500 Penalty: 4254.457520 Iteration 34Q: 3 clusters Score -619437.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -619439.937500 Penalty: 4254.457520 Iteration 35Q: 3 clusters Score -619439.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -619442.000000 Penalty: 4254.457520 Iteration 36Q: 3 clusters Score -619442 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -619446.312500 Penalty: 4254.457520 Iteration 37Q: 3 clusters Score -619446.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -619449.437500 Penalty: 4254.457520 Iteration 38Q: 3 clusters Score -619449.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -619449.750000 Penalty: 4254.457520 Iteration 39Q: 3 clusters Score -619449.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -619452.687500 Penalty: 4254.457520 Iteration 40F: 3 clusters Score -619452.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -619453.625000 Penalty: 4254.457520 Iteration 41Q: 3 clusters Score -619453.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -619454.500000 Penalty: 4254.457520 Iteration 42Q: 3 clusters Score -619454.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -619456.687500 Penalty: 4254.457520 Iteration 43Q: 3 clusters Score -619456.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -619458.375000 Penalty: 4254.457520 Iteration 44Q: 3 clusters Score -619458.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -619461.687500 Penalty: 4254.457520 Iteration 45Q: 3 clusters Score -619461.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -619462.000000 Penalty: 4254.457520 Iteration 46Q: 3 clusters Score -619462 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -619463.000000 Penalty: 4254.457520 Iteration 47Q: 3 clusters Score -619463 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -619462.375000 Penalty: 4254.457520 Iteration 48Q: 3 clusters Score -619462.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -619466.437500 Penalty: 4254.457520 Iteration 49Q: 3 clusters Score -619466.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -619469.437500 Penalty: 4254.457520 Iteration 50Q: 3 clusters Score -619469.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -619468.625000 Penalty: 4254.457520 Iteration 51Q: 3 clusters Score -619468.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -619469.187500 Penalty: 4254.457520 Iteration 52Q: 3 clusters Score -619469.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -619470.375000 Penalty: 4254.457520 Iteration 53Q: 3 clusters Score -619470.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -619473.000000 Penalty: 4254.457520 Iteration 54Q: 3 clusters Score -619473 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -619476.000000 Penalty: 4254.457520 Iteration 55Q: 3 clusters Score -619476 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -619478.375000 Penalty: 4254.457520 Iteration 56Q: 3 clusters Score -619478.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -619482.812500 Penalty: 4254.457520 Iteration 57Q: 3 clusters Score -619482.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -619490.000000 Penalty: 4254.457520 Iteration 58Q: 3 clusters Score -619490 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -619497.250000 Penalty: 4254.457520 Iteration 59Q: 3 clusters Score -619497.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -619507.437500 Penalty: 4254.457520 Iteration 60F: 3 clusters Score -619507.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -619514.312500 Penalty: 4254.457520 Iteration 61Q: 3 clusters Score -619514.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -619519.812500 Penalty: 4254.457520 Iteration 62Q: 3 clusters Score -619519.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -619522.312500 Penalty: 4254.457520 Iteration 63Q: 3 clusters Score -619522.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -619527.312500 Penalty: 4254.457520 Iteration 64Q: 3 clusters Score -619527.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -619533.937500 Penalty: 4254.457520 Iteration 65Q: 3 clusters Score -619533.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -619538.875000 Penalty: 4254.457520 Iteration 66Q: 3 clusters Score -619538.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -619543.250000 Penalty: 4254.457520 Iteration 67Q: 3 clusters Score -619543.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -619544.875000 Penalty: 4254.457520 Iteration 68Q: 3 clusters Score -619544.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -619546.125000 Penalty: 4254.457520 Iteration 69Q: 3 clusters Score -619546.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -619547.812500 Penalty: 4254.457520 Iteration 70Q: 3 clusters Score -619547.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -619550.812500 Penalty: 4254.457520 Iteration 71Q: 3 clusters Score -619550.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -619553.000000 Penalty: 4254.457520 Iteration 72Q: 3 clusters Score -619553 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -619555.687500 Penalty: 4254.457520 Iteration 73Q: 3 clusters Score -619555.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -619556.750000 Penalty: 4254.457520 Iteration 74Q: 3 clusters Score -619556.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -619561.750000 Penalty: 4254.457520 Iteration 75Q: 3 clusters Score -619561.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -619568.687500 Penalty: 4254.457520 Iteration 76Q: 3 clusters Score -619568.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -619574.687500 Penalty: 4254.457520 Iteration 77Q: 3 clusters Score -619574.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -619577.750000 Penalty: 4254.457520 Iteration 78Q: 3 clusters Score -619577.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -619585.062500 Penalty: 4254.457520 Iteration 79Q: 3 clusters Score -619585.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -619592.625000 Penalty: 4254.457520 Iteration 80F: 3 clusters Score -619592.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -619600.625000 Penalty: 4254.457520 Iteration 81Q: 3 clusters Score -619600.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -619609.687500 Penalty: 4254.457520 Iteration 82Q: 3 clusters Score -619609.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -619621.437500 Penalty: 4254.457520 Iteration 83Q: 3 clusters Score -619621.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -619630.500000 Penalty: 4254.457520 Iteration 84Q: 3 clusters Score -619630.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -619638.875000 Penalty: 4254.457520 Iteration 85Q: 3 clusters Score -619638.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -619653.937500 Penalty: 4254.457520 Iteration 86Q: 3 clusters Score -619653.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -619669.562500 Penalty: 4254.457520 Iteration 87Q: 3 clusters Score -619669.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -619691.625000 Penalty: 4254.457520 Iteration 88Q: 3 clusters Score -619691.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -619719.625000 Penalty: 4254.457520 Iteration 89Q: 3 clusters Score -619719.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -619743.375000 Penalty: 4254.457520 Iteration 90Q: 3 clusters Score -619743.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -619766.687500 Penalty: 4254.457520 Iteration 91Q: 3 clusters Score -619766.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -619792.312500 Penalty: 4254.457520 Iteration 92Q: 3 clusters Score -619792.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -619822.000000 Penalty: 4254.457520 Iteration 93Q: 3 clusters Score -619822 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -619858.625000 Penalty: 4254.457520 Iteration 94Q: 3 clusters Score -619858.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -619888.875000 Penalty: 4254.457520 Iteration 95Q: 3 clusters Score -619888.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -619918.750000 Penalty: 4254.457520 Iteration 96Q: 3 clusters Score -619918.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -619948.875000 Penalty: 4254.457520 Iteration 97Q: 3 clusters Score -619948.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -619971.812500 Penalty: 4254.457520 Iteration 98Q: 3 clusters Score -619971.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -619985.562500 Penalty: 4254.457520 Iteration 99Q: 3 clusters Score -619985.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -620008.375000 Penalty: 4254.457520 Iteration 100F: 3 clusters Score -620008.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -620023.750000 Penalty: 4254.457520 Iteration 101Q: 3 clusters Score -620023.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -620035.687500 Penalty: 4254.457520 Iteration 102Q: 3 clusters Score -620035.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -620043.937500 Penalty: 4254.457520 Iteration 103Q: 3 clusters Score -620043.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -620049.312500 Penalty: 4254.457520 Iteration 104Q: 3 clusters Score -620049.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -620053.187500 Penalty: 4254.457520 Iteration 105Q: 3 clusters Score -620053.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -620054.375000 Penalty: 4254.457520 Iteration 106Q: 3 clusters Score -620054.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -620058.187500 Penalty: 4254.457520 Iteration 107Q: 3 clusters Score -620058.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -620061.812500 Penalty: 4254.457520 Iteration 108Q: 3 clusters Score -620061.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -620062.625000 Penalty: 4254.457520 Iteration 109Q: 3 clusters Score -620062.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -620067.125000 Penalty: 4254.457520 Iteration 110Q: 3 clusters Score -620067.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -620071.937500 Penalty: 4254.457520 Iteration 111Q: 3 clusters Score -620071.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -620077.312500 Penalty: 4254.457520 Iteration 112Q: 3 clusters Score -620077.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -620080.000000 Penalty: 4254.457520 Iteration 113Q: 3 clusters Score -620080 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -620083.312500 Penalty: 4254.457520 Iteration 114Q: 3 clusters Score -620083.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -620085.437500 Penalty: 4254.457520 Iteration 115Q: 3 clusters Score -620085.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -620086.125000 Penalty: 4254.457520 Iteration 116Q: 3 clusters Score -620086.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -620086.875000 Penalty: 4254.457520 Iteration 117Q: 3 clusters Score -620086.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -620088.187500 Penalty: 4254.457520 Iteration 118Q: 3 clusters Score -620088.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -620087.312500 Penalty: 4254.457520 Iteration 119Q: 3 clusters Score -620087.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -620087.625000 Penalty: 4254.457520 Iteration 120F: 3 clusters Score -620087.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Entering Unmasked Estep Score: -55109.750000 Penalty: 1554.265747 Iteration 0F: 2 clusters Score -55109.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -53610.503906 Penalty: 3108.531494 Iteration 0F: 3 clusters Score -53610.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -53863.457031 Penalty: 3108.531494 Iteration 1F: 3 clusters Score -53863.46 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -53997.285156 Penalty: 3108.531494 Iteration 2F: 3 clusters Score -53997.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -54060.187500 Penalty: 3108.531494 Iteration 3Q: 3 clusters Score -54060.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -54100.906250 Penalty: 3108.531494 Iteration 4Q: 3 clusters Score -54100.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -54110.671875 Penalty: 3108.531494 Iteration 5Q: 3 clusters Score -54110.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -54125.128906 Penalty: 3108.531494 Iteration 6Q: 3 clusters Score -54125.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -54125.128906 Penalty: 3108.531494 Iteration 7F: 3 clusters Score -54125.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (42753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42753 members Entering Unmasked Estep Score: -5292598.500000 Penalty: 2644.472168 Iteration 0F: 2 clusters Score -5292598 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21394 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -5263574.000000 Penalty: 5288.944336 Iteration 0F: 3 clusters Score -5263574 nChanged 19709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21565 members Mstep: Class 2 contains 21188 members Entering Unmasked Estep Score: -5274805.000000 Penalty: 5288.944336 Iteration 1F: 3 clusters Score -5274805 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21528 members Mstep: Class 2 contains 21225 members Entering Unmasked Estep Score: -5275625.000000 Penalty: 5288.944336 Iteration 2Q: 3 clusters Score -5275625 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 21418 members Entering Unmasked Estep Score: -5276537.000000 Penalty: 5288.944336 Iteration 3Q: 3 clusters Score -5276537 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20973 members Mstep: Class 2 contains 21780 members Entering Unmasked Estep Score: -5277571.500000 Penalty: 5288.944336 Iteration 4F: 3 clusters Score -5277572 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20390 members Mstep: Class 2 contains 22363 members Entering Unmasked Estep Score: -5278773.000000 Penalty: 5288.944336 Iteration 5F: 3 clusters Score -5278773 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19555 members Mstep: Class 2 contains 23198 members Entering Unmasked Estep Score: -5280238.500000 Penalty: 5288.944336 Iteration 6F: 3 clusters Score -5280238 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -5281944.000000 Penalty: 5288.944336 Iteration 7F: 3 clusters Score -5281944 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 25527 members Entering Unmasked Estep Score: -5283624.500000 Penalty: 5288.944336 Iteration 8F: 3 clusters Score -5283624 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16238 members Mstep: Class 2 contains 26515 members Entering Unmasked Estep Score: -5284948.000000 Penalty: 5288.944336 Iteration 9Q: 3 clusters Score -5284948 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15482 members Mstep: Class 2 contains 27271 members Entering Unmasked Estep Score: -5285822.500000 Penalty: 5288.944336 Iteration 10Q: 3 clusters Score -5285822 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14878 members Mstep: Class 2 contains 27875 members Entering Unmasked Estep Score: -5286342.500000 Penalty: 5288.944336 Iteration 11Q: 3 clusters Score -5286342 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 28343 members Entering Unmasked Estep Score: -5286678.000000 Penalty: 5288.944336 Iteration 12Q: 3 clusters Score -5286678 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 28781 members Entering Unmasked Estep Score: -5286896.500000 Penalty: 5288.944336 Iteration 13Q: 3 clusters Score -5286896 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 29206 members Entering Unmasked Estep Score: -5287073.000000 Penalty: 5288.944336 Iteration 14Q: 3 clusters Score -5287073 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 29621 members Entering Unmasked Estep Score: -5287205.500000 Penalty: 5288.944336 Iteration 15Q: 3 clusters Score -5287206 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12691 members Mstep: Class 2 contains 30062 members Entering Unmasked Estep Score: -5287306.000000 Penalty: 5288.944336 Iteration 16Q: 3 clusters Score -5287306 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 30507 members Entering Unmasked Estep Score: -5287447.000000 Penalty: 5288.944336 Iteration 17Q: 3 clusters Score -5287447 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11795 members Mstep: Class 2 contains 30958 members Entering Unmasked Estep Score: -5287600.000000 Penalty: 5288.944336 Iteration 18Q: 3 clusters Score -5287600 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 31399 members Entering Unmasked Estep Score: -5287726.500000 Penalty: 5288.944336 Iteration 19Q: 3 clusters Score -5287726 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 31819 members Entering Unmasked Estep Score: -5287830.500000 Penalty: 5288.944336 Iteration 20F: 3 clusters Score -5287830 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -5287930.000000 Penalty: 5288.944336 Iteration 21Q: 3 clusters Score -5287930 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10115 members Mstep: Class 2 contains 32638 members Entering Unmasked Estep Score: -5288047.000000 Penalty: 5288.944336 Iteration 22Q: 3 clusters Score -5288047 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 33029 members Entering Unmasked Estep Score: -5288167.000000 Penalty: 5288.944336 Iteration 23Q: 3 clusters Score -5288167 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 33416 members Entering Unmasked Estep Score: -5288292.000000 Penalty: 5288.944336 Iteration 24Q: 3 clusters Score -5288292 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 33768 members Entering Unmasked Estep Score: -5288359.500000 Penalty: 5288.944336 Iteration 25Q: 3 clusters Score -5288360 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 34124 members Entering Unmasked Estep Score: -5288438.500000 Penalty: 5288.944336 Iteration 26Q: 3 clusters Score -5288438 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 34474 members Entering Unmasked Estep Score: -5288535.500000 Penalty: 5288.944336 Iteration 27Q: 3 clusters Score -5288536 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 34802 members Entering Unmasked Estep Score: -5288640.000000 Penalty: 5288.944336 Iteration 28Q: 3 clusters Score -5288640 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 35121 members Entering Unmasked Estep Score: -5288711.000000 Penalty: 5288.944336 Iteration 29Q: 3 clusters Score -5288711 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 35423 members Entering Unmasked Estep Score: -5288798.000000 Penalty: 5288.944336 Iteration 30Q: 3 clusters Score -5288798 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 35693 members Entering Unmasked Estep Score: -5288860.000000 Penalty: 5288.944336 Iteration 31Q: 3 clusters Score -5288860 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 35978 members Entering Unmasked Estep Score: -5288948.000000 Penalty: 5288.944336 Iteration 32Q: 3 clusters Score -5288948 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 36278 members Entering Unmasked Estep Score: -5289036.000000 Penalty: 5288.944336 Iteration 33Q: 3 clusters Score -5289036 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 36591 members Entering Unmasked Estep Score: -5289155.500000 Penalty: 5288.944336 Iteration 34Q: 3 clusters Score -5289156 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 36936 members Entering Unmasked Estep Score: -5289329.000000 Penalty: 5288.944336 Iteration 35Q: 3 clusters Score -5289329 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 37260 members Entering Unmasked Estep Score: -5289484.500000 Penalty: 5288.944336 Iteration 36Q: 3 clusters Score -5289484 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 37551 members Entering Unmasked Estep Score: -5289695.500000 Penalty: 5288.944336 Iteration 37Q: 3 clusters Score -5289696 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 37873 members Entering Unmasked Estep Score: -5289976.500000 Penalty: 5288.944336 Iteration 38Q: 3 clusters Score -5289976 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 38198 members Entering Unmasked Estep Score: -5290289.500000 Penalty: 5288.944336 Iteration 39Q: 3 clusters Score -5290290 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 38489 members Entering Unmasked Estep Score: -5290550.000000 Penalty: 5288.944336 Iteration 40F: 3 clusters Score -5290550 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 38736 members Entering Unmasked Estep Score: -5290714.500000 Penalty: 5288.944336 Iteration 41Q: 3 clusters Score -5290714 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 38928 members Entering Unmasked Estep Score: -5290791.000000 Penalty: 5288.944336 Iteration 42Q: 3 clusters Score -5290791 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 39103 members Entering Unmasked Estep Score: -5290870.000000 Penalty: 5288.944336 Iteration 43Q: 3 clusters Score -5290870 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 39256 members Entering Unmasked Estep Score: -5290915.500000 Penalty: 5288.944336 Iteration 44Q: 3 clusters Score -5290916 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 39392 members Entering Unmasked Estep Score: -5290961.500000 Penalty: 5288.944336 Iteration 45Q: 3 clusters Score -5290962 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 39507 members Entering Unmasked Estep Score: -5290995.000000 Penalty: 5288.944336 Iteration 46Q: 3 clusters Score -5290995 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 39610 members Entering Unmasked Estep Score: -5291017.500000 Penalty: 5288.944336 Iteration 47Q: 3 clusters Score -5291018 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 39694 members Entering Unmasked Estep Score: -5291032.500000 Penalty: 5288.944336 Iteration 48Q: 3 clusters Score -5291032 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 39768 members Entering Unmasked Estep Score: -5291040.500000 Penalty: 5288.944336 Iteration 49Q: 3 clusters Score -5291040 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 39824 members Entering Unmasked Estep Score: -5291061.000000 Penalty: 5288.944336 Iteration 50Q: 3 clusters Score -5291061 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 39865 members Entering Unmasked Estep Score: -5291059.000000 Penalty: 5288.944336 Iteration 51Q: 3 clusters Score -5291059 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 39896 members Entering Unmasked Estep Score: -5291071.000000 Penalty: 5288.944336 Iteration 52Q: 3 clusters Score -5291071 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 39918 members Entering Unmasked Estep Score: -5291075.000000 Penalty: 5288.944336 Iteration 53Q: 3 clusters Score -5291075 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 39935 members Entering Unmasked Estep Score: -5291082.000000 Penalty: 5288.944336 Iteration 54Q: 3 clusters Score -5291082 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 39950 members Entering Unmasked Estep Score: -5291078.500000 Penalty: 5288.944336 Iteration 55Q: 3 clusters Score -5291078 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 39961 members Entering Unmasked Estep Score: -5291088.000000 Penalty: 5288.944336 Iteration 56Q: 3 clusters Score -5291088 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 39973 members Entering Unmasked Estep Score: -5291091.000000 Penalty: 5288.944336 Iteration 57Q: 3 clusters Score -5291091 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 39981 members Entering Unmasked Estep Score: -5291091.500000 Penalty: 5288.944336 Iteration 58Q: 3 clusters Score -5291092 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 39995 members Entering Unmasked Estep Score: -5291084.000000 Penalty: 5288.944336 Iteration 59Q: 3 clusters Score -5291084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 40010 members Entering Unmasked Estep Score: -5291089.000000 Penalty: 5288.944336 Iteration 60F: 3 clusters Score -5291089 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 40025 members Entering Unmasked Estep Score: -5291085.000000 Penalty: 5288.944336 Iteration 61Q: 3 clusters Score -5291085 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 40036 members Entering Unmasked Estep Score: -5291088.000000 Penalty: 5288.944336 Iteration 62Q: 3 clusters Score -5291088 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 40049 members Entering Unmasked Estep Score: -5291096.500000 Penalty: 5288.944336 Iteration 63Q: 3 clusters Score -5291096 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 40062 members Entering Unmasked Estep Score: -5291105.000000 Penalty: 5288.944336 Iteration 64Q: 3 clusters Score -5291105 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 40070 members Entering Unmasked Estep Score: -5291110.500000 Penalty: 5288.944336 Iteration 65Q: 3 clusters Score -5291110 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 40079 members Entering Unmasked Estep Score: -5291119.500000 Penalty: 5288.944336 Iteration 66Q: 3 clusters Score -5291120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 40083 members Entering Unmasked Estep Score: -5291116.000000 Penalty: 5288.944336 Iteration 67Q: 3 clusters Score -5291116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 40085 members Entering Unmasked Estep Score: -5291111.000000 Penalty: 5288.944336 Iteration 68Q: 3 clusters Score -5291111 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 40089 members Entering Unmasked Estep Score: -5291116.000000 Penalty: 5288.944336 Iteration 69Q: 3 clusters Score -5291116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 40093 members Entering Unmasked Estep Score: -5291118.000000 Penalty: 5288.944336 Iteration 70Q: 3 clusters Score -5291118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 40095 members Entering Unmasked Estep Score: -5291113.500000 Penalty: 5288.944336 Iteration 71Q: 3 clusters Score -5291114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 40096 members Entering Unmasked Estep Score: -5291115.500000 Penalty: 5288.944336 Iteration 72Q: 3 clusters Score -5291116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 40097 members Entering Unmasked Estep Score: -5291113.000000 Penalty: 5288.944336 Iteration 73Q: 3 clusters Score -5291113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 40098 members Entering Unmasked Estep Score: -5291105.500000 Penalty: 5288.944336 Iteration 74Q: 3 clusters Score -5291106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 40100 members Entering Unmasked Estep Score: -5291107.000000 Penalty: 5288.944336 Iteration 75Q: 3 clusters Score -5291107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 40100 members Entering Unmasked Estep Score: -5291107.000000 Penalty: 5288.944336 Iteration 76F: 3 clusters Score -5291107 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Entering Unmasked Estep Score: -491811.937500 Penalty: 2062.139160 Iteration 0F: 2 clusters Score -491811.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -487829.343750 Penalty: 4124.278320 Iteration 0F: 3 clusters Score -487829.3 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -488661.500000 Penalty: 4124.278320 Iteration 1F: 3 clusters Score -488661.5 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -488849.031250 Penalty: 4124.278320 Iteration 2F: 3 clusters Score -488849 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -488962.187500 Penalty: 4124.278320 Iteration 3Q: 3 clusters Score -488962.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -489040.406250 Penalty: 4124.278320 Iteration 4Q: 3 clusters Score -489040.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -489103.781250 Penalty: 4124.278320 Iteration 5Q: 3 clusters Score -489103.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -489158.468750 Penalty: 4124.278320 Iteration 6Q: 3 clusters Score -489158.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -489198.125000 Penalty: 4124.278320 Iteration 7Q: 3 clusters Score -489198.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -489226.687500 Penalty: 4124.278320 Iteration 8Q: 3 clusters Score -489226.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -489248.812500 Penalty: 4124.278320 Iteration 9Q: 3 clusters Score -489248.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -489267.593750 Penalty: 4124.278320 Iteration 10Q: 3 clusters Score -489267.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -489282.375000 Penalty: 4124.278320 Iteration 11Q: 3 clusters Score -489282.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -489298.375000 Penalty: 4124.278320 Iteration 12Q: 3 clusters Score -489298.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -489313.625000 Penalty: 4124.278320 Iteration 13Q: 3 clusters Score -489313.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -489330.531250 Penalty: 4124.278320 Iteration 14Q: 3 clusters Score -489330.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -489346.625000 Penalty: 4124.278320 Iteration 15Q: 3 clusters Score -489346.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -489361.375000 Penalty: 4124.278320 Iteration 16Q: 3 clusters Score -489361.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -489375.093750 Penalty: 4124.278320 Iteration 17Q: 3 clusters Score -489375.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -489386.062500 Penalty: 4124.278320 Iteration 18Q: 3 clusters Score -489386.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -489398.031250 Penalty: 4124.278320 Iteration 19Q: 3 clusters Score -489398 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -489413.968750 Penalty: 4124.278320 Iteration 20F: 3 clusters Score -489414 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -489426.781250 Penalty: 4124.278320 Iteration 21Q: 3 clusters Score -489426.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -489438.062500 Penalty: 4124.278320 Iteration 22Q: 3 clusters Score -489438.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -489447.406250 Penalty: 4124.278320 Iteration 23Q: 3 clusters Score -489447.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -489453.875000 Penalty: 4124.278320 Iteration 24Q: 3 clusters Score -489453.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -489459.906250 Penalty: 4124.278320 Iteration 25Q: 3 clusters Score -489459.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -489465.187500 Penalty: 4124.278320 Iteration 26Q: 3 clusters Score -489465.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -489469.000000 Penalty: 4124.278320 Iteration 27Q: 3 clusters Score -489469 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -489473.843750 Penalty: 4124.278320 Iteration 28Q: 3 clusters Score -489473.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -489478.906250 Penalty: 4124.278320 Iteration 29Q: 3 clusters Score -489478.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -489482.187500 Penalty: 4124.278320 Iteration 30Q: 3 clusters Score -489482.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -489487.687500 Penalty: 4124.278320 Iteration 31Q: 3 clusters Score -489487.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -489490.218750 Penalty: 4124.278320 Iteration 32Q: 3 clusters Score -489490.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -489494.000000 Penalty: 4124.278320 Iteration 33Q: 3 clusters Score -489494 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -489497.906250 Penalty: 4124.278320 Iteration 34Q: 3 clusters Score -489497.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -489500.562500 Penalty: 4124.278320 Iteration 35Q: 3 clusters Score -489500.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -489504.218750 Penalty: 4124.278320 Iteration 36Q: 3 clusters Score -489504.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -489508.281250 Penalty: 4124.278320 Iteration 37Q: 3 clusters Score -489508.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -489508.156250 Penalty: 4124.278320 Iteration 38Q: 3 clusters Score -489508.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -489512.093750 Penalty: 4124.278320 Iteration 39Q: 3 clusters Score -489512.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -489513.343750 Penalty: 4124.278320 Iteration 40F: 3 clusters Score -489513.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -489515.406250 Penalty: 4124.278320 Iteration 41Q: 3 clusters Score -489515.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -489516.500000 Penalty: 4124.278320 Iteration 42Q: 3 clusters Score -489516.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -489518.093750 Penalty: 4124.278320 Iteration 43Q: 3 clusters Score -489518.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -489519.125000 Penalty: 4124.278320 Iteration 44Q: 3 clusters Score -489519.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -489519.875000 Penalty: 4124.278320 Iteration 45Q: 3 clusters Score -489519.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -489520.437500 Penalty: 4124.278320 Iteration 46Q: 3 clusters Score -489520.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -489520.437500 Penalty: 4124.278320 Iteration 47F: 3 clusters Score -489520.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Entering Unmasked Estep Score: -82741.320312 Penalty: 1654.350098 Iteration 0F: 2 clusters Score -82741.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -81162.179688 Penalty: 3308.700195 Iteration 0F: 3 clusters Score -81162.18 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -81728.765625 Penalty: 3308.700195 Iteration 1F: 3 clusters Score -81728.77 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -82006.601562 Penalty: 3308.700195 Iteration 2F: 3 clusters Score -82006.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -82168.562500 Penalty: 3308.700195 Iteration 3F: 3 clusters Score -82168.56 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -82316.265625 Penalty: 3308.700195 Iteration 4Q: 3 clusters Score -82316.27 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -82462.078125 Penalty: 3308.700195 Iteration 5Q: 3 clusters Score -82462.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -82626.882812 Penalty: 3308.700195 Iteration 6Q: 3 clusters Score -82626.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -82781.046875 Penalty: 3308.700195 Iteration 7Q: 3 clusters Score -82781.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -82832.218750 Penalty: 3308.700195 Iteration 8Q: 3 clusters Score -82832.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -82923.250000 Penalty: 3308.700195 Iteration 9Q: 3 clusters Score -82923.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -83004.882812 Penalty: 3308.700195 Iteration 10Q: 3 clusters Score -83004.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -83012.226562 Penalty: 3308.700195 Iteration 11Q: 3 clusters Score -83012.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -83014.421875 Penalty: 3308.700195 Iteration 12Q: 3 clusters Score -83014.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -83015.710938 Penalty: 3308.700195 Iteration 13Q: 3 clusters Score -83015.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -83016.960938 Penalty: 3308.700195 Iteration 14Q: 3 clusters Score -83016.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -83018.187500 Penalty: 3308.700195 Iteration 15Q: 3 clusters Score -83018.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -83018.187500 Penalty: 3308.700195 Iteration 16F: 3 clusters Score -83018.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 8426 members Mstep: Class 4 contains 4784 members Mstep: Class 5 contains 630 members Mstep: Class 6 contains 155684 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 59591 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1883 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 8828 members Mstep: Class 14 contains 36310 members Mstep: Class 15 contains 41958 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 9282 members Mstep: Class 18 contains 12601 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 527 members Mstep: Class 21 contains 42753 members Mstep: Class 22 contains 4085 members Mstep: Class 23 contains 568 members Mstep: Class 24 contains 221 members Entering Unmasked Estep Score: -52018236.000000 Penalty: 77242.789062 Splitting cluster 23 changes total score from -52019440.000000 to -52018236.000000 So it's not getting split. --- Evaluating fit on full set of 1297867 points --- Entering Unmasked Estep Score: -156245536.000000 Penalty: 80290.835938 23->24 Clusters: Score -156245536.000000, best is -156250624.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 432622 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18966 members Mstep: Class 2 contains 18971 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 18884 members Mstep: Class 5 contains 18663 members Mstep: Class 6 contains 18977 members Mstep: Class 7 contains 18957 members Mstep: Class 8 contains 18911 members Mstep: Class 9 contains 18962 members Mstep: Class 10 contains 18646 members Mstep: Class 11 contains 18503 members Mstep: Class 12 contains 18743 members Mstep: Class 13 contains 18758 members Mstep: Class 14 contains 18992 members Mstep: Class 15 contains 18695 members Mstep: Class 16 contains 18759 members Mstep: Class 17 contains 18762 members Mstep: Class 18 contains 18819 members Mstep: Class 19 contains 18585 members Mstep: Class 20 contains 18835 members Mstep: Class 21 contains 18678 members Mstep: Class 22 contains 18850 members Mstep: Class 23 contains 18864 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 108.089928 but Gain 3218.445312 Score: -48765100.000000 Penalty: 70805.890625 Iteration 0F: 23 clusters Score -4.87651e+07 nChanged 411433 Entering Unmasked Mstep Mstep: Class 0 contains 2058 members Mstep: Class 1 contains 88427 members Mstep: Class 2 contains 27916 members Mstep: Class 3 contains 1436 members Mstep: Class 4 contains 13018 members Mstep: Class 5 contains 17415 members Mstep: Class 6 contains 19632 members Mstep: Class 8 contains 20417 members Mstep: Class 9 contains 4180 members Mstep: Class 10 contains 6120 members Mstep: Class 11 contains 7647 members Mstep: Class 12 contains 1863 members Mstep: Class 13 contains 2377 members Mstep: Class 14 contains 49496 members Mstep: Class 15 contains 60463 members Mstep: Class 16 contains 18308 members Mstep: Class 17 contains 19614 members Mstep: Class 18 contains 8305 members Mstep: Class 19 contains 4984 members Mstep: Class 20 contains 13278 members Mstep: Class 21 contains 13864 members Mstep: Class 22 contains 12581 members Mstep: Class 23 contains 19223 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1711.420044 but Gain 3218.453125 Score: -50657076.000000 Penalty: 67587.437500 Iteration 1F: 22 clusters Score -5.065708e+07 nChanged 167270 Entering Unmasked Mstep Mstep: Class 0 contains 2003 members Mstep: Class 1 contains 121773 members Mstep: Class 2 contains 24458 members Mstep: Class 3 contains 767 members Mstep: Class 4 contains 10017 members Mstep: Class 5 contains 12011 members Mstep: Class 6 contains 16724 members Mstep: Class 8 contains 16347 members Mstep: Class 9 contains 4418 members Mstep: Class 10 contains 3560 members Mstep: Class 11 contains 4345 members Mstep: Class 12 contains 2737 members Mstep: Class 14 contains 57085 members Mstep: Class 15 contains 76551 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 16133 members Mstep: Class 18 contains 6382 members Mstep: Class 19 contains 4714 members Mstep: Class 20 contains 11760 members Mstep: Class 21 contains 5241 members Mstep: Class 22 contains 10034 members Mstep: Class 23 contains 18264 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2634.980957 but Gain 3218.445312 Score: -51057348.000000 Penalty: 64368.992188 Iteration 2F: 21 clusters Score -5.105735e+07 nChanged 124164 Entering Unmasked Mstep Mstep: Class 0 contains 1449 members Mstep: Class 1 contains 117998 members Mstep: Class 2 contains 24499 members Mstep: Class 3 contains 657 members Mstep: Class 4 contains 16936 members Mstep: Class 5 contains 8099 members Mstep: Class 6 contains 17642 members Mstep: Class 8 contains 12943 members Mstep: Class 9 contains 6974 members Mstep: Class 11 contains 3168 members Mstep: Class 12 contains 4454 members Mstep: Class 14 contains 49046 members Mstep: Class 15 contains 105634 members Mstep: Class 16 contains 3684 members Mstep: Class 17 contains 11496 members Mstep: Class 18 contains 3575 members Mstep: Class 19 contains 6814 members Mstep: Class 20 contains 13724 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 8770 members Mstep: Class 23 contains 12725 members Entering Unmasked Estep ConsiderDeletion Score: -51375924.000000 Penalty: 64368.992188 Iteration 3F: 21 clusters Score -5.137592e+07 nChanged 105662 Entering Unmasked Mstep Mstep: Class 0 contains 736 members Mstep: Class 1 contains 89068 members Mstep: Class 2 contains 28415 members Mstep: Class 3 contains 696 members Mstep: Class 4 contains 24595 members Mstep: Class 5 contains 5727 members Mstep: Class 6 contains 20515 members Mstep: Class 8 contains 10248 members Mstep: Class 9 contains 11172 members Mstep: Class 11 contains 1419 members Mstep: Class 12 contains 5437 members Mstep: Class 14 contains 40608 members Mstep: Class 15 contains 138801 members Mstep: Class 16 contains 1625 members Mstep: Class 17 contains 8528 members Mstep: Class 18 contains 1849 members Mstep: Class 19 contains 9868 members Mstep: Class 20 contains 15090 members Mstep: Class 21 contains 976 members Mstep: Class 22 contains 6579 members Mstep: Class 23 contains 10670 members Entering Unmasked Estep ConsiderDeletion Score: -51654124.000000 Penalty: 64368.992188 Iteration 4F: 21 clusters Score -5.165412e+07 nChanged 82476 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 55708 members Mstep: Class 2 contains 37667 members Mstep: Class 3 contains 718 members Mstep: Class 4 contains 26196 members Mstep: Class 5 contains 5322 members Mstep: Class 6 contains 21610 members Mstep: Class 8 contains 10305 members Mstep: Class 9 contains 14620 members Mstep: Class 11 contains 1217 members Mstep: Class 12 contains 5526 members Mstep: Class 14 contains 44045 members Mstep: Class 15 contains 159819 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 6813 members Mstep: Class 18 contains 1265 members Mstep: Class 19 contains 12232 members Mstep: Class 20 contains 12561 members Mstep: Class 21 contains 633 members Mstep: Class 22 contains 5629 members Mstep: Class 23 contains 9821 members Entering Unmasked Estep ConsiderDeletion Score: -51813552.000000 Penalty: 64368.992188 Iteration 5F: 21 clusters Score -5.181355e+07 nChanged 58670 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 37063 members Mstep: Class 2 contains 44505 members Mstep: Class 3 contains 694 members Mstep: Class 4 contains 26649 members Mstep: Class 5 contains 5408 members Mstep: Class 6 contains 20866 members Mstep: Class 8 contains 10514 members Mstep: Class 9 contains 17254 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5196 members Mstep: Class 14 contains 49571 members Mstep: Class 15 contains 168423 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 6265 members Mstep: Class 18 contains 1174 members Mstep: Class 19 contains 12716 members Mstep: Class 20 contains 8808 members Mstep: Class 21 contains 559 members Mstep: Class 22 contains 5657 members Mstep: Class 23 contains 9451 members Entering Unmasked Estep ConsiderDeletion Score: -51909700.000000 Penalty: 64368.992188 Iteration 6F: 21 clusters Score -5.19097e+07 nChanged 34743 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 29790 members Mstep: Class 2 contains 46812 members Mstep: Class 3 contains 712 members Mstep: Class 4 contains 26686 members Mstep: Class 5 contains 5471 members Mstep: Class 6 contains 19051 members Mstep: Class 8 contains 10285 members Mstep: Class 9 contains 19690 members Mstep: Class 11 contains 1112 members Mstep: Class 12 contains 4906 members Mstep: Class 14 contains 53823 members Mstep: Class 15 contains 170410 members Mstep: Class 16 contains 658 members Mstep: Class 17 contains 5938 members Mstep: Class 18 contains 1162 members Mstep: Class 19 contains 11865 members Mstep: Class 20 contains 7085 members Mstep: Class 21 contains 546 members Mstep: Class 22 contains 6038 members Mstep: Class 23 contains 10562 members Entering Unmasked Estep ConsiderDeletion Score: -51949368.000000 Penalty: 64368.992188 Iteration 7F: 21 clusters Score -5.194937e+07 nChanged 21981 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 26713 members Mstep: Class 2 contains 47662 members Mstep: Class 3 contains 735 members Mstep: Class 4 contains 26607 members Mstep: Class 5 contains 5503 members Mstep: Class 6 contains 17413 members Mstep: Class 8 contains 10020 members Mstep: Class 9 contains 21495 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4752 members Mstep: Class 14 contains 56167 members Mstep: Class 15 contains 169039 members Mstep: Class 16 contains 636 members Mstep: Class 17 contains 5729 members Mstep: Class 18 contains 1164 members Mstep: Class 19 contains 10941 members Mstep: Class 20 contains 6638 members Mstep: Class 21 contains 544 members Mstep: Class 22 contains 6440 members Mstep: Class 23 contains 13296 members Entering Unmasked Estep ConsiderDeletion Score: -51969704.000000 Penalty: 64368.992188 Iteration 8F: 21 clusters Score -5.19697e+07 nChanged 15288 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 25326 members Mstep: Class 2 contains 47952 members Mstep: Class 3 contains 744 members Mstep: Class 4 contains 26477 members Mstep: Class 5 contains 5629 members Mstep: Class 6 contains 16141 members Mstep: Class 8 contains 9792 members Mstep: Class 9 contains 22381 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4689 members Mstep: Class 14 contains 57794 members Mstep: Class 15 contains 167001 members Mstep: Class 16 contains 627 members Mstep: Class 17 contains 5629 members Mstep: Class 18 contains 1171 members Mstep: Class 19 contains 10134 members Mstep: Class 20 contains 6718 members Mstep: Class 21 contains 558 members Mstep: Class 22 contains 6761 members Mstep: Class 23 contains 15971 members Entering Unmasked Estep ConsiderDeletion Score: -51981664.000000 Penalty: 64368.992188 Iteration 9Q: 21 clusters Score -5.198166e+07 nChanged 11246 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24744 members Mstep: Class 2 contains 48035 members Mstep: Class 3 contains 751 members Mstep: Class 4 contains 26360 members Mstep: Class 5 contains 5709 members Mstep: Class 6 contains 15183 members Mstep: Class 8 contains 9529 members Mstep: Class 9 contains 22440 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4643 members Mstep: Class 14 contains 59022 members Mstep: Class 15 contains 165271 members Mstep: Class 16 contains 620 members Mstep: Class 17 contains 5637 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 9467 members Mstep: Class 20 contains 6960 members Mstep: Class 21 contains 575 members Mstep: Class 22 contains 7029 members Mstep: Class 23 contains 18329 members Entering Unmasked Estep ConsiderDeletion Score: -51988244.000000 Penalty: 64368.992188 Iteration 10Q: 21 clusters Score -5.198824e+07 nChanged 8730 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 48034 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 26257 members Mstep: Class 5 contains 5758 members Mstep: Class 6 contains 14414 members Mstep: Class 8 contains 9302 members Mstep: Class 9 contains 21969 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4612 members Mstep: Class 14 contains 59939 members Mstep: Class 15 contains 163943 members Mstep: Class 16 contains 617 members Mstep: Class 17 contains 5684 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 8952 members Mstep: Class 20 contains 7251 members Mstep: Class 21 contains 590 members Mstep: Class 22 contains 7217 members Mstep: Class 23 contains 20450 members Entering Unmasked Estep ConsiderDeletion Score: -51992828.000000 Penalty: 64368.992188 Iteration 11Q: 21 clusters Score -5.199283e+07 nChanged 6983 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24451 members Mstep: Class 2 contains 48048 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 26194 members Mstep: Class 5 contains 5787 members Mstep: Class 6 contains 13753 members Mstep: Class 8 contains 9091 members Mstep: Class 9 contains 21258 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4598 members Mstep: Class 14 contains 60653 members Mstep: Class 15 contains 162994 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 5790 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 8515 members Mstep: Class 20 contains 7560 members Mstep: Class 21 contains 606 members Mstep: Class 22 contains 7295 members Mstep: Class 23 contains 22326 members Entering Unmasked Estep ConsiderDeletion Score: -51995964.000000 Penalty: 64368.992188 Iteration 12Q: 21 clusters Score -5.199596e+07 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24383 members Mstep: Class 2 contains 48089 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 26152 members Mstep: Class 5 contains 5806 members Mstep: Class 6 contains 13231 members Mstep: Class 8 contains 8850 members Mstep: Class 9 contains 20496 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4581 members Mstep: Class 14 contains 61242 members Mstep: Class 15 contains 162238 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 5899 members Mstep: Class 18 contains 1202 members Mstep: Class 19 contains 8198 members Mstep: Class 20 contains 7800 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 7320 members Mstep: Class 23 contains 24010 members Entering Unmasked Estep ConsiderDeletion Score: -51998340.000000 Penalty: 64368.992188 Iteration 13Q: 21 clusters Score -5.199834e+07 nChanged 4901 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24306 members Mstep: Class 2 contains 48100 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 26119 members Mstep: Class 5 contains 5882 members Mstep: Class 6 contains 12839 members Mstep: Class 8 contains 8629 members Mstep: Class 9 contains 19699 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4573 members Mstep: Class 14 contains 61702 members Mstep: Class 15 contains 161668 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 5971 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 7952 members Mstep: Class 20 contains 7987 members Mstep: Class 21 contains 646 members Mstep: Class 22 contains 7323 members Mstep: Class 23 contains 25524 members Entering Unmasked Estep ConsiderDeletion Score: -52000160.000000 Penalty: 64368.992188 Iteration 14Q: 21 clusters Score -5.200016e+07 nChanged 4152 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24214 members Mstep: Class 2 contains 48134 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 26065 members Mstep: Class 5 contains 5963 members Mstep: Class 6 contains 12546 members Mstep: Class 8 contains 8419 members Mstep: Class 9 contains 18976 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4565 members Mstep: Class 14 contains 62098 members Mstep: Class 15 contains 161244 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6032 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 7765 members Mstep: Class 20 contains 8134 members Mstep: Class 21 contains 661 members Mstep: Class 22 contains 7304 members Mstep: Class 23 contains 26799 members Entering Unmasked Estep ConsiderDeletion Score: -52001440.000000 Penalty: 64368.992188 Iteration 15Q: 21 clusters Score -5.200144e+07 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24124 members Mstep: Class 2 contains 48169 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 26010 members Mstep: Class 5 contains 6046 members Mstep: Class 6 contains 12326 members Mstep: Class 8 contains 8253 members Mstep: Class 9 contains 18292 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4563 members Mstep: Class 14 contains 62413 members Mstep: Class 15 contains 160845 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6108 members Mstep: Class 18 contains 1205 members Mstep: Class 19 contains 7637 members Mstep: Class 20 contains 8275 members Mstep: Class 21 contains 677 members Mstep: Class 22 contains 7218 members Mstep: Class 23 contains 27962 members Entering Unmasked Estep ConsiderDeletion Score: -52002720.000000 Penalty: 64368.992188 Iteration 16Q: 21 clusters Score -5.200272e+07 nChanged 3232 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 24031 members Mstep: Class 2 contains 48181 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25952 members Mstep: Class 5 contains 6163 members Mstep: Class 6 contains 12154 members Mstep: Class 8 contains 8066 members Mstep: Class 9 contains 17664 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4559 members Mstep: Class 14 contains 62682 members Mstep: Class 15 contains 160565 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6179 members Mstep: Class 18 contains 1208 members Mstep: Class 19 contains 7535 members Mstep: Class 20 contains 8406 members Mstep: Class 21 contains 692 members Mstep: Class 22 contains 7141 members Mstep: Class 23 contains 28945 members Entering Unmasked Estep ConsiderDeletion Score: -52003756.000000 Penalty: 64368.992188 Iteration 17Q: 21 clusters Score -5.200376e+07 nChanged 2867 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23974 members Mstep: Class 2 contains 48197 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25910 members Mstep: Class 5 contains 6305 members Mstep: Class 6 contains 12016 members Mstep: Class 8 contains 7879 members Mstep: Class 9 contains 17105 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4564 members Mstep: Class 14 contains 62877 members Mstep: Class 15 contains 160379 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6237 members Mstep: Class 18 contains 1208 members Mstep: Class 19 contains 7446 members Mstep: Class 20 contains 8491 members Mstep: Class 21 contains 702 members Mstep: Class 22 contains 7059 members Mstep: Class 23 contains 29774 members Entering Unmasked Estep ConsiderDeletion Score: -52004612.000000 Penalty: 64368.992188 Iteration 18Q: 21 clusters Score -5.200461e+07 nChanged 2638 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23889 members Mstep: Class 2 contains 48205 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25858 members Mstep: Class 5 contains 6473 members Mstep: Class 6 contains 11880 members Mstep: Class 8 contains 7698 members Mstep: Class 9 contains 16624 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 63049 members Mstep: Class 15 contains 160212 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6310 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 7379 members Mstep: Class 20 contains 8587 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 6972 members Mstep: Class 23 contains 30502 members Entering Unmasked Estep ConsiderDeletion Score: -52005528.000000 Penalty: 64368.992188 Iteration 19Q: 21 clusters Score -5.200553e+07 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23795 members Mstep: Class 2 contains 48206 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25808 members Mstep: Class 5 contains 6670 members Mstep: Class 6 contains 11770 members Mstep: Class 8 contains 7519 members Mstep: Class 9 contains 16275 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4570 members Mstep: Class 14 contains 63214 members Mstep: Class 15 contains 160069 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6372 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7320 members Mstep: Class 20 contains 8677 members Mstep: Class 21 contains 711 members Mstep: Class 22 contains 6877 members Mstep: Class 23 contains 31058 members Entering Unmasked Estep ConsiderDeletion Score: -52006360.000000 Penalty: 64368.992188 Iteration 20F: 21 clusters Score -5.200636e+07 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23661 members Mstep: Class 2 contains 48177 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25739 members Mstep: Class 5 contains 6901 members Mstep: Class 6 contains 11682 members Mstep: Class 8 contains 7332 members Mstep: Class 9 contains 15728 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4566 members Mstep: Class 14 contains 63348 members Mstep: Class 15 contains 159863 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6458 members Mstep: Class 18 contains 1218 members Mstep: Class 19 contains 7280 members Mstep: Class 20 contains 8835 members Mstep: Class 21 contains 720 members Mstep: Class 22 contains 6742 members Mstep: Class 23 contains 31873 members Entering Unmasked Estep ConsiderDeletion Score: -52007204.000000 Penalty: 64368.992188 Iteration 21Q: 21 clusters Score -5.20072e+07 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23539 members Mstep: Class 2 contains 48154 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25681 members Mstep: Class 5 contains 7118 members Mstep: Class 6 contains 11607 members Mstep: Class 8 contains 7135 members Mstep: Class 9 contains 15136 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4571 members Mstep: Class 14 contains 63478 members Mstep: Class 15 contains 159753 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6521 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7230 members Mstep: Class 20 contains 8964 members Mstep: Class 21 contains 726 members Mstep: Class 22 contains 6617 members Mstep: Class 23 contains 32668 members Entering Unmasked Estep ConsiderDeletion Score: -52008080.000000 Penalty: 64368.992188 Iteration 22Q: 21 clusters Score -5.200808e+07 nChanged 2441 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 48124 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25636 members Mstep: Class 5 contains 7320 members Mstep: Class 6 contains 11571 members Mstep: Class 8 contains 6947 members Mstep: Class 9 contains 14555 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4577 members Mstep: Class 14 contains 63618 members Mstep: Class 15 contains 159658 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6573 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 7182 members Mstep: Class 20 contains 9079 members Mstep: Class 21 contains 729 members Mstep: Class 22 contains 6496 members Mstep: Class 23 contains 33460 members Entering Unmasked Estep ConsiderDeletion Score: -52008832.000000 Penalty: 64368.992188 Iteration 23Q: 21 clusters Score -5.200883e+07 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 23148 members Mstep: Class 2 contains 48106 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25603 members Mstep: Class 5 contains 7539 members Mstep: Class 6 contains 11568 members Mstep: Class 8 contains 6766 members Mstep: Class 9 contains 13977 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4582 members Mstep: Class 14 contains 63742 members Mstep: Class 15 contains 159587 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6638 members Mstep: Class 18 contains 1233 members Mstep: Class 19 contains 7141 members Mstep: Class 20 contains 9178 members Mstep: Class 21 contains 733 members Mstep: Class 22 contains 6360 members Mstep: Class 23 contains 34222 members Entering Unmasked Estep ConsiderDeletion Score: -52009568.000000 Penalty: 64368.992188 Iteration 24Q: 21 clusters Score -5.200957e+07 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 22864 members Mstep: Class 2 contains 48088 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25579 members Mstep: Class 5 contains 7733 members Mstep: Class 6 contains 11611 members Mstep: Class 8 contains 6586 members Mstep: Class 9 contains 13403 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4588 members Mstep: Class 14 contains 63844 members Mstep: Class 15 contains 159580 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6687 members Mstep: Class 18 contains 1234 members Mstep: Class 19 contains 7105 members Mstep: Class 20 contains 9254 members Mstep: Class 21 contains 733 members Mstep: Class 22 contains 6260 members Mstep: Class 23 contains 34974 members Entering Unmasked Estep ConsiderDeletion Score: -52010188.000000 Penalty: 64368.992188 Iteration 25Q: 21 clusters Score -5.201019e+07 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 22545 members Mstep: Class 2 contains 48058 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25541 members Mstep: Class 5 contains 7926 members Mstep: Class 6 contains 11635 members Mstep: Class 8 contains 6423 members Mstep: Class 9 contains 12820 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4587 members Mstep: Class 14 contains 63947 members Mstep: Class 15 contains 159596 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6731 members Mstep: Class 18 contains 1236 members Mstep: Class 19 contains 7082 members Mstep: Class 20 contains 9332 members Mstep: Class 21 contains 736 members Mstep: Class 22 contains 6181 members Mstep: Class 23 contains 35747 members Entering Unmasked Estep ConsiderDeletion Score: -52010888.000000 Penalty: 64368.992188 Iteration 26Q: 21 clusters Score -5.201089e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 22216 members Mstep: Class 2 contains 48021 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25508 members Mstep: Class 5 contains 8093 members Mstep: Class 6 contains 11695 members Mstep: Class 8 contains 6301 members Mstep: Class 9 contains 12230 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4587 members Mstep: Class 14 contains 64027 members Mstep: Class 15 contains 159635 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6786 members Mstep: Class 18 contains 1233 members Mstep: Class 19 contains 7063 members Mstep: Class 20 contains 9400 members Mstep: Class 21 contains 737 members Mstep: Class 22 contains 6084 members Mstep: Class 23 contains 36507 members Entering Unmasked Estep ConsiderDeletion Score: -52011608.000000 Penalty: 64368.992188 Iteration 27Q: 21 clusters Score -5.201161e+07 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 21848 members Mstep: Class 2 contains 47991 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25469 members Mstep: Class 5 contains 8265 members Mstep: Class 6 contains 11750 members Mstep: Class 8 contains 6189 members Mstep: Class 9 contains 11660 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4589 members Mstep: Class 14 contains 64093 members Mstep: Class 15 contains 159727 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6859 members Mstep: Class 18 contains 1232 members Mstep: Class 19 contains 7049 members Mstep: Class 20 contains 9461 members Mstep: Class 21 contains 740 members Mstep: Class 22 contains 6000 members Mstep: Class 23 contains 37201 members Entering Unmasked Estep ConsiderDeletion Score: -52012188.000000 Penalty: 64368.992188 Iteration 28Q: 21 clusters Score -5.201219e+07 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 47965 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25425 members Mstep: Class 5 contains 8420 members Mstep: Class 6 contains 11827 members Mstep: Class 8 contains 6102 members Mstep: Class 9 contains 11122 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4590 members Mstep: Class 14 contains 64141 members Mstep: Class 15 contains 159811 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6918 members Mstep: Class 18 contains 1231 members Mstep: Class 19 contains 7038 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 743 members Mstep: Class 22 contains 5935 members Mstep: Class 23 contains 37858 members Entering Unmasked Estep ConsiderDeletion Score: -52012720.000000 Penalty: 64368.992188 Iteration 29Q: 21 clusters Score -5.201272e+07 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 21107 members Mstep: Class 2 contains 47944 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25380 members Mstep: Class 5 contains 8568 members Mstep: Class 6 contains 11931 members Mstep: Class 8 contains 6018 members Mstep: Class 9 contains 10663 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4592 members Mstep: Class 14 contains 64203 members Mstep: Class 15 contains 159893 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 6972 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7029 members Mstep: Class 20 contains 9560 members Mstep: Class 21 contains 743 members Mstep: Class 22 contains 5857 members Mstep: Class 23 contains 38434 members Entering Unmasked Estep ConsiderDeletion Score: -52013396.000000 Penalty: 64368.992188 Iteration 30Q: 21 clusters Score -5.20134e+07 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20740 members Mstep: Class 2 contains 47910 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25336 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 12073 members Mstep: Class 8 contains 5911 members Mstep: Class 9 contains 10317 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4592 members Mstep: Class 14 contains 64246 members Mstep: Class 15 contains 159986 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7031 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 7037 members Mstep: Class 20 contains 9624 members Mstep: Class 21 contains 744 members Mstep: Class 22 contains 5774 members Mstep: Class 23 contains 38873 members Entering Unmasked Estep ConsiderDeletion Score: -52013740.000000 Penalty: 64368.992188 Iteration 31Q: 21 clusters Score -5.201374e+07 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20405 members Mstep: Class 2 contains 47874 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25295 members Mstep: Class 5 contains 8831 members Mstep: Class 6 contains 12205 members Mstep: Class 8 contains 5822 members Mstep: Class 9 contains 10049 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4592 members Mstep: Class 14 contains 64280 members Mstep: Class 15 contains 160073 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7071 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 9690 members Mstep: Class 21 contains 745 members Mstep: Class 22 contains 5700 members Mstep: Class 23 contains 39211 members Entering Unmasked Estep ConsiderDeletion Score: -52014036.000000 Penalty: 64368.992188 Iteration 32Q: 21 clusters Score -5.201404e+07 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 20127 members Mstep: Class 2 contains 47850 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25262 members Mstep: Class 5 contains 8943 members Mstep: Class 6 contains 12354 members Mstep: Class 8 contains 5736 members Mstep: Class 9 contains 9847 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4594 members Mstep: Class 14 contains 64290 members Mstep: Class 15 contains 160126 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7127 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7047 members Mstep: Class 20 contains 9747 members Mstep: Class 21 contains 746 members Mstep: Class 22 contains 5614 members Mstep: Class 23 contains 39484 members Entering Unmasked Estep ConsiderDeletion Score: -52014196.000000 Penalty: 64368.992188 Iteration 33Q: 21 clusters Score -5.20142e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 47823 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25226 members Mstep: Class 5 contains 9060 members Mstep: Class 6 contains 12475 members Mstep: Class 8 contains 5648 members Mstep: Class 9 contains 9692 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4594 members Mstep: Class 14 contains 64293 members Mstep: Class 15 contains 160162 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7189 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 7056 members Mstep: Class 20 contains 9799 members Mstep: Class 21 contains 747 members Mstep: Class 22 contains 5526 members Mstep: Class 23 contains 39707 members Entering Unmasked Estep ConsiderDeletion Score: -52014372.000000 Penalty: 64368.992188 Iteration 34Q: 21 clusters Score -5.201437e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19692 members Mstep: Class 2 contains 47790 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25195 members Mstep: Class 5 contains 9170 members Mstep: Class 6 contains 12587 members Mstep: Class 8 contains 5573 members Mstep: Class 9 contains 9562 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4592 members Mstep: Class 14 contains 64320 members Mstep: Class 15 contains 160165 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7256 members Mstep: Class 18 contains 1231 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 9847 members Mstep: Class 21 contains 750 members Mstep: Class 22 contains 5444 members Mstep: Class 23 contains 39889 members Entering Unmasked Estep ConsiderDeletion Score: -52014440.000000 Penalty: 64368.992188 Iteration 35Q: 21 clusters Score -5.201444e+07 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19505 members Mstep: Class 2 contains 47759 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25159 members Mstep: Class 5 contains 9299 members Mstep: Class 6 contains 12666 members Mstep: Class 8 contains 5503 members Mstep: Class 9 contains 9465 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4591 members Mstep: Class 14 contains 64343 members Mstep: Class 15 contains 160162 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7329 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 7055 members Mstep: Class 20 contains 9910 members Mstep: Class 21 contains 752 members Mstep: Class 22 contains 5361 members Mstep: Class 23 contains 40034 members Entering Unmasked Estep ConsiderDeletion Score: -52014600.000000 Penalty: 64368.992188 Iteration 36Q: 21 clusters Score -5.20146e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19382 members Mstep: Class 2 contains 47713 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25126 members Mstep: Class 5 contains 9413 members Mstep: Class 6 contains 12709 members Mstep: Class 8 contains 5442 members Mstep: Class 9 contains 9386 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4589 members Mstep: Class 14 contains 64343 members Mstep: Class 15 contains 160152 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7402 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 7064 members Mstep: Class 20 contains 9993 members Mstep: Class 21 contains 752 members Mstep: Class 22 contains 5288 members Mstep: Class 23 contains 40139 members Entering Unmasked Estep ConsiderDeletion Score: -52014684.000000 Penalty: 64368.992188 Iteration 37Q: 21 clusters Score -5.201468e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 47661 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25105 members Mstep: Class 5 contains 9519 members Mstep: Class 6 contains 12750 members Mstep: Class 8 contains 5390 members Mstep: Class 9 contains 9322 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4585 members Mstep: Class 14 contains 64348 members Mstep: Class 15 contains 160112 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7467 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7065 members Mstep: Class 20 contains 10096 members Mstep: Class 21 contains 752 members Mstep: Class 22 contains 5205 members Mstep: Class 23 contains 40251 members Entering Unmasked Estep ConsiderDeletion Score: -52014884.000000 Penalty: 64368.992188 Iteration 38Q: 21 clusters Score -5.201488e+07 nChanged 757 Entering ConstructFrom: Score: -52014884.000000 Penalty: 64368.992188 Entering ConstructFrom: Trying to split cluster 1 (19163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19163 members Entering Unmasked Estep Score: -2322785.250000 Penalty: 2445.462646 Iteration 0F: 2 clusters Score -2322785 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -2309217.750000 Penalty: 4890.925293 Iteration 0F: 3 clusters Score -2309218 nChanged 8442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 9193 members Entering Unmasked Estep Score: -2313758.750000 Penalty: 4890.925293 Iteration 1F: 3 clusters Score -2313759 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -2314139.750000 Penalty: 4890.925293 Iteration 2F: 3 clusters Score -2314140 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -2314432.250000 Penalty: 4890.925293 Iteration 3Q: 3 clusters Score -2314432 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -2314680.750000 Penalty: 4890.925293 Iteration 4Q: 3 clusters Score -2314681 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -2314944.250000 Penalty: 4890.925293 Iteration 5Q: 3 clusters Score -2314944 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -2315204.000000 Penalty: 4890.925293 Iteration 6Q: 3 clusters Score -2315204 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -2315535.250000 Penalty: 4890.925293 Iteration 7Q: 3 clusters Score -2315535 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12586 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2315972.500000 Penalty: 4890.925293 Iteration 8Q: 3 clusters Score -2315972 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13401 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -2316611.750000 Penalty: 4890.925293 Iteration 9F: 3 clusters Score -2316612 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -2317334.500000 Penalty: 4890.925293 Iteration 10F: 3 clusters Score -2317334 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -2318197.750000 Penalty: 4890.925293 Iteration 11F: 3 clusters Score -2318198 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -2318948.750000 Penalty: 4890.925293 Iteration 12Q: 3 clusters Score -2318949 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -2319544.000000 Penalty: 4890.925293 Iteration 13Q: 3 clusters Score -2319544 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -2320035.750000 Penalty: 4890.925293 Iteration 14Q: 3 clusters Score -2320036 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -2320316.500000 Penalty: 4890.925293 Iteration 15Q: 3 clusters Score -2320316 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -2320474.000000 Penalty: 4890.925293 Iteration 16Q: 3 clusters Score -2320474 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17204 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -2320569.750000 Penalty: 4890.925293 Iteration 17Q: 3 clusters Score -2320570 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -2320646.500000 Penalty: 4890.925293 Iteration 18Q: 3 clusters Score -2320646 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17382 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -2320695.750000 Penalty: 4890.925293 Iteration 19Q: 3 clusters Score -2320696 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17446 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2320726.500000 Penalty: 4890.925293 Iteration 20F: 3 clusters Score -2320726 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17489 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -2320745.750000 Penalty: 4890.925293 Iteration 21Q: 3 clusters Score -2320746 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17524 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -2320762.000000 Penalty: 4890.925293 Iteration 22Q: 3 clusters Score -2320762 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -2320772.750000 Penalty: 4890.925293 Iteration 23Q: 3 clusters Score -2320773 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17574 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -2320783.000000 Penalty: 4890.925293 Iteration 24Q: 3 clusters Score -2320783 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17606 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -2320792.250000 Penalty: 4890.925293 Iteration 25Q: 3 clusters Score -2320792 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -2320805.000000 Penalty: 4890.925293 Iteration 26Q: 3 clusters Score -2320805 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17632 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -2320805.750000 Penalty: 4890.925293 Iteration 27Q: 3 clusters Score -2320806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17636 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -2320810.750000 Penalty: 4890.925293 Iteration 28Q: 3 clusters Score -2320811 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17645 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -2320812.250000 Penalty: 4890.925293 Iteration 29Q: 3 clusters Score -2320812 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17651 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -2320814.000000 Penalty: 4890.925293 Iteration 30Q: 3 clusters Score -2320814 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17664 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -2320817.000000 Penalty: 4890.925293 Iteration 31Q: 3 clusters Score -2320817 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17676 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -2320821.250000 Penalty: 4890.925293 Iteration 32Q: 3 clusters Score -2320821 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17682 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -2320822.250000 Penalty: 4890.925293 Iteration 33Q: 3 clusters Score -2320822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17687 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2320827.750000 Penalty: 4890.925293 Iteration 34Q: 3 clusters Score -2320828 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -2320823.500000 Penalty: 4890.925293 Iteration 35Q: 3 clusters Score -2320824 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17700 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -2320825.500000 Penalty: 4890.925293 Iteration 36Q: 3 clusters Score -2320826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17708 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2320826.750000 Penalty: 4890.925293 Iteration 37Q: 3 clusters Score -2320827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17713 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -2320827.500000 Penalty: 4890.925293 Iteration 38Q: 3 clusters Score -2320828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17717 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2320828.750000 Penalty: 4890.925293 Iteration 39Q: 3 clusters Score -2320829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17718 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -2320829.750000 Penalty: 4890.925293 Iteration 40F: 3 clusters Score -2320830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17719 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -2320833.750000 Penalty: 4890.925293 Iteration 41Q: 3 clusters Score -2320834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17721 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -2320832.000000 Penalty: 4890.925293 Iteration 42Q: 3 clusters Score -2320832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -2320834.500000 Penalty: 4890.925293 Iteration 43Q: 3 clusters Score -2320834 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17733 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2320831.500000 Penalty: 4890.925293 Iteration 44Q: 3 clusters Score -2320832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17734 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2320831.500000 Penalty: 4890.925293 Iteration 45Q: 3 clusters Score -2320832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17736 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -2320832.250000 Penalty: 4890.925293 Iteration 46Q: 3 clusters Score -2320832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17740 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -2320830.250000 Penalty: 4890.925293 Iteration 47Q: 3 clusters Score -2320830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -2320832.250000 Penalty: 4890.925293 Iteration 48Q: 3 clusters Score -2320832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17743 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -2320835.000000 Penalty: 4890.925293 Iteration 49Q: 3 clusters Score -2320835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17744 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -2320835.500000 Penalty: 4890.925293 Iteration 50Q: 3 clusters Score -2320836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17746 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -2320838.500000 Penalty: 4890.925293 Iteration 51Q: 3 clusters Score -2320838 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17748 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2320838.000000 Penalty: 4890.925293 Iteration 52Q: 3 clusters Score -2320838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17748 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2320838.000000 Penalty: 4890.925293 Iteration 53F: 3 clusters Score -2320838 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (47610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47610 members Entering Unmasked Estep Score: -5862014.000000 Penalty: 2671.157715 Iteration 0F: 2 clusters Score -5862014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23797 members Mstep: Class 2 contains 23813 members Entering Unmasked Estep Score: -5829829.000000 Penalty: 5342.315430 Iteration 0F: 3 clusters Score -5829829 nChanged 21993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23618 members Mstep: Class 2 contains 23992 members Entering Unmasked Estep Score: -5842030.500000 Penalty: 5342.315430 Iteration 1F: 3 clusters Score -5842030 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23493 members Mstep: Class 2 contains 24117 members Entering Unmasked Estep Score: -5842587.000000 Penalty: 5342.315430 Iteration 2Q: 3 clusters Score -5842587 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23254 members Mstep: Class 2 contains 24356 members Entering Unmasked Estep Score: -5843162.500000 Penalty: 5342.315430 Iteration 3Q: 3 clusters Score -5843162 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Mstep: Class 2 contains 24626 members Entering Unmasked Estep Score: -5843714.500000 Penalty: 5342.315430 Iteration 4Q: 3 clusters Score -5843714 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22571 members Mstep: Class 2 contains 25039 members Entering Unmasked Estep Score: -5844436.500000 Penalty: 5342.315430 Iteration 5Q: 3 clusters Score -5844436 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22021 members Mstep: Class 2 contains 25589 members Entering Unmasked Estep Score: -5845382.500000 Penalty: 5342.315430 Iteration 6Q: 3 clusters Score -5845382 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -5846617.000000 Penalty: 5342.315430 Iteration 7Q: 3 clusters Score -5846617 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20178 members Mstep: Class 2 contains 27432 members Entering Unmasked Estep Score: -5847961.000000 Penalty: 5342.315430 Iteration 8F: 3 clusters Score -5847961 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18754 members Mstep: Class 2 contains 28856 members Entering Unmasked Estep Score: -5849473.000000 Penalty: 5342.315430 Iteration 9F: 3 clusters Score -5849473 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17142 members Mstep: Class 2 contains 30468 members Entering Unmasked Estep Score: -5851149.500000 Penalty: 5342.315430 Iteration 10F: 3 clusters Score -5851150 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15547 members Mstep: Class 2 contains 32063 members Entering Unmasked Estep Score: -5852733.000000 Penalty: 5342.315430 Iteration 11Q: 3 clusters Score -5852733 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14061 members Mstep: Class 2 contains 33549 members Entering Unmasked Estep Score: -5854110.500000 Penalty: 5342.315430 Iteration 12Q: 3 clusters Score -5854110 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 34847 members Entering Unmasked Estep Score: -5855248.000000 Penalty: 5342.315430 Iteration 13Q: 3 clusters Score -5855248 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 35991 members Entering Unmasked Estep Score: -5856043.000000 Penalty: 5342.315430 Iteration 14Q: 3 clusters Score -5856043 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 37049 members Entering Unmasked Estep Score: -5856734.500000 Penalty: 5342.315430 Iteration 15Q: 3 clusters Score -5856734 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 38046 members Entering Unmasked Estep Score: -5857295.000000 Penalty: 5342.315430 Iteration 16Q: 3 clusters Score -5857295 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 38963 members Entering Unmasked Estep Score: -5857788.500000 Penalty: 5342.315430 Iteration 17Q: 3 clusters Score -5857788 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 39793 members Entering Unmasked Estep Score: -5858183.500000 Penalty: 5342.315430 Iteration 18Q: 3 clusters Score -5858184 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 40500 members Entering Unmasked Estep Score: -5858531.000000 Penalty: 5342.315430 Iteration 19Q: 3 clusters Score -5858531 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 41122 members Entering Unmasked Estep Score: -5858820.000000 Penalty: 5342.315430 Iteration 20F: 3 clusters Score -5858820 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 41660 members Entering Unmasked Estep Score: -5859102.000000 Penalty: 5342.315430 Iteration 21Q: 3 clusters Score -5859102 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 42147 members Entering Unmasked Estep Score: -5859431.500000 Penalty: 5342.315430 Iteration 22Q: 3 clusters Score -5859432 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 42610 members Entering Unmasked Estep Score: -5859758.500000 Penalty: 5342.315430 Iteration 23Q: 3 clusters Score -5859758 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 43005 members Entering Unmasked Estep Score: -5860007.500000 Penalty: 5342.315430 Iteration 24Q: 3 clusters Score -5860008 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 43324 members Entering Unmasked Estep Score: -5860256.500000 Penalty: 5342.315430 Iteration 25Q: 3 clusters Score -5860256 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 43597 members Entering Unmasked Estep Score: -5860439.000000 Penalty: 5342.315430 Iteration 26Q: 3 clusters Score -5860439 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 43814 members Entering Unmasked Estep Score: -5860581.000000 Penalty: 5342.315430 Iteration 27Q: 3 clusters Score -5860581 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 43986 members Entering Unmasked Estep Score: -5860642.000000 Penalty: 5342.315430 Iteration 28Q: 3 clusters Score -5860642 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 44109 members Entering Unmasked Estep Score: -5860699.500000 Penalty: 5342.315430 Iteration 29Q: 3 clusters Score -5860700 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 44206 members Entering Unmasked Estep Score: -5860725.500000 Penalty: 5342.315430 Iteration 30Q: 3 clusters Score -5860726 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 44288 members Entering Unmasked Estep Score: -5860749.000000 Penalty: 5342.315430 Iteration 31Q: 3 clusters Score -5860749 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 44350 members Entering Unmasked Estep Score: -5860758.500000 Penalty: 5342.315430 Iteration 32Q: 3 clusters Score -5860758 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 44406 members Entering Unmasked Estep Score: -5860780.000000 Penalty: 5342.315430 Iteration 33Q: 3 clusters Score -5860780 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 44459 members Entering Unmasked Estep Score: -5860794.000000 Penalty: 5342.315430 Iteration 34Q: 3 clusters Score -5860794 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 44501 members Entering Unmasked Estep Score: -5860805.000000 Penalty: 5342.315430 Iteration 35Q: 3 clusters Score -5860805 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 44535 members Entering Unmasked Estep Score: -5860822.500000 Penalty: 5342.315430 Iteration 36Q: 3 clusters Score -5860822 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 44568 members Entering Unmasked Estep Score: -5860821.500000 Penalty: 5342.315430 Iteration 37Q: 3 clusters Score -5860822 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 44594 members Entering Unmasked Estep Score: -5860817.500000 Penalty: 5342.315430 Iteration 38Q: 3 clusters Score -5860818 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 44622 members Entering Unmasked Estep Score: -5860832.000000 Penalty: 5342.315430 Iteration 39Q: 3 clusters Score -5860832 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 44647 members Entering Unmasked Estep Score: -5860843.000000 Penalty: 5342.315430 Iteration 40F: 3 clusters Score -5860843 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 44673 members Entering Unmasked Estep Score: -5860840.500000 Penalty: 5342.315430 Iteration 41Q: 3 clusters Score -5860840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 44683 members Entering Unmasked Estep Score: -5860843.500000 Penalty: 5342.315430 Iteration 42Q: 3 clusters Score -5860844 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 44688 members Entering Unmasked Estep Score: -5860850.000000 Penalty: 5342.315430 Iteration 43Q: 3 clusters Score -5860850 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 44699 members Entering Unmasked Estep Score: -5860840.000000 Penalty: 5342.315430 Iteration 44Q: 3 clusters Score -5860840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 44707 members Entering Unmasked Estep Score: -5860838.500000 Penalty: 5342.315430 Iteration 45Q: 3 clusters Score -5860838 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 44714 members Entering Unmasked Estep Score: -5860847.000000 Penalty: 5342.315430 Iteration 46Q: 3 clusters Score -5860847 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 44717 members Entering Unmasked Estep Score: -5860845.000000 Penalty: 5342.315430 Iteration 47Q: 3 clusters Score -5860845 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 44721 members Entering Unmasked Estep Score: -5860826.500000 Penalty: 5342.315430 Iteration 48Q: 3 clusters Score -5860826 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 44725 members Entering Unmasked Estep Score: -5860829.500000 Penalty: 5342.315430 Iteration 49Q: 3 clusters Score -5860830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 44726 members Entering Unmasked Estep Score: -5860828.500000 Penalty: 5342.315430 Iteration 50Q: 3 clusters Score -5860828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 44728 members Entering Unmasked Estep Score: -5860834.000000 Penalty: 5342.315430 Iteration 51Q: 3 clusters Score -5860834 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 44731 members Entering Unmasked Estep Score: -5860831.500000 Penalty: 5342.315430 Iteration 52Q: 3 clusters Score -5860832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 44731 members Entering Unmasked Estep Score: -5860831.500000 Penalty: 5342.315430 Iteration 53F: 3 clusters Score -5860832 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -80088.132812 Penalty: 1643.754272 Iteration 0F: 2 clusters Score -80088.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -78402.843750 Penalty: 3287.508545 Iteration 0F: 3 clusters Score -78402.84 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -78756.640625 Penalty: 3287.508545 Iteration 1F: 3 clusters Score -78756.64 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -78971.429688 Penalty: 3287.508545 Iteration 2F: 3 clusters Score -78971.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -79170.882812 Penalty: 3287.508545 Iteration 3F: 3 clusters Score -79170.88 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -79452.921875 Penalty: 3287.508545 Iteration 4F: 3 clusters Score -79452.92 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -79782.593750 Penalty: 3287.508545 Iteration 5F: 3 clusters Score -79782.59 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -80174.984375 Penalty: 3287.508545 Iteration 6Q: 3 clusters Score -80174.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -80549.914062 Penalty: 3287.508545 Iteration 7Q: 3 clusters Score -80549.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -80664.546875 Penalty: 3287.508545 Iteration 8Q: 3 clusters Score -80664.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -80720.164062 Penalty: 3287.508545 Iteration 9Q: 3 clusters Score -80720.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -80756.007812 Penalty: 3287.508545 Iteration 10Q: 3 clusters Score -80756.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -80764.765625 Penalty: 3287.508545 Iteration 11Q: 3 clusters Score -80764.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -80767.703125 Penalty: 3287.508545 Iteration 12Q: 3 clusters Score -80767.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -80767.703125 Penalty: 3287.508545 Iteration 13F: 3 clusters Score -80767.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 47610 members Mstep: Class 3 contains 356 members Mstep: Class 4 contains 25083 members Mstep: Class 5 contains 9619 members Mstep: Class 6 contains 12806 members Mstep: Class 7 contains 400 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 9278 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 64352 members Mstep: Class 15 contains 160090 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7521 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 5114 members Mstep: Class 23 contains 40327 members Entering Unmasked Estep Score: -52014188.000000 Penalty: 67587.437500 Splitting cluster 3 changes total score from -52014884.000000 to -52014188.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (25083 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25083 members Entering Unmasked Estep Score: -3036024.750000 Penalty: 2512.226562 Iteration 0F: 2 clusters Score -3036025 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12720 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -3018778.000000 Penalty: 5024.453125 Iteration 0F: 3 clusters Score -3018778 nChanged 11193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13491 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -3024834.250000 Penalty: 5024.453125 Iteration 1F: 3 clusters Score -3024834 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14154 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -3025748.250000 Penalty: 5024.453125 Iteration 2F: 3 clusters Score -3025748 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -3026911.750000 Penalty: 5024.453125 Iteration 3F: 3 clusters Score -3026912 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16315 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -3028393.250000 Penalty: 5024.453125 Iteration 4F: 3 clusters Score -3028393 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17928 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -3030292.750000 Penalty: 5024.453125 Iteration 5F: 3 clusters Score -3030293 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19645 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -3032305.750000 Penalty: 5024.453125 Iteration 6F: 3 clusters Score -3032306 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21056 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -3033937.250000 Penalty: 5024.453125 Iteration 7F: 3 clusters Score -3033937 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -3034923.750000 Penalty: 5024.453125 Iteration 8Q: 3 clusters Score -3034924 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22409 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -3035355.500000 Penalty: 5024.453125 Iteration 9Q: 3 clusters Score -3035356 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22662 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -3035550.750000 Penalty: 5024.453125 Iteration 10Q: 3 clusters Score -3035551 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22840 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -3035647.000000 Penalty: 5024.453125 Iteration 11Q: 3 clusters Score -3035647 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22987 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -3035725.500000 Penalty: 5024.453125 Iteration 12Q: 3 clusters Score -3035726 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23095 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -3035783.250000 Penalty: 5024.453125 Iteration 13Q: 3 clusters Score -3035783 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23168 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -3035827.250000 Penalty: 5024.453125 Iteration 14Q: 3 clusters Score -3035827 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23240 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -3035870.500000 Penalty: 5024.453125 Iteration 15Q: 3 clusters Score -3035870 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23293 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -3035889.500000 Penalty: 5024.453125 Iteration 16Q: 3 clusters Score -3035890 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23332 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -3035899.750000 Penalty: 5024.453125 Iteration 17Q: 3 clusters Score -3035900 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -3035909.500000 Penalty: 5024.453125 Iteration 18Q: 3 clusters Score -3035910 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23388 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -3035915.250000 Penalty: 5024.453125 Iteration 19Q: 3 clusters Score -3035915 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23404 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -3035927.000000 Penalty: 5024.453125 Iteration 20F: 3 clusters Score -3035927 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23420 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -3035925.500000 Penalty: 5024.453125 Iteration 21Q: 3 clusters Score -3035926 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23429 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -3035926.250000 Penalty: 5024.453125 Iteration 22Q: 3 clusters Score -3035926 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23439 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -3035928.500000 Penalty: 5024.453125 Iteration 23Q: 3 clusters Score -3035928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23445 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -3035928.250000 Penalty: 5024.453125 Iteration 24Q: 3 clusters Score -3035928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -3035925.250000 Penalty: 5024.453125 Iteration 25Q: 3 clusters Score -3035925 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23460 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -3035926.500000 Penalty: 5024.453125 Iteration 26Q: 3 clusters Score -3035926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23462 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -3035925.750000 Penalty: 5024.453125 Iteration 27Q: 3 clusters Score -3035926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23465 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3035929.000000 Penalty: 5024.453125 Iteration 28Q: 3 clusters Score -3035929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23467 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -3035927.000000 Penalty: 5024.453125 Iteration 29Q: 3 clusters Score -3035927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23468 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -3035921.250000 Penalty: 5024.453125 Iteration 30Q: 3 clusters Score -3035921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23469 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -3035923.250000 Penalty: 5024.453125 Iteration 31Q: 3 clusters Score -3035923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23472 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -3035923.000000 Penalty: 5024.453125 Iteration 32Q: 3 clusters Score -3035923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23473 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3035924.750000 Penalty: 5024.453125 Iteration 33Q: 3 clusters Score -3035925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23473 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3035923.000000 Penalty: 5024.453125 Iteration 34Q: 3 clusters Score -3035923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23472 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -3035924.500000 Penalty: 5024.453125 Iteration 35Q: 3 clusters Score -3035924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23472 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -3035924.500000 Penalty: 5024.453125 Iteration 36F: 3 clusters Score -3035924 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Entering Unmasked Estep Score: -1125421.500000 Penalty: 2274.530762 Iteration 0F: 2 clusters Score -1125422 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1118066.000000 Penalty: 4549.061523 Iteration 0F: 3 clusters Score -1118066 nChanged 3889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1120261.250000 Penalty: 4549.061523 Iteration 1F: 3 clusters Score -1120261 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -1120825.375000 Penalty: 4549.061523 Iteration 2F: 3 clusters Score -1120825 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1121508.875000 Penalty: 4549.061523 Iteration 3F: 3 clusters Score -1121509 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1122198.000000 Penalty: 4549.061523 Iteration 4F: 3 clusters Score -1122198 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1122758.875000 Penalty: 4549.061523 Iteration 5F: 3 clusters Score -1122759 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1123188.625000 Penalty: 4549.061523 Iteration 6F: 3 clusters Score -1123189 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1123453.125000 Penalty: 4549.061523 Iteration 7Q: 3 clusters Score -1123453 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1123613.500000 Penalty: 4549.061523 Iteration 8Q: 3 clusters Score -1123614 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1123742.625000 Penalty: 4549.061523 Iteration 9Q: 3 clusters Score -1123743 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1123833.375000 Penalty: 4549.061523 Iteration 10Q: 3 clusters Score -1123833 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1123915.000000 Penalty: 4549.061523 Iteration 11Q: 3 clusters Score -1123915 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1123985.000000 Penalty: 4549.061523 Iteration 12Q: 3 clusters Score -1123985 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1124033.125000 Penalty: 4549.061523 Iteration 13Q: 3 clusters Score -1124033 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1124070.000000 Penalty: 4549.061523 Iteration 14Q: 3 clusters Score -1124070 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1124103.250000 Penalty: 4549.061523 Iteration 15Q: 3 clusters Score -1124103 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1124133.000000 Penalty: 4549.061523 Iteration 16Q: 3 clusters Score -1124133 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1124164.000000 Penalty: 4549.061523 Iteration 17Q: 3 clusters Score -1124164 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1124188.875000 Penalty: 4549.061523 Iteration 18Q: 3 clusters Score -1124189 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -1124215.250000 Penalty: 4549.061523 Iteration 19Q: 3 clusters Score -1124215 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1124252.625000 Penalty: 4549.061523 Iteration 20F: 3 clusters Score -1124253 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1124278.875000 Penalty: 4549.061523 Iteration 21Q: 3 clusters Score -1124279 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1124307.500000 Penalty: 4549.061523 Iteration 22Q: 3 clusters Score -1124308 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1124337.500000 Penalty: 4549.061523 Iteration 23Q: 3 clusters Score -1124338 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1124366.375000 Penalty: 4549.061523 Iteration 24Q: 3 clusters Score -1124366 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1124392.000000 Penalty: 4549.061523 Iteration 25Q: 3 clusters Score -1124392 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1124420.875000 Penalty: 4549.061523 Iteration 26Q: 3 clusters Score -1124421 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1124447.250000 Penalty: 4549.061523 Iteration 27Q: 3 clusters Score -1124447 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1124466.250000 Penalty: 4549.061523 Iteration 28Q: 3 clusters Score -1124466 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1124480.875000 Penalty: 4549.061523 Iteration 29Q: 3 clusters Score -1124481 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1124499.375000 Penalty: 4549.061523 Iteration 30Q: 3 clusters Score -1124499 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1124518.125000 Penalty: 4549.061523 Iteration 31Q: 3 clusters Score -1124518 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1124529.250000 Penalty: 4549.061523 Iteration 32Q: 3 clusters Score -1124529 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1124547.625000 Penalty: 4549.061523 Iteration 33Q: 3 clusters Score -1124548 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1124562.500000 Penalty: 4549.061523 Iteration 34Q: 3 clusters Score -1124562 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -1124576.875000 Penalty: 4549.061523 Iteration 35Q: 3 clusters Score -1124577 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1124585.250000 Penalty: 4549.061523 Iteration 36Q: 3 clusters Score -1124585 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1124594.625000 Penalty: 4549.061523 Iteration 37Q: 3 clusters Score -1124595 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1124598.125000 Penalty: 4549.061523 Iteration 38Q: 3 clusters Score -1124598 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1124601.250000 Penalty: 4549.061523 Iteration 39Q: 3 clusters Score -1124601 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1124609.625000 Penalty: 4549.061523 Iteration 40F: 3 clusters Score -1124610 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1124613.375000 Penalty: 4549.061523 Iteration 41Q: 3 clusters Score -1124613 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1124622.000000 Penalty: 4549.061523 Iteration 42Q: 3 clusters Score -1124622 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -1124629.500000 Penalty: 4549.061523 Iteration 43Q: 3 clusters Score -1124630 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1124641.375000 Penalty: 4549.061523 Iteration 44Q: 3 clusters Score -1124641 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1124645.875000 Penalty: 4549.061523 Iteration 45Q: 3 clusters Score -1124646 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1124647.250000 Penalty: 4549.061523 Iteration 46Q: 3 clusters Score -1124647 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1124649.500000 Penalty: 4549.061523 Iteration 47Q: 3 clusters Score -1124650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1124651.375000 Penalty: 4549.061523 Iteration 48Q: 3 clusters Score -1124651 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -1124654.625000 Penalty: 4549.061523 Iteration 49Q: 3 clusters Score -1124655 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -1124654.250000 Penalty: 4549.061523 Iteration 50Q: 3 clusters Score -1124654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1124656.500000 Penalty: 4549.061523 Iteration 51Q: 3 clusters Score -1124656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1124657.625000 Penalty: 4549.061523 Iteration 52Q: 3 clusters Score -1124658 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1124657.750000 Penalty: 4549.061523 Iteration 53Q: 3 clusters Score -1124658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1124659.250000 Penalty: 4549.061523 Iteration 54Q: 3 clusters Score -1124659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1124657.625000 Penalty: 4549.061523 Iteration 55Q: 3 clusters Score -1124658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1124657.625000 Penalty: 4549.061523 Iteration 56F: 3 clusters Score -1124658 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Entering Unmasked Estep Score: -1458743.625000 Penalty: 2345.501953 Iteration 0F: 2 clusters Score -1458744 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1449249.750000 Penalty: 4691.003906 Iteration 0F: 3 clusters Score -1449250 nChanged 5465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -1452320.375000 Penalty: 4691.003906 Iteration 1F: 3 clusters Score -1452320 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1452792.375000 Penalty: 4691.003906 Iteration 2F: 3 clusters Score -1452792 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1453207.375000 Penalty: 4691.003906 Iteration 3F: 3 clusters Score -1453207 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1453644.000000 Penalty: 4691.003906 Iteration 4F: 3 clusters Score -1453644 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -1454143.000000 Penalty: 4691.003906 Iteration 5F: 3 clusters Score -1454143 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -1454670.500000 Penalty: 4691.003906 Iteration 6F: 3 clusters Score -1454670 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -1455140.875000 Penalty: 4691.003906 Iteration 7F: 3 clusters Score -1455141 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -1455525.625000 Penalty: 4691.003906 Iteration 8Q: 3 clusters Score -1455526 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -1455794.000000 Penalty: 4691.003906 Iteration 9Q: 3 clusters Score -1455794 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -1455941.375000 Penalty: 4691.003906 Iteration 10Q: 3 clusters Score -1455941 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -1456040.500000 Penalty: 4691.003906 Iteration 11Q: 3 clusters Score -1456040 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -1456119.000000 Penalty: 4691.003906 Iteration 12Q: 3 clusters Score -1456119 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -1456192.500000 Penalty: 4691.003906 Iteration 13Q: 3 clusters Score -1456192 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1456249.500000 Penalty: 4691.003906 Iteration 14Q: 3 clusters Score -1456250 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -1456308.500000 Penalty: 4691.003906 Iteration 15Q: 3 clusters Score -1456308 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1456353.375000 Penalty: 4691.003906 Iteration 16Q: 3 clusters Score -1456353 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -1456402.750000 Penalty: 4691.003906 Iteration 17Q: 3 clusters Score -1456403 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -1456447.875000 Penalty: 4691.003906 Iteration 18Q: 3 clusters Score -1456448 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -1456488.500000 Penalty: 4691.003906 Iteration 19Q: 3 clusters Score -1456488 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -1456529.625000 Penalty: 4691.003906 Iteration 20F: 3 clusters Score -1456530 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -1456564.625000 Penalty: 4691.003906 Iteration 21Q: 3 clusters Score -1456565 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 10640 members Entering Unmasked Estep Score: -1456601.250000 Penalty: 4691.003906 Iteration 22Q: 3 clusters Score -1456601 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 10711 members Entering Unmasked Estep Score: -1456641.250000 Penalty: 4691.003906 Iteration 23Q: 3 clusters Score -1456641 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -1456674.000000 Penalty: 4691.003906 Iteration 24Q: 3 clusters Score -1456674 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -1456706.000000 Penalty: 4691.003906 Iteration 25Q: 3 clusters Score -1456706 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 10935 members Entering Unmasked Estep Score: -1456740.375000 Penalty: 4691.003906 Iteration 26Q: 3 clusters Score -1456740 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -1456771.625000 Penalty: 4691.003906 Iteration 27Q: 3 clusters Score -1456772 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -1456797.750000 Penalty: 4691.003906 Iteration 28Q: 3 clusters Score -1456798 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -1456822.875000 Penalty: 4691.003906 Iteration 29Q: 3 clusters Score -1456823 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -1456856.250000 Penalty: 4691.003906 Iteration 30Q: 3 clusters Score -1456856 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -1456891.875000 Penalty: 4691.003906 Iteration 31Q: 3 clusters Score -1456892 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -1456926.250000 Penalty: 4691.003906 Iteration 32Q: 3 clusters Score -1456926 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -1456953.625000 Penalty: 4691.003906 Iteration 33Q: 3 clusters Score -1456954 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -1456994.375000 Penalty: 4691.003906 Iteration 34Q: 3 clusters Score -1456994 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -1457021.625000 Penalty: 4691.003906 Iteration 35Q: 3 clusters Score -1457022 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -1457051.750000 Penalty: 4691.003906 Iteration 36Q: 3 clusters Score -1457052 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -1457085.625000 Penalty: 4691.003906 Iteration 37Q: 3 clusters Score -1457086 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -1457118.125000 Penalty: 4691.003906 Iteration 38Q: 3 clusters Score -1457118 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -1457138.875000 Penalty: 4691.003906 Iteration 39Q: 3 clusters Score -1457139 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -1457151.625000 Penalty: 4691.003906 Iteration 40F: 3 clusters Score -1457152 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -1457162.875000 Penalty: 4691.003906 Iteration 41Q: 3 clusters Score -1457163 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -1457174.125000 Penalty: 4691.003906 Iteration 42Q: 3 clusters Score -1457174 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1457185.000000 Penalty: 4691.003906 Iteration 43Q: 3 clusters Score -1457185 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -1457193.375000 Penalty: 4691.003906 Iteration 44Q: 3 clusters Score -1457193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -1457196.375000 Penalty: 4691.003906 Iteration 45Q: 3 clusters Score -1457196 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -1457199.875000 Penalty: 4691.003906 Iteration 46Q: 3 clusters Score -1457200 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -1457196.750000 Penalty: 4691.003906 Iteration 47Q: 3 clusters Score -1457197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1457200.250000 Penalty: 4691.003906 Iteration 48Q: 3 clusters Score -1457200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1457202.250000 Penalty: 4691.003906 Iteration 49Q: 3 clusters Score -1457202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1457199.500000 Penalty: 4691.003906 Iteration 50Q: 3 clusters Score -1457200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1457199.625000 Penalty: 4691.003906 Iteration 51Q: 3 clusters Score -1457200 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1457199.625000 Penalty: 4691.003906 Iteration 52F: 3 clusters Score -1457200 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Entering Unmasked Estep Score: -626677.375000 Penalty: 2128.718506 Iteration 0F: 2 clusters Score -626677.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -621936.875000 Penalty: 4257.437012 Iteration 0F: 3 clusters Score -621936.9 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -623088.750000 Penalty: 4257.437012 Iteration 1F: 3 clusters Score -623088.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -623336.562500 Penalty: 4257.437012 Iteration 2F: 3 clusters Score -623336.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -623487.312500 Penalty: 4257.437012 Iteration 3F: 3 clusters Score -623487.3 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -623611.000000 Penalty: 4257.437012 Iteration 4Q: 3 clusters Score -623611 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -623686.625000 Penalty: 4257.437012 Iteration 5Q: 3 clusters Score -623686.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -623750.437500 Penalty: 4257.437012 Iteration 6Q: 3 clusters Score -623750.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -623796.125000 Penalty: 4257.437012 Iteration 7Q: 3 clusters Score -623796.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -623839.937500 Penalty: 4257.437012 Iteration 8Q: 3 clusters Score -623839.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -623885.437500 Penalty: 4257.437012 Iteration 9Q: 3 clusters Score -623885.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -623917.125000 Penalty: 4257.437012 Iteration 10Q: 3 clusters Score -623917.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -623951.437500 Penalty: 4257.437012 Iteration 11Q: 3 clusters Score -623951.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -623985.937500 Penalty: 4257.437012 Iteration 12Q: 3 clusters Score -623985.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -624020.062500 Penalty: 4257.437012 Iteration 13Q: 3 clusters Score -624020.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -624056.812500 Penalty: 4257.437012 Iteration 14Q: 3 clusters Score -624056.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -624093.437500 Penalty: 4257.437012 Iteration 15Q: 3 clusters Score -624093.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -624138.000000 Penalty: 4257.437012 Iteration 16Q: 3 clusters Score -624138 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -624192.250000 Penalty: 4257.437012 Iteration 17Q: 3 clusters Score -624192.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -624231.062500 Penalty: 4257.437012 Iteration 18Q: 3 clusters Score -624231.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -624271.750000 Penalty: 4257.437012 Iteration 19Q: 3 clusters Score -624271.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -624309.562500 Penalty: 4257.437012 Iteration 20F: 3 clusters Score -624309.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -624331.062500 Penalty: 4257.437012 Iteration 21Q: 3 clusters Score -624331.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -624358.062500 Penalty: 4257.437012 Iteration 22Q: 3 clusters Score -624358.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -624389.187500 Penalty: 4257.437012 Iteration 23Q: 3 clusters Score -624389.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -624425.500000 Penalty: 4257.437012 Iteration 24Q: 3 clusters Score -624425.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -624483.437500 Penalty: 4257.437012 Iteration 25Q: 3 clusters Score -624483.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -624531.875000 Penalty: 4257.437012 Iteration 26Q: 3 clusters Score -624531.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -624571.187500 Penalty: 4257.437012 Iteration 27Q: 3 clusters Score -624571.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -624615.812500 Penalty: 4257.437012 Iteration 28Q: 3 clusters Score -624615.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -624664.687500 Penalty: 4257.437012 Iteration 29Q: 3 clusters Score -624664.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -624707.437500 Penalty: 4257.437012 Iteration 30Q: 3 clusters Score -624707.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -624741.437500 Penalty: 4257.437012 Iteration 31Q: 3 clusters Score -624741.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -624764.187500 Penalty: 4257.437012 Iteration 32Q: 3 clusters Score -624764.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -624777.750000 Penalty: 4257.437012 Iteration 33Q: 3 clusters Score -624777.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -624792.250000 Penalty: 4257.437012 Iteration 34Q: 3 clusters Score -624792.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -624803.875000 Penalty: 4257.437012 Iteration 35Q: 3 clusters Score -624803.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -624812.937500 Penalty: 4257.437012 Iteration 36Q: 3 clusters Score -624812.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -624820.562500 Penalty: 4257.437012 Iteration 37Q: 3 clusters Score -624820.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -624831.125000 Penalty: 4257.437012 Iteration 38Q: 3 clusters Score -624831.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -624841.562500 Penalty: 4257.437012 Iteration 39Q: 3 clusters Score -624841.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -624852.937500 Penalty: 4257.437012 Iteration 40F: 3 clusters Score -624852.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -624861.312500 Penalty: 4257.437012 Iteration 41Q: 3 clusters Score -624861.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -624865.625000 Penalty: 4257.437012 Iteration 42Q: 3 clusters Score -624865.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -624869.812500 Penalty: 4257.437012 Iteration 43Q: 3 clusters Score -624869.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -624876.062500 Penalty: 4257.437012 Iteration 44Q: 3 clusters Score -624876.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -624880.125000 Penalty: 4257.437012 Iteration 45Q: 3 clusters Score -624880.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -624884.375000 Penalty: 4257.437012 Iteration 46Q: 3 clusters Score -624884.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -624887.000000 Penalty: 4257.437012 Iteration 47Q: 3 clusters Score -624887 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -624889.937500 Penalty: 4257.437012 Iteration 48Q: 3 clusters Score -624889.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -624895.187500 Penalty: 4257.437012 Iteration 49Q: 3 clusters Score -624895.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -624897.875000 Penalty: 4257.437012 Iteration 50Q: 3 clusters Score -624897.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -624901.312500 Penalty: 4257.437012 Iteration 51Q: 3 clusters Score -624901.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -624904.437500 Penalty: 4257.437012 Iteration 52Q: 3 clusters Score -624904.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -624906.312500 Penalty: 4257.437012 Iteration 53Q: 3 clusters Score -624906.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -624908.125000 Penalty: 4257.437012 Iteration 54Q: 3 clusters Score -624908.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -624908.812500 Penalty: 4257.437012 Iteration 55Q: 3 clusters Score -624908.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -624909.437500 Penalty: 4257.437012 Iteration 56Q: 3 clusters Score -624909.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -624909.437500 Penalty: 4257.437012 Iteration 57F: 3 clusters Score -624909.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Entering Unmasked Estep Score: -1133117.500000 Penalty: 2265.579590 Iteration 0F: 2 clusters Score -1133118 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1125844.500000 Penalty: 4531.159180 Iteration 0F: 3 clusters Score -1125844 nChanged 3946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1128023.875000 Penalty: 4531.159180 Iteration 1F: 3 clusters Score -1128024 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1128349.750000 Penalty: 4531.159180 Iteration 2F: 3 clusters Score -1128350 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1128555.375000 Penalty: 4531.159180 Iteration 3Q: 3 clusters Score -1128555 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1128718.375000 Penalty: 4531.159180 Iteration 4Q: 3 clusters Score -1128718 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1128856.625000 Penalty: 4531.159180 Iteration 5Q: 3 clusters Score -1128857 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1128969.625000 Penalty: 4531.159180 Iteration 6Q: 3 clusters Score -1128970 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1129088.000000 Penalty: 4531.159180 Iteration 7Q: 3 clusters Score -1129088 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1129208.375000 Penalty: 4531.159180 Iteration 8Q: 3 clusters Score -1129208 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1129349.000000 Penalty: 4531.159180 Iteration 9Q: 3 clusters Score -1129349 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1129492.875000 Penalty: 4531.159180 Iteration 10Q: 3 clusters Score -1129493 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1129641.625000 Penalty: 4531.159180 Iteration 11Q: 3 clusters Score -1129642 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1129800.125000 Penalty: 4531.159180 Iteration 12Q: 3 clusters Score -1129800 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1129963.125000 Penalty: 4531.159180 Iteration 13Q: 3 clusters Score -1129963 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1130113.625000 Penalty: 4531.159180 Iteration 14Q: 3 clusters Score -1130114 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1130296.875000 Penalty: 4531.159180 Iteration 15Q: 3 clusters Score -1130297 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1130465.750000 Penalty: 4531.159180 Iteration 16Q: 3 clusters Score -1130466 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1130596.000000 Penalty: 4531.159180 Iteration 17Q: 3 clusters Score -1130596 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1130688.000000 Penalty: 4531.159180 Iteration 18Q: 3 clusters Score -1130688 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1130758.875000 Penalty: 4531.159180 Iteration 19Q: 3 clusters Score -1130759 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1130808.875000 Penalty: 4531.159180 Iteration 20F: 3 clusters Score -1130809 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1130845.625000 Penalty: 4531.159180 Iteration 21Q: 3 clusters Score -1130846 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1130872.625000 Penalty: 4531.159180 Iteration 22Q: 3 clusters Score -1130873 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1130891.500000 Penalty: 4531.159180 Iteration 23Q: 3 clusters Score -1130892 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1130913.125000 Penalty: 4531.159180 Iteration 24Q: 3 clusters Score -1130913 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1130933.875000 Penalty: 4531.159180 Iteration 25Q: 3 clusters Score -1130934 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1130951.750000 Penalty: 4531.159180 Iteration 26Q: 3 clusters Score -1130952 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1130963.000000 Penalty: 4531.159180 Iteration 27Q: 3 clusters Score -1130963 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1130971.125000 Penalty: 4531.159180 Iteration 28Q: 3 clusters Score -1130971 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1130985.750000 Penalty: 4531.159180 Iteration 29Q: 3 clusters Score -1130986 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1130992.875000 Penalty: 4531.159180 Iteration 30Q: 3 clusters Score -1130993 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1131002.000000 Penalty: 4531.159180 Iteration 31Q: 3 clusters Score -1131002 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1131018.125000 Penalty: 4531.159180 Iteration 32Q: 3 clusters Score -1131018 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1131027.375000 Penalty: 4531.159180 Iteration 33Q: 3 clusters Score -1131027 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1131033.750000 Penalty: 4531.159180 Iteration 34Q: 3 clusters Score -1131034 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1131039.500000 Penalty: 4531.159180 Iteration 35Q: 3 clusters Score -1131040 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1131046.250000 Penalty: 4531.159180 Iteration 36Q: 3 clusters Score -1131046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1131048.250000 Penalty: 4531.159180 Iteration 37Q: 3 clusters Score -1131048 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1131052.250000 Penalty: 4531.159180 Iteration 38Q: 3 clusters Score -1131052 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1131052.500000 Penalty: 4531.159180 Iteration 39Q: 3 clusters Score -1131052 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -1131053.125000 Penalty: 4531.159180 Iteration 40F: 3 clusters Score -1131053 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1131057.000000 Penalty: 4531.159180 Iteration 41Q: 3 clusters Score -1131057 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1131057.625000 Penalty: 4531.159180 Iteration 42Q: 3 clusters Score -1131058 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1131057.625000 Penalty: 4531.159180 Iteration 43Q: 3 clusters Score -1131058 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1131056.375000 Penalty: 4531.159180 Iteration 44Q: 3 clusters Score -1131056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1131055.250000 Penalty: 4531.159180 Iteration 45Q: 3 clusters Score -1131055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1131058.625000 Penalty: 4531.159180 Iteration 46Q: 3 clusters Score -1131059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1131058.875000 Penalty: 4531.159180 Iteration 47Q: 3 clusters Score -1131059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1131061.250000 Penalty: 4531.159180 Iteration 48Q: 3 clusters Score -1131061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1131060.750000 Penalty: 4531.159180 Iteration 49Q: 3 clusters Score -1131061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1131060.750000 Penalty: 4531.159180 Iteration 50Q: 3 clusters Score -1131061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1131060.500000 Penalty: 4531.159180 Iteration 51Q: 3 clusters Score -1131060 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1131060.500000 Penalty: 4531.159180 Iteration 52F: 3 clusters Score -1131060 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Entering Unmasked Estep Score: -113439.132812 Penalty: 1738.781006 Iteration 0F: 2 clusters Score -113439.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -111562.484375 Penalty: 3477.562012 Iteration 0F: 3 clusters Score -111562.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -111956.656250 Penalty: 3477.562012 Iteration 1F: 3 clusters Score -111956.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -112372.257812 Penalty: 3477.562012 Iteration 2F: 3 clusters Score -112372.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -113148.328125 Penalty: 3477.562012 Iteration 3F: 3 clusters Score -113148.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -113486.171875 Penalty: 3477.562012 Iteration 4F: 3 clusters Score -113486.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -113684.531250 Penalty: 3477.562012 Iteration 5F: 3 clusters Score -113684.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -113846.632812 Penalty: 3477.562012 Iteration 6Q: 3 clusters Score -113846.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -113997.898438 Penalty: 3477.562012 Iteration 7Q: 3 clusters Score -113997.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -114067.906250 Penalty: 3477.562012 Iteration 8Q: 3 clusters Score -114067.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -114088.437500 Penalty: 3477.562012 Iteration 9Q: 3 clusters Score -114088.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -114111.750000 Penalty: 3477.562012 Iteration 10Q: 3 clusters Score -114111.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -114118.648438 Penalty: 3477.562012 Iteration 11Q: 3 clusters Score -114118.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -114120.953125 Penalty: 3477.562012 Iteration 12Q: 3 clusters Score -114121 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -114120.953125 Penalty: 3477.562012 Iteration 13F: 3 clusters Score -114121 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 47610 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25083 members Mstep: Class 5 contains 9619 members Mstep: Class 6 contains 12806 members Mstep: Class 7 contains 266 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 9278 members Mstep: Class 11 contains 843 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 64352 members Mstep: Class 15 contains 160090 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7521 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 5114 members Mstep: Class 23 contains 40327 members Entering Unmasked Estep Score: -52014268.000000 Penalty: 67587.437500 Splitting cluster 11 changes total score from -52014884.000000 to -52014268.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (4583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Entering Unmasked Estep Score: -560610.187500 Penalty: 2090.666992 Iteration 0F: 2 clusters Score -560610.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -556426.875000 Penalty: 4181.333984 Iteration 0F: 3 clusters Score -556426.9 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -557556.062500 Penalty: 4181.333984 Iteration 1F: 3 clusters Score -557556.1 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -557970.625000 Penalty: 4181.333984 Iteration 2F: 3 clusters Score -557970.6 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -558362.750000 Penalty: 4181.333984 Iteration 3F: 3 clusters Score -558362.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -558711.750000 Penalty: 4181.333984 Iteration 4F: 3 clusters Score -558711.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -558951.937500 Penalty: 4181.333984 Iteration 5F: 3 clusters Score -558951.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -559099.937500 Penalty: 4181.333984 Iteration 6Q: 3 clusters Score -559099.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -559203.062500 Penalty: 4181.333984 Iteration 7Q: 3 clusters Score -559203.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -559277.750000 Penalty: 4181.333984 Iteration 8Q: 3 clusters Score -559277.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -559314.937500 Penalty: 4181.333984 Iteration 9Q: 3 clusters Score -559314.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -559342.062500 Penalty: 4181.333984 Iteration 10Q: 3 clusters Score -559342.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -559362.312500 Penalty: 4181.333984 Iteration 11Q: 3 clusters Score -559362.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -559377.437500 Penalty: 4181.333984 Iteration 12Q: 3 clusters Score -559377.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -559385.812500 Penalty: 4181.333984 Iteration 13Q: 3 clusters Score -559385.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -559389.125000 Penalty: 4181.333984 Iteration 14Q: 3 clusters Score -559389.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -559393.937500 Penalty: 4181.333984 Iteration 15Q: 3 clusters Score -559393.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -559400.187500 Penalty: 4181.333984 Iteration 16Q: 3 clusters Score -559400.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -559404.375000 Penalty: 4181.333984 Iteration 17Q: 3 clusters Score -559404.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -559404.875000 Penalty: 4181.333984 Iteration 18Q: 3 clusters Score -559404.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -559406.875000 Penalty: 4181.333984 Iteration 19Q: 3 clusters Score -559406.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -559407.375000 Penalty: 4181.333984 Iteration 20F: 3 clusters Score -559407.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -559408.562500 Penalty: 4181.333984 Iteration 21Q: 3 clusters Score -559408.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -559410.562500 Penalty: 4181.333984 Iteration 22Q: 3 clusters Score -559410.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -559411.875000 Penalty: 4181.333984 Iteration 23Q: 3 clusters Score -559411.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -559413.500000 Penalty: 4181.333984 Iteration 24Q: 3 clusters Score -559413.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -559417.500000 Penalty: 4181.333984 Iteration 25Q: 3 clusters Score -559417.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -559420.625000 Penalty: 4181.333984 Iteration 26Q: 3 clusters Score -559420.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -559422.125000 Penalty: 4181.333984 Iteration 27Q: 3 clusters Score -559422.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -559423.125000 Penalty: 4181.333984 Iteration 28Q: 3 clusters Score -559423.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -559423.500000 Penalty: 4181.333984 Iteration 29Q: 3 clusters Score -559423.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -559423.437500 Penalty: 4181.333984 Iteration 30Q: 3 clusters Score -559423.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -559423.750000 Penalty: 4181.333984 Iteration 31Q: 3 clusters Score -559423.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -559423.750000 Penalty: 4181.333984 Iteration 32F: 3 clusters Score -559423.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (64352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64352 members Entering Unmasked Estep Score: -7915375.000000 Penalty: 2745.886719 Iteration 0F: 2 clusters Score -7915375 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32313 members Mstep: Class 2 contains 32039 members Entering Unmasked Estep Score: -7872191.000000 Penalty: 5491.773438 Iteration 0F: 3 clusters Score -7872191 nChanged 30115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33952 members Mstep: Class 2 contains 30400 members Entering Unmasked Estep Score: -7889349.500000 Penalty: 5491.773438 Iteration 1F: 3 clusters Score -7889350 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35052 members Mstep: Class 2 contains 29300 members Entering Unmasked Estep Score: -7890358.000000 Penalty: 5491.773438 Iteration 2Q: 3 clusters Score -7890358 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36691 members Mstep: Class 2 contains 27661 members Entering Unmasked Estep Score: -7891599.000000 Penalty: 5491.773438 Iteration 3Q: 3 clusters Score -7891599 nChanged 3351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39036 members Mstep: Class 2 contains 25316 members Entering Unmasked Estep Score: -7893190.500000 Penalty: 5491.773438 Iteration 4F: 3 clusters Score -7893190 nChanged 3861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42205 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -7895455.000000 Penalty: 5491.773438 Iteration 5F: 3 clusters Score -7895455 nChanged 4433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46216 members Mstep: Class 2 contains 18136 members Entering Unmasked Estep Score: -7898496.500000 Penalty: 5491.773438 Iteration 6F: 3 clusters Score -7898496 nChanged 4649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50667 members Mstep: Class 2 contains 13685 members Entering Unmasked Estep Score: -7902121.500000 Penalty: 5491.773438 Iteration 7F: 3 clusters Score -7902122 nChanged 4296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54871 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -7905712.000000 Penalty: 5491.773438 Iteration 8F: 3 clusters Score -7905712 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58201 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -7908564.500000 Penalty: 5491.773438 Iteration 9F: 3 clusters Score -7908564 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60440 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -7910389.500000 Penalty: 5491.773438 Iteration 10Q: 3 clusters Score -7910390 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61876 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -7911492.000000 Penalty: 5491.773438 Iteration 11Q: 3 clusters Score -7911492 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62678 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -7912102.500000 Penalty: 5491.773438 Iteration 12Q: 3 clusters Score -7912102 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63139 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -7912435.500000 Penalty: 5491.773438 Iteration 13Q: 3 clusters Score -7912436 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63399 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -7912599.000000 Penalty: 5491.773438 Iteration 14Q: 3 clusters Score -7912599 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63555 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -7912709.500000 Penalty: 5491.773438 Iteration 15Q: 3 clusters Score -7912710 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63645 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -7912774.000000 Penalty: 5491.773438 Iteration 16Q: 3 clusters Score -7912774 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63706 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -7912837.500000 Penalty: 5491.773438 Iteration 17Q: 3 clusters Score -7912838 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63742 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -7912870.500000 Penalty: 5491.773438 Iteration 18Q: 3 clusters Score -7912870 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63771 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -7912885.500000 Penalty: 5491.773438 Iteration 19Q: 3 clusters Score -7912886 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63792 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -7912910.500000 Penalty: 5491.773438 Iteration 20F: 3 clusters Score -7912910 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63815 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -7912911.500000 Penalty: 5491.773438 Iteration 21Q: 3 clusters Score -7912912 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63828 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -7912925.000000 Penalty: 5491.773438 Iteration 22Q: 3 clusters Score -7912925 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63840 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -7912934.000000 Penalty: 5491.773438 Iteration 23Q: 3 clusters Score -7912934 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63851 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -7912945.000000 Penalty: 5491.773438 Iteration 24Q: 3 clusters Score -7912945 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63859 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -7912959.500000 Penalty: 5491.773438 Iteration 25Q: 3 clusters Score -7912960 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63867 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -7912967.500000 Penalty: 5491.773438 Iteration 26Q: 3 clusters Score -7912968 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63877 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -7912971.000000 Penalty: 5491.773438 Iteration 27Q: 3 clusters Score -7912971 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63885 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -7912978.000000 Penalty: 5491.773438 Iteration 28Q: 3 clusters Score -7912978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63892 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -7912999.000000 Penalty: 5491.773438 Iteration 29Q: 3 clusters Score -7912999 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63901 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -7912999.000000 Penalty: 5491.773438 Iteration 30Q: 3 clusters Score -7912999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63907 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -7913016.000000 Penalty: 5491.773438 Iteration 31Q: 3 clusters Score -7913016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63910 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -7913017.500000 Penalty: 5491.773438 Iteration 32Q: 3 clusters Score -7913018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63912 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -7913014.500000 Penalty: 5491.773438 Iteration 33Q: 3 clusters Score -7913014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63914 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -7913010.500000 Penalty: 5491.773438 Iteration 34Q: 3 clusters Score -7913010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63914 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -7913007.500000 Penalty: 5491.773438 Iteration 35Q: 3 clusters Score -7913008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63915 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -7913015.000000 Penalty: 5491.773438 Iteration 36Q: 3 clusters Score -7913015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63916 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -7913015.000000 Penalty: 5491.773438 Iteration 37Q: 3 clusters Score -7913015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63917 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -7913016.500000 Penalty: 5491.773438 Iteration 38Q: 3 clusters Score -7913016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63920 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -7913015.000000 Penalty: 5491.773438 Iteration 39Q: 3 clusters Score -7913015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63923 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -7913021.000000 Penalty: 5491.773438 Iteration 40F: 3 clusters Score -7913021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63924 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -7913021.500000 Penalty: 5491.773438 Iteration 41Q: 3 clusters Score -7913022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63927 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -7913020.500000 Penalty: 5491.773438 Iteration 42Q: 3 clusters Score -7913020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63929 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -7913019.000000 Penalty: 5491.773438 Iteration 43Q: 3 clusters Score -7913019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63930 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -7913015.500000 Penalty: 5491.773438 Iteration 44Q: 3 clusters Score -7913016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63932 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -7913019.000000 Penalty: 5491.773438 Iteration 45Q: 3 clusters Score -7913019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63933 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -7913020.500000 Penalty: 5491.773438 Iteration 46Q: 3 clusters Score -7913020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63934 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -7913023.500000 Penalty: 5491.773438 Iteration 47Q: 3 clusters Score -7913024 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63934 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -7913023.500000 Penalty: 5491.773438 Iteration 48F: 3 clusters Score -7913024 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (160090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160090 members Entering Unmasked Estep Score: -19965258.000000 Penalty: 2971.906006 Iteration 0F: 2 clusters Score -1.996526e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79863 members Mstep: Class 2 contains 80227 members Entering Unmasked Estep Score: -19859764.000000 Penalty: 5943.812012 Iteration 0F: 3 clusters Score -1.985976e+07 nChanged 76702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76259 members Mstep: Class 2 contains 83831 members Entering Unmasked Estep Score: -19904728.000000 Penalty: 5943.812012 Iteration 1F: 3 clusters Score -1.990473e+07 nChanged 5008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73523 members Mstep: Class 2 contains 86567 members Entering Unmasked Estep Score: -19905970.000000 Penalty: 5943.812012 Iteration 2Q: 3 clusters Score -1.990597e+07 nChanged 6212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69173 members Mstep: Class 2 contains 90917 members Entering Unmasked Estep Score: -19907972.000000 Penalty: 5943.812012 Iteration 3Q: 3 clusters Score -1.990797e+07 nChanged 8431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62348 members Mstep: Class 2 contains 97742 members Entering Unmasked Estep Score: -19911716.000000 Penalty: 5943.812012 Iteration 4F: 3 clusters Score -1.991172e+07 nChanged 11025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52833 members Mstep: Class 2 contains 107257 members Entering Unmasked Estep Score: -19918666.000000 Penalty: 5943.812012 Iteration 5F: 3 clusters Score -1.991867e+07 nChanged 13195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40864 members Mstep: Class 2 contains 119226 members Entering Unmasked Estep Score: -19928498.000000 Penalty: 5943.812012 Iteration 6F: 3 clusters Score -1.99285e+07 nChanged 13070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28622 members Mstep: Class 2 contains 131468 members Entering Unmasked Estep Score: -19939360.000000 Penalty: 5943.812012 Iteration 7F: 3 clusters Score -1.993936e+07 nChanged 10499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18515 members Mstep: Class 2 contains 141575 members Entering Unmasked Estep Score: -19948372.000000 Penalty: 5943.812012 Iteration 8F: 3 clusters Score -1.994837e+07 nChanged 7337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 148796 members Entering Unmasked Estep Score: -19954596.000000 Penalty: 5943.812012 Iteration 9Q: 3 clusters Score -1.99546e+07 nChanged 4739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 153497 members Entering Unmasked Estep Score: -19958228.000000 Penalty: 5943.812012 Iteration 10Q: 3 clusters Score -1.995823e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 156357 members Entering Unmasked Estep Score: -19960286.000000 Penalty: 5943.812012 Iteration 11Q: 3 clusters Score -1.996029e+07 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 157916 members Entering Unmasked Estep Score: -19961526.000000 Penalty: 5943.812012 Iteration 12Q: 3 clusters Score -1.996153e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 158679 members Entering Unmasked Estep Score: -19961972.000000 Penalty: 5943.812012 Iteration 13Q: 3 clusters Score -1.996197e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 159023 members Entering Unmasked Estep Score: -19962256.000000 Penalty: 5943.812012 Iteration 14Q: 3 clusters Score -1.996226e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 159181 members Entering Unmasked Estep Score: -19962412.000000 Penalty: 5943.812012 Iteration 15Q: 3 clusters Score -1.996241e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 159293 members Entering Unmasked Estep Score: -19962544.000000 Penalty: 5943.812012 Iteration 16Q: 3 clusters Score -1.996254e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 159353 members Entering Unmasked Estep Score: -19962602.000000 Penalty: 5943.812012 Iteration 17Q: 3 clusters Score -1.99626e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 159390 members Entering Unmasked Estep Score: -19962634.000000 Penalty: 5943.812012 Iteration 18Q: 3 clusters Score -1.996263e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 159416 members Entering Unmasked Estep Score: -19962668.000000 Penalty: 5943.812012 Iteration 19Q: 3 clusters Score -1.996267e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 159438 members Entering Unmasked Estep Score: -19962692.000000 Penalty: 5943.812012 Iteration 20F: 3 clusters Score -1.996269e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 159455 members Entering Unmasked Estep Score: -19962702.000000 Penalty: 5943.812012 Iteration 21Q: 3 clusters Score -1.99627e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 159465 members Entering Unmasked Estep Score: -19962734.000000 Penalty: 5943.812012 Iteration 22Q: 3 clusters Score -1.996273e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 159470 members Entering Unmasked Estep Score: -19962744.000000 Penalty: 5943.812012 Iteration 23Q: 3 clusters Score -1.996274e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 159475 members Entering Unmasked Estep Score: -19962770.000000 Penalty: 5943.812012 Iteration 24Q: 3 clusters Score -1.996277e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 159478 members Entering Unmasked Estep Score: -19962750.000000 Penalty: 5943.812012 Iteration 25Q: 3 clusters Score -1.996275e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 159479 members Entering Unmasked Estep Score: -19962750.000000 Penalty: 5943.812012 Iteration 26Q: 3 clusters Score -1.996275e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 159481 members Entering Unmasked Estep Score: -19962760.000000 Penalty: 5943.812012 Iteration 27Q: 3 clusters Score -1.996276e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 159481 members Entering Unmasked Estep Score: -19962754.000000 Penalty: 5943.812012 Iteration 28Q: 3 clusters Score -1.996275e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 159482 members Entering Unmasked Estep Score: -19962760.000000 Penalty: 5943.812012 Iteration 29Q: 3 clusters Score -1.996276e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 159482 members Entering Unmasked Estep Score: -19962760.000000 Penalty: 5943.812012 Iteration 30F: 3 clusters Score -1.996276e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -63742.578125 Penalty: 1592.562378 Iteration 0F: 2 clusters Score -63742.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -62146.031250 Penalty: 3185.124756 Iteration 0F: 3 clusters Score -62146.03 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -62437.746094 Penalty: 3185.124756 Iteration 1F: 3 clusters Score -62437.75 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -62600.957031 Penalty: 3185.124756 Iteration 2F: 3 clusters Score -62600.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -62749.910156 Penalty: 3185.124756 Iteration 3F: 3 clusters Score -62749.91 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -63002.269531 Penalty: 3185.124756 Iteration 4F: 3 clusters Score -63002.27 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -63228.804688 Penalty: 3185.124756 Iteration 5F: 3 clusters Score -63228.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -63369.066406 Penalty: 3185.124756 Iteration 6Q: 3 clusters Score -63369.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -63410.875000 Penalty: 3185.124756 Iteration 7Q: 3 clusters Score -63410.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -63423.117188 Penalty: 3185.124756 Iteration 8Q: 3 clusters Score -63423.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -63431.355469 Penalty: 3185.124756 Iteration 9Q: 3 clusters Score -63431.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -63436.640625 Penalty: 3185.124756 Iteration 10Q: 3 clusters Score -63436.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -63444.246094 Penalty: 3185.124756 Iteration 11Q: 3 clusters Score -63444.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -63448.640625 Penalty: 3185.124756 Iteration 12Q: 3 clusters Score -63448.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -63454.585938 Penalty: 3185.124756 Iteration 13Q: 3 clusters Score -63454.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -63456.000000 Penalty: 3185.124756 Iteration 14Q: 3 clusters Score -63456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -63456.000000 Penalty: 3185.124756 Iteration 15F: 3 clusters Score -63456 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Entering Unmasked Estep Score: -901598.062500 Penalty: 2213.512695 Iteration 0F: 2 clusters Score -901598.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -895515.750000 Penalty: 4427.025391 Iteration 0F: 3 clusters Score -895515.8 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -897094.125000 Penalty: 4427.025391 Iteration 1F: 3 clusters Score -897094.1 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -897319.000000 Penalty: 4427.025391 Iteration 2F: 3 clusters Score -897319 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -897454.187500 Penalty: 4427.025391 Iteration 3Q: 3 clusters Score -897454.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -897543.875000 Penalty: 4427.025391 Iteration 4Q: 3 clusters Score -897543.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -897605.812500 Penalty: 4427.025391 Iteration 5Q: 3 clusters Score -897605.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -897659.125000 Penalty: 4427.025391 Iteration 6Q: 3 clusters Score -897659.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -897705.375000 Penalty: 4427.025391 Iteration 7Q: 3 clusters Score -897705.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -897742.187500 Penalty: 4427.025391 Iteration 8Q: 3 clusters Score -897742.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -897772.562500 Penalty: 4427.025391 Iteration 9Q: 3 clusters Score -897772.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -897810.750000 Penalty: 4427.025391 Iteration 10Q: 3 clusters Score -897810.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -897838.875000 Penalty: 4427.025391 Iteration 11Q: 3 clusters Score -897838.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -897857.062500 Penalty: 4427.025391 Iteration 12Q: 3 clusters Score -897857.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -897877.875000 Penalty: 4427.025391 Iteration 13Q: 3 clusters Score -897877.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -897899.312500 Penalty: 4427.025391 Iteration 14Q: 3 clusters Score -897899.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -897917.562500 Penalty: 4427.025391 Iteration 15Q: 3 clusters Score -897917.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -897939.125000 Penalty: 4427.025391 Iteration 16Q: 3 clusters Score -897939.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -897965.312500 Penalty: 4427.025391 Iteration 17Q: 3 clusters Score -897965.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -898010.875000 Penalty: 4427.025391 Iteration 18Q: 3 clusters Score -898010.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -898062.937500 Penalty: 4427.025391 Iteration 19Q: 3 clusters Score -898062.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -898131.062500 Penalty: 4427.025391 Iteration 20F: 3 clusters Score -898131.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -898229.437500 Penalty: 4427.025391 Iteration 21Q: 3 clusters Score -898229.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -898349.187500 Penalty: 4427.025391 Iteration 22Q: 3 clusters Score -898349.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -898467.625000 Penalty: 4427.025391 Iteration 23Q: 3 clusters Score -898467.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -898618.062500 Penalty: 4427.025391 Iteration 24Q: 3 clusters Score -898618.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -898782.437500 Penalty: 4427.025391 Iteration 25Q: 3 clusters Score -898782.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -898918.562500 Penalty: 4427.025391 Iteration 26Q: 3 clusters Score -898918.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -899062.937500 Penalty: 4427.025391 Iteration 27Q: 3 clusters Score -899062.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -899167.062500 Penalty: 4427.025391 Iteration 28Q: 3 clusters Score -899167.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -899265.125000 Penalty: 4427.025391 Iteration 29Q: 3 clusters Score -899265.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -899331.875000 Penalty: 4427.025391 Iteration 30Q: 3 clusters Score -899331.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -899388.750000 Penalty: 4427.025391 Iteration 31Q: 3 clusters Score -899388.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -899431.750000 Penalty: 4427.025391 Iteration 32Q: 3 clusters Score -899431.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -899463.687500 Penalty: 4427.025391 Iteration 33Q: 3 clusters Score -899463.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -899487.250000 Penalty: 4427.025391 Iteration 34Q: 3 clusters Score -899487.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -899505.125000 Penalty: 4427.025391 Iteration 35Q: 3 clusters Score -899505.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -899517.250000 Penalty: 4427.025391 Iteration 36Q: 3 clusters Score -899517.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -899532.437500 Penalty: 4427.025391 Iteration 37Q: 3 clusters Score -899532.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -899543.250000 Penalty: 4427.025391 Iteration 38Q: 3 clusters Score -899543.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -899553.875000 Penalty: 4427.025391 Iteration 39Q: 3 clusters Score -899553.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -899560.937500 Penalty: 4427.025391 Iteration 40F: 3 clusters Score -899560.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -899565.812500 Penalty: 4427.025391 Iteration 41Q: 3 clusters Score -899565.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -899570.500000 Penalty: 4427.025391 Iteration 42Q: 3 clusters Score -899570.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -899578.625000 Penalty: 4427.025391 Iteration 43Q: 3 clusters Score -899578.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -899582.625000 Penalty: 4427.025391 Iteration 44Q: 3 clusters Score -899582.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -899586.562500 Penalty: 4427.025391 Iteration 45Q: 3 clusters Score -899586.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -899589.062500 Penalty: 4427.025391 Iteration 46Q: 3 clusters Score -899589.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -899593.187500 Penalty: 4427.025391 Iteration 47Q: 3 clusters Score -899593.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -899594.250000 Penalty: 4427.025391 Iteration 48Q: 3 clusters Score -899594.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -899598.187500 Penalty: 4427.025391 Iteration 49Q: 3 clusters Score -899598.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -899599.562500 Penalty: 4427.025391 Iteration 50Q: 3 clusters Score -899599.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -899603.625000 Penalty: 4427.025391 Iteration 51Q: 3 clusters Score -899603.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -899604.437500 Penalty: 4427.025391 Iteration 52Q: 3 clusters Score -899604.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -899605.187500 Penalty: 4427.025391 Iteration 53Q: 3 clusters Score -899605.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -899608.375000 Penalty: 4427.025391 Iteration 54Q: 3 clusters Score -899608.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -899609.062500 Penalty: 4427.025391 Iteration 55Q: 3 clusters Score -899609.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -899610.562500 Penalty: 4427.025391 Iteration 56Q: 3 clusters Score -899610.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -899610.562500 Penalty: 4427.025391 Iteration 57Q: 3 clusters Score -899610.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -899611.500000 Penalty: 4427.025391 Iteration 58Q: 3 clusters Score -899611.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -899612.500000 Penalty: 4427.025391 Iteration 59Q: 3 clusters Score -899612.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -899613.687500 Penalty: 4427.025391 Iteration 60F: 3 clusters Score -899613.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -899614.500000 Penalty: 4427.025391 Iteration 61Q: 3 clusters Score -899614.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -899617.562500 Penalty: 4427.025391 Iteration 62Q: 3 clusters Score -899617.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -899621.000000 Penalty: 4427.025391 Iteration 63Q: 3 clusters Score -899621 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -899622.000000 Penalty: 4427.025391 Iteration 64Q: 3 clusters Score -899622 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -899626.875000 Penalty: 4427.025391 Iteration 65Q: 3 clusters Score -899626.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -899629.812500 Penalty: 4427.025391 Iteration 66Q: 3 clusters Score -899629.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -899637.125000 Penalty: 4427.025391 Iteration 67Q: 3 clusters Score -899637.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -899642.125000 Penalty: 4427.025391 Iteration 68Q: 3 clusters Score -899642.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -899649.875000 Penalty: 4427.025391 Iteration 69Q: 3 clusters Score -899649.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -899659.250000 Penalty: 4427.025391 Iteration 70Q: 3 clusters Score -899659.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -899666.812500 Penalty: 4427.025391 Iteration 71Q: 3 clusters Score -899666.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -899676.250000 Penalty: 4427.025391 Iteration 72Q: 3 clusters Score -899676.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -899682.750000 Penalty: 4427.025391 Iteration 73Q: 3 clusters Score -899682.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -899692.250000 Penalty: 4427.025391 Iteration 74Q: 3 clusters Score -899692.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -899699.062500 Penalty: 4427.025391 Iteration 75Q: 3 clusters Score -899699.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -899711.562500 Penalty: 4427.025391 Iteration 76Q: 3 clusters Score -899711.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -899727.187500 Penalty: 4427.025391 Iteration 77Q: 3 clusters Score -899727.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -899754.625000 Penalty: 4427.025391 Iteration 78Q: 3 clusters Score -899754.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -899811.312500 Penalty: 4427.025391 Iteration 79Q: 3 clusters Score -899811.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -899909.250000 Penalty: 4427.025391 Iteration 80F: 3 clusters Score -899909.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -899997.625000 Penalty: 4427.025391 Iteration 81Q: 3 clusters Score -899997.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -900049.187500 Penalty: 4427.025391 Iteration 82Q: 3 clusters Score -900049.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -900069.937500 Penalty: 4427.025391 Iteration 83Q: 3 clusters Score -900069.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -900081.875000 Penalty: 4427.025391 Iteration 84Q: 3 clusters Score -900081.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -900093.937500 Penalty: 4427.025391 Iteration 85Q: 3 clusters Score -900093.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -900100.375000 Penalty: 4427.025391 Iteration 86Q: 3 clusters Score -900100.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -900105.187500 Penalty: 4427.025391 Iteration 87Q: 3 clusters Score -900105.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -900108.125000 Penalty: 4427.025391 Iteration 88Q: 3 clusters Score -900108.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -900111.750000 Penalty: 4427.025391 Iteration 89Q: 3 clusters Score -900111.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -900113.125000 Penalty: 4427.025391 Iteration 90Q: 3 clusters Score -900113.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -900115.562500 Penalty: 4427.025391 Iteration 91Q: 3 clusters Score -900115.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -900117.812500 Penalty: 4427.025391 Iteration 92Q: 3 clusters Score -900117.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -900119.312500 Penalty: 4427.025391 Iteration 93Q: 3 clusters Score -900119.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -900120.812500 Penalty: 4427.025391 Iteration 94Q: 3 clusters Score -900120.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -900121.750000 Penalty: 4427.025391 Iteration 95Q: 3 clusters Score -900121.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -900122.687500 Penalty: 4427.025391 Iteration 96Q: 3 clusters Score -900122.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -900122.437500 Penalty: 4427.025391 Iteration 97Q: 3 clusters Score -900122.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -900122.437500 Penalty: 4427.025391 Iteration 98F: 3 clusters Score -900122.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Entering Unmasked Estep Score: -134886.812500 Penalty: 1764.059204 Iteration 0F: 2 clusters Score -134886.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -132924.812500 Penalty: 3528.118408 Iteration 0F: 3 clusters Score -132924.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -133650.875000 Penalty: 3528.118408 Iteration 1F: 3 clusters Score -133650.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -134282.812500 Penalty: 3528.118408 Iteration 2F: 3 clusters Score -134282.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -134682.906250 Penalty: 3528.118408 Iteration 3F: 3 clusters Score -134682.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -134926.843750 Penalty: 3528.118408 Iteration 4F: 3 clusters Score -134926.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -135192.031250 Penalty: 3528.118408 Iteration 5Q: 3 clusters Score -135192 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -135381.218750 Penalty: 3528.118408 Iteration 6Q: 3 clusters Score -135381.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -135580.046875 Penalty: 3528.118408 Iteration 7Q: 3 clusters Score -135580 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -135777.453125 Penalty: 3528.118408 Iteration 8Q: 3 clusters Score -135777.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -135962.515625 Penalty: 3528.118408 Iteration 9Q: 3 clusters Score -135962.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -136020.218750 Penalty: 3528.118408 Iteration 10Q: 3 clusters Score -136020.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -136045.281250 Penalty: 3528.118408 Iteration 11Q: 3 clusters Score -136045.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -136060.234375 Penalty: 3528.118408 Iteration 12Q: 3 clusters Score -136060.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -136067.906250 Penalty: 3528.118408 Iteration 13Q: 3 clusters Score -136067.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -136070.281250 Penalty: 3528.118408 Iteration 14Q: 3 clusters Score -136070.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -136070.281250 Penalty: 3528.118408 Iteration 15F: 3 clusters Score -136070.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 47610 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25083 members Mstep: Class 5 contains 9619 members Mstep: Class 6 contains 12806 members Mstep: Class 7 contains 662 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 9278 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 64352 members Mstep: Class 15 contains 160090 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7521 members Mstep: Class 18 contains 566 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 5114 members Mstep: Class 23 contains 40327 members Entering Unmasked Estep Score: -52014832.000000 Penalty: 67587.437500 Splitting cluster 18 changes total score from -52014884.000000 to -52014832.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (7060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Entering Unmasked Estep Score: -825097.437500 Penalty: 2197.825684 Iteration 0F: 2 clusters Score -825097.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -819275.312500 Penalty: 4395.651367 Iteration 0F: 3 clusters Score -819275.3 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -820808.687500 Penalty: 4395.651367 Iteration 1F: 3 clusters Score -820808.7 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -821092.437500 Penalty: 4395.651367 Iteration 2F: 3 clusters Score -821092.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -821267.750000 Penalty: 4395.651367 Iteration 3F: 3 clusters Score -821267.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -821403.562500 Penalty: 4395.651367 Iteration 4Q: 3 clusters Score -821403.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -821524.062500 Penalty: 4395.651367 Iteration 5Q: 3 clusters Score -821524.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -821630.750000 Penalty: 4395.651367 Iteration 6Q: 3 clusters Score -821630.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -821733.312500 Penalty: 4395.651367 Iteration 7Q: 3 clusters Score -821733.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -821826.937500 Penalty: 4395.651367 Iteration 8Q: 3 clusters Score -821826.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -821910.437500 Penalty: 4395.651367 Iteration 9Q: 3 clusters Score -821910.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -821996.125000 Penalty: 4395.651367 Iteration 10Q: 3 clusters Score -821996.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -822072.437500 Penalty: 4395.651367 Iteration 11Q: 3 clusters Score -822072.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -822150.937500 Penalty: 4395.651367 Iteration 12Q: 3 clusters Score -822150.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -822229.312500 Penalty: 4395.651367 Iteration 13Q: 3 clusters Score -822229.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -822296.562500 Penalty: 4395.651367 Iteration 14Q: 3 clusters Score -822296.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -822362.000000 Penalty: 4395.651367 Iteration 15Q: 3 clusters Score -822362 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -822441.062500 Penalty: 4395.651367 Iteration 16Q: 3 clusters Score -822441.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -822509.312500 Penalty: 4395.651367 Iteration 17Q: 3 clusters Score -822509.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -822578.625000 Penalty: 4395.651367 Iteration 18Q: 3 clusters Score -822578.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -822638.062500 Penalty: 4395.651367 Iteration 19Q: 3 clusters Score -822638.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -822691.437500 Penalty: 4395.651367 Iteration 20F: 3 clusters Score -822691.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -822735.750000 Penalty: 4395.651367 Iteration 21Q: 3 clusters Score -822735.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -822778.000000 Penalty: 4395.651367 Iteration 22Q: 3 clusters Score -822778 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -822819.312500 Penalty: 4395.651367 Iteration 23Q: 3 clusters Score -822819.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -822849.937500 Penalty: 4395.651367 Iteration 24Q: 3 clusters Score -822849.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -822876.187500 Penalty: 4395.651367 Iteration 25Q: 3 clusters Score -822876.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -822899.750000 Penalty: 4395.651367 Iteration 26Q: 3 clusters Score -822899.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -822919.500000 Penalty: 4395.651367 Iteration 27Q: 3 clusters Score -822919.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -822936.312500 Penalty: 4395.651367 Iteration 28Q: 3 clusters Score -822936.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -822958.000000 Penalty: 4395.651367 Iteration 29Q: 3 clusters Score -822958 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -822975.187500 Penalty: 4395.651367 Iteration 30Q: 3 clusters Score -822975.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -822988.937500 Penalty: 4395.651367 Iteration 31Q: 3 clusters Score -822988.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -823005.687500 Penalty: 4395.651367 Iteration 32Q: 3 clusters Score -823005.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -823018.937500 Penalty: 4395.651367 Iteration 33Q: 3 clusters Score -823018.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -823029.312500 Penalty: 4395.651367 Iteration 34Q: 3 clusters Score -823029.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -823038.375000 Penalty: 4395.651367 Iteration 35Q: 3 clusters Score -823038.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -823040.937500 Penalty: 4395.651367 Iteration 36Q: 3 clusters Score -823040.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -823047.875000 Penalty: 4395.651367 Iteration 37Q: 3 clusters Score -823047.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -823054.250000 Penalty: 4395.651367 Iteration 38Q: 3 clusters Score -823054.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -823063.687500 Penalty: 4395.651367 Iteration 39Q: 3 clusters Score -823063.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -823072.750000 Penalty: 4395.651367 Iteration 40F: 3 clusters Score -823072.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -823079.687500 Penalty: 4395.651367 Iteration 41Q: 3 clusters Score -823079.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -823083.875000 Penalty: 4395.651367 Iteration 42Q: 3 clusters Score -823083.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -823088.625000 Penalty: 4395.651367 Iteration 43Q: 3 clusters Score -823088.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -823094.437500 Penalty: 4395.651367 Iteration 44Q: 3 clusters Score -823094.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -823099.250000 Penalty: 4395.651367 Iteration 45Q: 3 clusters Score -823099.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -823103.687500 Penalty: 4395.651367 Iteration 46Q: 3 clusters Score -823103.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -823106.125000 Penalty: 4395.651367 Iteration 47Q: 3 clusters Score -823106.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -823110.687500 Penalty: 4395.651367 Iteration 48Q: 3 clusters Score -823110.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -823124.312500 Penalty: 4395.651367 Iteration 49Q: 3 clusters Score -823124.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -823135.500000 Penalty: 4395.651367 Iteration 50Q: 3 clusters Score -823135.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -823148.625000 Penalty: 4395.651367 Iteration 51Q: 3 clusters Score -823148.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -823167.875000 Penalty: 4395.651367 Iteration 52Q: 3 clusters Score -823167.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -823179.500000 Penalty: 4395.651367 Iteration 53Q: 3 clusters Score -823179.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -823189.875000 Penalty: 4395.651367 Iteration 54Q: 3 clusters Score -823189.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -823197.375000 Penalty: 4395.651367 Iteration 55Q: 3 clusters Score -823197.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -823201.750000 Penalty: 4395.651367 Iteration 56Q: 3 clusters Score -823201.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -823210.437500 Penalty: 4395.651367 Iteration 57Q: 3 clusters Score -823210.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -823220.687500 Penalty: 4395.651367 Iteration 58Q: 3 clusters Score -823220.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -823237.125000 Penalty: 4395.651367 Iteration 59Q: 3 clusters Score -823237.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -823250.312500 Penalty: 4395.651367 Iteration 60F: 3 clusters Score -823250.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -823260.437500 Penalty: 4395.651367 Iteration 61Q: 3 clusters Score -823260.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -823271.437500 Penalty: 4395.651367 Iteration 62Q: 3 clusters Score -823271.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -823282.000000 Penalty: 4395.651367 Iteration 63Q: 3 clusters Score -823282 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -823289.187500 Penalty: 4395.651367 Iteration 64Q: 3 clusters Score -823289.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -823296.625000 Penalty: 4395.651367 Iteration 65Q: 3 clusters Score -823296.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -823299.812500 Penalty: 4395.651367 Iteration 66Q: 3 clusters Score -823299.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -823301.437500 Penalty: 4395.651367 Iteration 67Q: 3 clusters Score -823301.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -823304.750000 Penalty: 4395.651367 Iteration 68Q: 3 clusters Score -823304.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -823306.500000 Penalty: 4395.651367 Iteration 69Q: 3 clusters Score -823306.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -823306.250000 Penalty: 4395.651367 Iteration 70Q: 3 clusters Score -823306.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -823309.937500 Penalty: 4395.651367 Iteration 71Q: 3 clusters Score -823309.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -823314.312500 Penalty: 4395.651367 Iteration 72Q: 3 clusters Score -823314.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -823315.312500 Penalty: 4395.651367 Iteration 73Q: 3 clusters Score -823315.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -823316.875000 Penalty: 4395.651367 Iteration 74Q: 3 clusters Score -823316.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -823319.312500 Penalty: 4395.651367 Iteration 75Q: 3 clusters Score -823319.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -823320.750000 Penalty: 4395.651367 Iteration 76Q: 3 clusters Score -823320.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -823321.125000 Penalty: 4395.651367 Iteration 77Q: 3 clusters Score -823321.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -823322.375000 Penalty: 4395.651367 Iteration 78Q: 3 clusters Score -823322.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -823322.375000 Penalty: 4395.651367 Iteration 79F: 3 clusters Score -823322.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Entering Unmasked Estep Score: -1188080.250000 Penalty: 2288.880859 Iteration 0F: 2 clusters Score -1188080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1180348.625000 Penalty: 4577.761719 Iteration 0F: 3 clusters Score -1180349 nChanged 4256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1182794.000000 Penalty: 4577.761719 Iteration 1F: 3 clusters Score -1182794 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1183251.125000 Penalty: 4577.761719 Iteration 2F: 3 clusters Score -1183251 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1183622.000000 Penalty: 4577.761719 Iteration 3F: 3 clusters Score -1183622 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -1184010.875000 Penalty: 4577.761719 Iteration 4F: 3 clusters Score -1184011 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1184488.375000 Penalty: 4577.761719 Iteration 5F: 3 clusters Score -1184488 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -1185100.625000 Penalty: 4577.761719 Iteration 6F: 3 clusters Score -1185101 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1185703.750000 Penalty: 4577.761719 Iteration 7F: 3 clusters Score -1185704 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1186228.000000 Penalty: 4577.761719 Iteration 8F: 3 clusters Score -1186228 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1186568.250000 Penalty: 4577.761719 Iteration 9Q: 3 clusters Score -1186568 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -1186776.000000 Penalty: 4577.761719 Iteration 10Q: 3 clusters Score -1186776 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1186919.250000 Penalty: 4577.761719 Iteration 11Q: 3 clusters Score -1186919 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1186994.750000 Penalty: 4577.761719 Iteration 12Q: 3 clusters Score -1186995 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1187037.625000 Penalty: 4577.761719 Iteration 13Q: 3 clusters Score -1187038 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -1187063.500000 Penalty: 4577.761719 Iteration 14Q: 3 clusters Score -1187064 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1187079.500000 Penalty: 4577.761719 Iteration 15Q: 3 clusters Score -1187080 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1187094.250000 Penalty: 4577.761719 Iteration 16Q: 3 clusters Score -1187094 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1187102.375000 Penalty: 4577.761719 Iteration 17Q: 3 clusters Score -1187102 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -1187111.750000 Penalty: 4577.761719 Iteration 18Q: 3 clusters Score -1187112 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1187120.625000 Penalty: 4577.761719 Iteration 19Q: 3 clusters Score -1187121 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1187128.125000 Penalty: 4577.761719 Iteration 20F: 3 clusters Score -1187128 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1187139.750000 Penalty: 4577.761719 Iteration 21Q: 3 clusters Score -1187140 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -1187147.375000 Penalty: 4577.761719 Iteration 22Q: 3 clusters Score -1187147 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1187153.125000 Penalty: 4577.761719 Iteration 23Q: 3 clusters Score -1187153 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -1187158.000000 Penalty: 4577.761719 Iteration 24Q: 3 clusters Score -1187158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1187158.625000 Penalty: 4577.761719 Iteration 25Q: 3 clusters Score -1187159 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1187157.625000 Penalty: 4577.761719 Iteration 26Q: 3 clusters Score -1187158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1187158.250000 Penalty: 4577.761719 Iteration 27Q: 3 clusters Score -1187158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1187160.125000 Penalty: 4577.761719 Iteration 28Q: 3 clusters Score -1187160 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1187163.125000 Penalty: 4577.761719 Iteration 29Q: 3 clusters Score -1187163 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1187167.875000 Penalty: 4577.761719 Iteration 30Q: 3 clusters Score -1187168 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1187167.625000 Penalty: 4577.761719 Iteration 31Q: 3 clusters Score -1187168 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1187170.625000 Penalty: 4577.761719 Iteration 32Q: 3 clusters Score -1187171 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1187168.750000 Penalty: 4577.761719 Iteration 33Q: 3 clusters Score -1187169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1187172.375000 Penalty: 4577.761719 Iteration 34Q: 3 clusters Score -1187172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1187173.875000 Penalty: 4577.761719 Iteration 35Q: 3 clusters Score -1187174 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -1187176.500000 Penalty: 4577.761719 Iteration 36Q: 3 clusters Score -1187176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1187178.875000 Penalty: 4577.761719 Iteration 37Q: 3 clusters Score -1187179 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -1187179.000000 Penalty: 4577.761719 Iteration 38Q: 3 clusters Score -1187179 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1187177.750000 Penalty: 4577.761719 Iteration 39Q: 3 clusters Score -1187178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1187178.000000 Penalty: 4577.761719 Iteration 40F: 3 clusters Score -1187178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1187183.875000 Penalty: 4577.761719 Iteration 41Q: 3 clusters Score -1187184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1187181.500000 Penalty: 4577.761719 Iteration 42Q: 3 clusters Score -1187182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1187181.250000 Penalty: 4577.761719 Iteration 43Q: 3 clusters Score -1187181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1187178.875000 Penalty: 4577.761719 Iteration 44Q: 3 clusters Score -1187179 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1187179.750000 Penalty: 4577.761719 Iteration 45Q: 3 clusters Score -1187180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1187179.750000 Penalty: 4577.761719 Iteration 46F: 3 clusters Score -1187180 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -86817.320312 Penalty: 1643.097290 Iteration 0F: 2 clusters Score -86817.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -85082.945312 Penalty: 3286.194580 Iteration 0F: 3 clusters Score -85082.95 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -85357.070312 Penalty: 3286.194580 Iteration 1F: 3 clusters Score -85357.07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -85449.687500 Penalty: 3286.194580 Iteration 2F: 3 clusters Score -85449.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -85517.343750 Penalty: 3286.194580 Iteration 3Q: 3 clusters Score -85517.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -85573.460938 Penalty: 3286.194580 Iteration 4Q: 3 clusters Score -85573.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -85621.304688 Penalty: 3286.194580 Iteration 5Q: 3 clusters Score -85621.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -85670.710938 Penalty: 3286.194580 Iteration 6Q: 3 clusters Score -85670.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -85709.687500 Penalty: 3286.194580 Iteration 7Q: 3 clusters Score -85709.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -85756.296875 Penalty: 3286.194580 Iteration 8Q: 3 clusters Score -85756.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -85824.992188 Penalty: 3286.194580 Iteration 9Q: 3 clusters Score -85824.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -85882.515625 Penalty: 3286.194580 Iteration 10Q: 3 clusters Score -85882.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -85940.312500 Penalty: 3286.194580 Iteration 11Q: 3 clusters Score -85940.31 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -86032.101562 Penalty: 3286.194580 Iteration 12Q: 3 clusters Score -86032.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -86145.367188 Penalty: 3286.194580 Iteration 13Q: 3 clusters Score -86145.37 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -86313.703125 Penalty: 3286.194580 Iteration 14Q: 3 clusters Score -86313.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -86793.820312 Penalty: 3286.194580 Iteration 15Q: 3 clusters Score -86793.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -87374.273438 Penalty: 3286.194580 Iteration 16Q: 3 clusters Score -87374.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -87475.484375 Penalty: 3286.194580 Iteration 17Q: 3 clusters Score -87475.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -87526.796875 Penalty: 3286.194580 Iteration 18Q: 3 clusters Score -87526.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -87608.257812 Penalty: 3286.194580 Iteration 19Q: 3 clusters Score -87608.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -87640.710938 Penalty: 3286.194580 Iteration 20F: 3 clusters Score -87640.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -87671.851562 Penalty: 3286.194580 Iteration 21Q: 3 clusters Score -87671.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -87696.226562 Penalty: 3286.194580 Iteration 22Q: 3 clusters Score -87696.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -87696.226562 Penalty: 3286.194580 Iteration 23F: 3 clusters Score -87696.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 47610 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25083 members Mstep: Class 5 contains 9619 members Mstep: Class 6 contains 12806 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 9278 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 64352 members Mstep: Class 15 contains 160090 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7521 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 511 members Mstep: Class 22 contains 5114 members Mstep: Class 23 contains 40327 members Entering Unmasked Estep Score: -52014396.000000 Penalty: 67587.437500 Splitting cluster 21 changes total score from -52014884.000000 to -52014396.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (5114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Entering Unmasked Estep Score: -579166.250000 Penalty: 2117.854736 Iteration 0F: 2 clusters Score -579166.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -574556.187500 Penalty: 4235.709473 Iteration 0F: 3 clusters Score -574556.2 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -575753.312500 Penalty: 4235.709473 Iteration 1F: 3 clusters Score -575753.3 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -576023.437500 Penalty: 4235.709473 Iteration 2F: 3 clusters Score -576023.4 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -576204.187500 Penalty: 4235.709473 Iteration 3F: 3 clusters Score -576204.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -576345.687500 Penalty: 4235.709473 Iteration 4Q: 3 clusters Score -576345.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -576453.812500 Penalty: 4235.709473 Iteration 5Q: 3 clusters Score -576453.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -576519.312500 Penalty: 4235.709473 Iteration 6Q: 3 clusters Score -576519.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -576575.312500 Penalty: 4235.709473 Iteration 7Q: 3 clusters Score -576575.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -576657.000000 Penalty: 4235.709473 Iteration 8Q: 3 clusters Score -576657 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -576734.500000 Penalty: 4235.709473 Iteration 9Q: 3 clusters Score -576734.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -576800.625000 Penalty: 4235.709473 Iteration 10Q: 3 clusters Score -576800.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -576864.312500 Penalty: 4235.709473 Iteration 11Q: 3 clusters Score -576864.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -576920.500000 Penalty: 4235.709473 Iteration 12Q: 3 clusters Score -576920.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -576982.500000 Penalty: 4235.709473 Iteration 13Q: 3 clusters Score -576982.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -577062.000000 Penalty: 4235.709473 Iteration 14Q: 3 clusters Score -577062 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -577158.250000 Penalty: 4235.709473 Iteration 15Q: 3 clusters Score -577158.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -577266.187500 Penalty: 4235.709473 Iteration 16Q: 3 clusters Score -577266.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -577393.562500 Penalty: 4235.709473 Iteration 17Q: 3 clusters Score -577393.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -577527.687500 Penalty: 4235.709473 Iteration 18Q: 3 clusters Score -577527.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -577659.750000 Penalty: 4235.709473 Iteration 19Q: 3 clusters Score -577659.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -577792.312500 Penalty: 4235.709473 Iteration 20F: 3 clusters Score -577792.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -577940.437500 Penalty: 4235.709473 Iteration 21Q: 3 clusters Score -577940.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -578079.687500 Penalty: 4235.709473 Iteration 22Q: 3 clusters Score -578079.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -578259.062500 Penalty: 4235.709473 Iteration 23Q: 3 clusters Score -578259.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -578457.625000 Penalty: 4235.709473 Iteration 24Q: 3 clusters Score -578457.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -578643.187500 Penalty: 4235.709473 Iteration 25Q: 3 clusters Score -578643.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -578816.750000 Penalty: 4235.709473 Iteration 26Q: 3 clusters Score -578816.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -578993.562500 Penalty: 4235.709473 Iteration 27Q: 3 clusters Score -578993.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -579167.312500 Penalty: 4235.709473 Iteration 28Q: 3 clusters Score -579167.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -579254.312500 Penalty: 4235.709473 Iteration 29Q: 3 clusters Score -579254.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -579296.625000 Penalty: 4235.709473 Iteration 30Q: 3 clusters Score -579296.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -579314.312500 Penalty: 4235.709473 Iteration 31Q: 3 clusters Score -579314.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -579323.437500 Penalty: 4235.709473 Iteration 32Q: 3 clusters Score -579323.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -579328.937500 Penalty: 4235.709473 Iteration 33Q: 3 clusters Score -579328.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -579331.375000 Penalty: 4235.709473 Iteration 34Q: 3 clusters Score -579331.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -579332.625000 Penalty: 4235.709473 Iteration 35Q: 3 clusters Score -579332.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -579333.687500 Penalty: 4235.709473 Iteration 36Q: 3 clusters Score -579333.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -579336.312500 Penalty: 4235.709473 Iteration 37Q: 3 clusters Score -579336.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -579336.312500 Penalty: 4235.709473 Iteration 38F: 3 clusters Score -579336.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 47610 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25083 members Mstep: Class 5 contains 9619 members Mstep: Class 6 contains 12806 members Mstep: Class 7 contains 2713 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 9278 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 64352 members Mstep: Class 15 contains 160090 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7521 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 2401 members Mstep: Class 23 contains 40327 members Entering Unmasked Estep Score: -52014240.000000 Penalty: 67587.437500 Splitting cluster 22 changes total score from -52014884.000000 to -52014240.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (40327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40327 members Entering Unmasked Estep Score: -4980031.500000 Penalty: 2629.984619 Iteration 0F: 2 clusters Score -4980032 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20233 members Mstep: Class 2 contains 20094 members Entering Unmasked Estep Score: -4952818.500000 Penalty: 5259.969238 Iteration 0F: 3 clusters Score -4952818 nChanged 18426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20973 members Mstep: Class 2 contains 19354 members Entering Unmasked Estep Score: -4962851.500000 Penalty: 5259.969238 Iteration 1F: 3 clusters Score -4962852 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21531 members Mstep: Class 2 contains 18796 members Entering Unmasked Estep Score: -4963495.000000 Penalty: 5259.969238 Iteration 2Q: 3 clusters Score -4963495 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 17982 members Entering Unmasked Estep Score: -4964195.500000 Penalty: 5259.969238 Iteration 3Q: 3 clusters Score -4964196 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23418 members Mstep: Class 2 contains 16909 members Entering Unmasked Estep Score: -4964896.500000 Penalty: 5259.969238 Iteration 4Q: 3 clusters Score -4964896 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24887 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -4965807.500000 Penalty: 5259.969238 Iteration 5Q: 3 clusters Score -4965808 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26859 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -4967115.500000 Penalty: 5259.969238 Iteration 6F: 3 clusters Score -4967116 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29177 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -4968819.000000 Penalty: 5259.969238 Iteration 7F: 3 clusters Score -4968819 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31689 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -4970772.000000 Penalty: 5259.969238 Iteration 8F: 3 clusters Score -4970772 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34068 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -4972714.000000 Penalty: 5259.969238 Iteration 9F: 3 clusters Score -4972714 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36028 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -4974358.000000 Penalty: 5259.969238 Iteration 10Q: 3 clusters Score -4974358 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37505 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -4975629.500000 Penalty: 5259.969238 Iteration 11Q: 3 clusters Score -4975630 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38489 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -4976506.500000 Penalty: 5259.969238 Iteration 12Q: 3 clusters Score -4976506 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39093 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -4977015.500000 Penalty: 5259.969238 Iteration 13Q: 3 clusters Score -4977016 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39407 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -4977299.000000 Penalty: 5259.969238 Iteration 14Q: 3 clusters Score -4977299 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39587 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -4977506.500000 Penalty: 5259.969238 Iteration 15Q: 3 clusters Score -4977506 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39691 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -4977623.500000 Penalty: 5259.969238 Iteration 16Q: 3 clusters Score -4977624 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39738 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -4977666.500000 Penalty: 5259.969238 Iteration 17Q: 3 clusters Score -4977666 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39775 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4977696.000000 Penalty: 5259.969238 Iteration 18Q: 3 clusters Score -4977696 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39797 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -4977723.000000 Penalty: 5259.969238 Iteration 19Q: 3 clusters Score -4977723 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39814 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -4977748.500000 Penalty: 5259.969238 Iteration 20F: 3 clusters Score -4977748 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39823 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -4977754.500000 Penalty: 5259.969238 Iteration 21Q: 3 clusters Score -4977754 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39826 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -4977770.500000 Penalty: 5259.969238 Iteration 22Q: 3 clusters Score -4977770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39833 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -4977774.500000 Penalty: 5259.969238 Iteration 23Q: 3 clusters Score -4977774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39840 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -4977784.500000 Penalty: 5259.969238 Iteration 24Q: 3 clusters Score -4977784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39847 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -4977794.500000 Penalty: 5259.969238 Iteration 25Q: 3 clusters Score -4977794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39852 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -4977802.000000 Penalty: 5259.969238 Iteration 26Q: 3 clusters Score -4977802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39861 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -4977808.500000 Penalty: 5259.969238 Iteration 27Q: 3 clusters Score -4977808 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39864 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -4977816.000000 Penalty: 5259.969238 Iteration 28Q: 3 clusters Score -4977816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39871 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -4977822.500000 Penalty: 5259.969238 Iteration 29Q: 3 clusters Score -4977822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39876 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -4977832.000000 Penalty: 5259.969238 Iteration 30Q: 3 clusters Score -4977832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39880 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -4977842.000000 Penalty: 5259.969238 Iteration 31Q: 3 clusters Score -4977842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39887 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -4977852.000000 Penalty: 5259.969238 Iteration 32Q: 3 clusters Score -4977852 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39890 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -4977856.000000 Penalty: 5259.969238 Iteration 33Q: 3 clusters Score -4977856 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39897 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -4977869.500000 Penalty: 5259.969238 Iteration 34Q: 3 clusters Score -4977870 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39899 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -4977874.500000 Penalty: 5259.969238 Iteration 35Q: 3 clusters Score -4977874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39903 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -4977883.000000 Penalty: 5259.969238 Iteration 36Q: 3 clusters Score -4977883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39907 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -4977889.500000 Penalty: 5259.969238 Iteration 37Q: 3 clusters Score -4977890 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39905 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -4977888.500000 Penalty: 5259.969238 Iteration 38Q: 3 clusters Score -4977888 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39904 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -4977897.000000 Penalty: 5259.969238 Iteration 39Q: 3 clusters Score -4977897 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39906 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -4977897.000000 Penalty: 5259.969238 Iteration 40F: 3 clusters Score -4977897 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39906 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -4977906.500000 Penalty: 5259.969238 Iteration 41Q: 3 clusters Score -4977906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39905 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -4977908.000000 Penalty: 5259.969238 Iteration 42Q: 3 clusters Score -4977908 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39906 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -4977906.500000 Penalty: 5259.969238 Iteration 43Q: 3 clusters Score -4977906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39908 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -4977906.000000 Penalty: 5259.969238 Iteration 44Q: 3 clusters Score -4977906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39911 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -4977911.000000 Penalty: 5259.969238 Iteration 45Q: 3 clusters Score -4977911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39912 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -4977913.000000 Penalty: 5259.969238 Iteration 46Q: 3 clusters Score -4977913 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39913 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -4977913.500000 Penalty: 5259.969238 Iteration 47Q: 3 clusters Score -4977914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39913 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -4977913.500000 Penalty: 5259.969238 Iteration 48F: 3 clusters Score -4977914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 47610 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25083 members Mstep: Class 5 contains 9619 members Mstep: Class 6 contains 12806 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 9278 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 64352 members Mstep: Class 15 contains 160090 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7521 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 5114 members Mstep: Class 23 contains 40327 members Entering Unmasked Estep ConsiderDeletion Score: -52015100.000000 Penalty: 64368.992188 Iteration 39Q: 21 clusters Score -5.20151e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19077 members Mstep: Class 2 contains 47549 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25064 members Mstep: Class 5 contains 9692 members Mstep: Class 6 contains 12846 members Mstep: Class 8 contains 5302 members Mstep: Class 9 contains 9240 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4580 members Mstep: Class 14 contains 64381 members Mstep: Class 15 contains 160066 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7566 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 7057 members Mstep: Class 20 contains 10305 members Mstep: Class 21 contains 755 members Mstep: Class 22 contains 5022 members Mstep: Class 23 contains 40394 members Entering Unmasked Estep ConsiderDeletion Score: -52015244.000000 Penalty: 64368.992188 Iteration 40F: 21 clusters Score -5.201524e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19004 members Mstep: Class 2 contains 47494 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25049 members Mstep: Class 5 contains 9768 members Mstep: Class 6 contains 12888 members Mstep: Class 8 contains 5276 members Mstep: Class 9 contains 9208 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4579 members Mstep: Class 14 contains 64388 members Mstep: Class 15 contains 160041 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7618 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 10406 members Mstep: Class 21 contains 756 members Mstep: Class 22 contains 4919 members Mstep: Class 23 contains 40451 members Entering Unmasked Estep ConsiderDeletion Score: -52015416.000000 Penalty: 64368.992188 Iteration 41Q: 21 clusters Score -5.201542e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18931 members Mstep: Class 2 contains 47431 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25033 members Mstep: Class 5 contains 9833 members Mstep: Class 6 contains 12916 members Mstep: Class 8 contains 5255 members Mstep: Class 9 contains 9171 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4577 members Mstep: Class 14 contains 64391 members Mstep: Class 15 contains 160016 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7672 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7058 members Mstep: Class 20 contains 10511 members Mstep: Class 21 contains 760 members Mstep: Class 22 contains 4817 members Mstep: Class 23 contains 40522 members Entering Unmasked Estep ConsiderDeletion Score: -52015416.000000 Penalty: 64368.992188 Iteration 42Q: 21 clusters Score -5.201542e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 47380 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25019 members Mstep: Class 5 contains 9893 members Mstep: Class 6 contains 12960 members Mstep: Class 8 contains 5235 members Mstep: Class 9 contains 9136 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4575 members Mstep: Class 14 contains 64385 members Mstep: Class 15 contains 159973 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7738 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7054 members Mstep: Class 20 contains 10593 members Mstep: Class 21 contains 763 members Mstep: Class 22 contains 4725 members Mstep: Class 23 contains 40589 members Entering Unmasked Estep ConsiderDeletion Score: -52015620.000000 Penalty: 64368.992188 Iteration 43Q: 21 clusters Score -5.201562e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 47327 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25013 members Mstep: Class 5 contains 9952 members Mstep: Class 6 contains 12993 members Mstep: Class 8 contains 5210 members Mstep: Class 9 contains 9118 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4573 members Mstep: Class 14 contains 64383 members Mstep: Class 15 contains 159934 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7796 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7050 members Mstep: Class 20 contains 10685 members Mstep: Class 21 contains 764 members Mstep: Class 22 contains 4642 members Mstep: Class 23 contains 40623 members Entering Unmasked Estep ConsiderDeletion Score: -52015584.000000 Penalty: 64368.992188 Iteration 44Q: 21 clusters Score -5.201558e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18787 members Mstep: Class 2 contains 47266 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25007 members Mstep: Class 5 contains 9990 members Mstep: Class 6 contains 13005 members Mstep: Class 8 contains 5202 members Mstep: Class 9 contains 9100 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4574 members Mstep: Class 14 contains 64396 members Mstep: Class 15 contains 159911 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7837 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7039 members Mstep: Class 20 contains 10778 members Mstep: Class 21 contains 765 members Mstep: Class 22 contains 4590 members Mstep: Class 23 contains 40647 members Entering Unmasked Estep ConsiderDeletion Score: -52015524.000000 Penalty: 64368.992188 Iteration 45Q: 21 clusters Score -5.201552e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 47201 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 25001 members Mstep: Class 5 contains 10027 members Mstep: Class 6 contains 13028 members Mstep: Class 8 contains 5194 members Mstep: Class 9 contains 9079 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4573 members Mstep: Class 14 contains 64397 members Mstep: Class 15 contains 159883 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7885 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7031 members Mstep: Class 20 contains 10884 members Mstep: Class 21 contains 767 members Mstep: Class 22 contains 4507 members Mstep: Class 23 contains 40681 members Entering Unmasked Estep ConsiderDeletion Score: -52015544.000000 Penalty: 64368.992188 Iteration 46Q: 21 clusters Score -5.201554e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 47134 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24996 members Mstep: Class 5 contains 10065 members Mstep: Class 6 contains 13038 members Mstep: Class 8 contains 5188 members Mstep: Class 9 contains 9066 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4572 members Mstep: Class 14 contains 64398 members Mstep: Class 15 contains 159853 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7922 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7029 members Mstep: Class 20 contains 10997 members Mstep: Class 21 contains 770 members Mstep: Class 22 contains 4423 members Mstep: Class 23 contains 40717 members Entering Unmasked Estep ConsiderDeletion Score: -52015648.000000 Penalty: 64368.992188 Iteration 47Q: 21 clusters Score -5.201565e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 47077 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24993 members Mstep: Class 5 contains 10085 members Mstep: Class 6 contains 13062 members Mstep: Class 8 contains 5183 members Mstep: Class 9 contains 9059 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4570 members Mstep: Class 14 contains 64398 members Mstep: Class 15 contains 159831 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7961 members Mstep: Class 18 contains 1229 members Mstep: Class 19 contains 7027 members Mstep: Class 20 contains 11076 members Mstep: Class 21 contains 773 members Mstep: Class 22 contains 4353 members Mstep: Class 23 contains 40741 members Entering Unmasked Estep ConsiderDeletion Score: -52015708.000000 Penalty: 64368.992188 Iteration 48Q: 21 clusters Score -5.201571e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18693 members Mstep: Class 2 contains 47023 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24985 members Mstep: Class 5 contains 10117 members Mstep: Class 6 contains 13085 members Mstep: Class 8 contains 5180 members Mstep: Class 9 contains 9045 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64392 members Mstep: Class 15 contains 159809 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 7996 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 7024 members Mstep: Class 20 contains 11179 members Mstep: Class 21 contains 775 members Mstep: Class 22 contains 4269 members Mstep: Class 23 contains 40757 members Entering Unmasked Estep ConsiderDeletion Score: -52015700.000000 Penalty: 64368.992188 Iteration 49Q: 21 clusters Score -5.20157e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18696 members Mstep: Class 2 contains 46952 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24974 members Mstep: Class 5 contains 10154 members Mstep: Class 6 contains 13084 members Mstep: Class 8 contains 5180 members Mstep: Class 9 contains 9030 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64390 members Mstep: Class 15 contains 159793 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8023 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7024 members Mstep: Class 20 contains 11301 members Mstep: Class 21 contains 776 members Mstep: Class 22 contains 4182 members Mstep: Class 23 contains 40772 members Entering Unmasked Estep ConsiderDeletion Score: -52015916.000000 Penalty: 64368.992188 Iteration 50Q: 21 clusters Score -5.201592e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18675 members Mstep: Class 2 contains 46878 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24966 members Mstep: Class 5 contains 10182 members Mstep: Class 6 contains 13095 members Mstep: Class 8 contains 5180 members Mstep: Class 9 contains 9014 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64395 members Mstep: Class 15 contains 159784 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8049 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7018 members Mstep: Class 20 contains 11432 members Mstep: Class 21 contains 778 members Mstep: Class 22 contains 4091 members Mstep: Class 23 contains 40794 members Entering Unmasked Estep ConsiderDeletion Score: -52015992.000000 Penalty: 64368.992188 Iteration 51Q: 21 clusters Score -5.201599e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18660 members Mstep: Class 2 contains 46789 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24957 members Mstep: Class 5 contains 10204 members Mstep: Class 6 contains 13118 members Mstep: Class 8 contains 5183 members Mstep: Class 9 contains 8998 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64397 members Mstep: Class 15 contains 159768 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8067 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7019 members Mstep: Class 20 contains 11557 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 4011 members Mstep: Class 23 contains 40822 members Entering Unmasked Estep ConsiderDeletion Score: -52016092.000000 Penalty: 64368.992188 Iteration 52Q: 21 clusters Score -5.201609e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18643 members Mstep: Class 2 contains 46705 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24949 members Mstep: Class 5 contains 10236 members Mstep: Class 6 contains 13135 members Mstep: Class 8 contains 5189 members Mstep: Class 9 contains 8986 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64401 members Mstep: Class 15 contains 159763 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8088 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7017 members Mstep: Class 20 contains 11675 members Mstep: Class 21 contains 783 members Mstep: Class 22 contains 3917 members Mstep: Class 23 contains 40844 members Entering Unmasked Estep ConsiderDeletion Score: -52016132.000000 Penalty: 64368.992188 Iteration 53Q: 21 clusters Score -5.201613e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18624 members Mstep: Class 2 contains 46624 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24943 members Mstep: Class 5 contains 10258 members Mstep: Class 6 contains 13164 members Mstep: Class 8 contains 5190 members Mstep: Class 9 contains 8968 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64407 members Mstep: Class 15 contains 159754 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8109 members Mstep: Class 18 contains 1224 members Mstep: Class 19 contains 7018 members Mstep: Class 20 contains 11785 members Mstep: Class 21 contains 787 members Mstep: Class 22 contains 3835 members Mstep: Class 23 contains 40865 members Entering Unmasked Estep ConsiderDeletion Score: -52016320.000000 Penalty: 64368.992188 Iteration 54Q: 21 clusters Score -5.201632e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18602 members Mstep: Class 2 contains 46556 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24938 members Mstep: Class 5 contains 10282 members Mstep: Class 6 contains 13183 members Mstep: Class 8 contains 5197 members Mstep: Class 9 contains 8957 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4567 members Mstep: Class 14 contains 64414 members Mstep: Class 15 contains 159746 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8134 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7021 members Mstep: Class 20 contains 11870 members Mstep: Class 21 contains 791 members Mstep: Class 22 contains 3757 members Mstep: Class 23 contains 40882 members Entering Unmasked Estep ConsiderDeletion Score: -52016432.000000 Penalty: 64368.992188 Iteration 55Q: 21 clusters Score -5.201643e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18592 members Mstep: Class 2 contains 46488 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24940 members Mstep: Class 5 contains 10311 members Mstep: Class 6 contains 13185 members Mstep: Class 8 contains 5193 members Mstep: Class 9 contains 8946 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4565 members Mstep: Class 14 contains 64415 members Mstep: Class 15 contains 159734 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8164 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7030 members Mstep: Class 20 contains 11947 members Mstep: Class 21 contains 797 members Mstep: Class 22 contains 3695 members Mstep: Class 23 contains 40895 members Entering Unmasked Estep ConsiderDeletion Score: -52016468.000000 Penalty: 64368.992188 Iteration 56Q: 21 clusters Score -5.201647e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18573 members Mstep: Class 2 contains 46442 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24940 members Mstep: Class 5 contains 10325 members Mstep: Class 6 contains 13200 members Mstep: Class 8 contains 5188 members Mstep: Class 9 contains 8935 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4563 members Mstep: Class 14 contains 64418 members Mstep: Class 15 contains 159742 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8183 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7036 members Mstep: Class 20 contains 11994 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 3649 members Mstep: Class 23 contains 40910 members Entering Unmasked Estep ConsiderDeletion Score: -52016520.000000 Penalty: 64368.992188 Iteration 57Q: 21 clusters Score -5.201652e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18554 members Mstep: Class 2 contains 46400 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24940 members Mstep: Class 5 contains 10339 members Mstep: Class 6 contains 13210 members Mstep: Class 8 contains 5191 members Mstep: Class 9 contains 8923 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4561 members Mstep: Class 14 contains 64418 members Mstep: Class 15 contains 159749 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8210 members Mstep: Class 18 contains 1224 members Mstep: Class 19 contains 7038 members Mstep: Class 20 contains 12035 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 3610 members Mstep: Class 23 contains 40921 members Entering Unmasked Estep ConsiderDeletion Score: -52016580.000000 Penalty: 64368.992188 Iteration 58Q: 21 clusters Score -5.201658e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 46357 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24939 members Mstep: Class 5 contains 10347 members Mstep: Class 6 contains 13226 members Mstep: Class 8 contains 5195 members Mstep: Class 9 contains 8912 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4560 members Mstep: Class 14 contains 64425 members Mstep: Class 15 contains 159751 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8223 members Mstep: Class 18 contains 1224 members Mstep: Class 19 contains 7038 members Mstep: Class 20 contains 12087 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 3567 members Mstep: Class 23 contains 40926 members Entering Unmasked Estep ConsiderDeletion Score: -52016644.000000 Penalty: 64368.992188 Iteration 59Q: 21 clusters Score -5.201664e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18532 members Mstep: Class 2 contains 46326 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24938 members Mstep: Class 5 contains 10361 members Mstep: Class 6 contains 13225 members Mstep: Class 8 contains 5200 members Mstep: Class 9 contains 8900 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4559 members Mstep: Class 14 contains 64426 members Mstep: Class 15 contains 159743 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8268 members Mstep: Class 18 contains 1224 members Mstep: Class 19 contains 7039 members Mstep: Class 20 contains 12128 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 3516 members Mstep: Class 23 contains 40936 members Entering Unmasked Estep ConsiderDeletion Score: -52016684.000000 Penalty: 64368.992188 Iteration 60F: 21 clusters Score -5.201668e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18521 members Mstep: Class 2 contains 46295 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24934 members Mstep: Class 5 contains 10379 members Mstep: Class 6 contains 13243 members Mstep: Class 8 contains 5201 members Mstep: Class 9 contains 8884 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4559 members Mstep: Class 14 contains 64433 members Mstep: Class 15 contains 159741 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8299 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7041 members Mstep: Class 20 contains 12164 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3463 members Mstep: Class 23 contains 40938 members Entering Unmasked Estep ConsiderDeletion Score: -52016708.000000 Penalty: 64368.992188 Iteration 61Q: 21 clusters Score -5.201671e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18520 members Mstep: Class 2 contains 46270 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24931 members Mstep: Class 5 contains 10390 members Mstep: Class 6 contains 13248 members Mstep: Class 8 contains 5200 members Mstep: Class 9 contains 8864 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4559 members Mstep: Class 14 contains 64427 members Mstep: Class 15 contains 159738 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8336 members Mstep: Class 18 contains 1226 members Mstep: Class 19 contains 7041 members Mstep: Class 20 contains 12197 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 3419 members Mstep: Class 23 contains 40955 members Entering Unmasked Estep ConsiderDeletion Score: -52016724.000000 Penalty: 64368.992188 Iteration 62Q: 21 clusters Score -5.201672e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 46239 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24923 members Mstep: Class 5 contains 10410 members Mstep: Class 6 contains 13240 members Mstep: Class 8 contains 5203 members Mstep: Class 9 contains 8845 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4558 members Mstep: Class 14 contains 64423 members Mstep: Class 15 contains 159724 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8374 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7035 members Mstep: Class 20 contains 12234 members Mstep: Class 21 contains 800 members Mstep: Class 22 contains 3393 members Mstep: Class 23 contains 40967 members Entering Unmasked Estep ConsiderDeletion Score: -52016748.000000 Penalty: 64368.992188 Iteration 63Q: 21 clusters Score -5.201675e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18527 members Mstep: Class 2 contains 46202 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24914 members Mstep: Class 5 contains 10428 members Mstep: Class 6 contains 13245 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8826 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4559 members Mstep: Class 14 contains 64428 members Mstep: Class 15 contains 159710 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8416 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7030 members Mstep: Class 20 contains 12271 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3355 members Mstep: Class 23 contains 40978 members Entering Unmasked Estep ConsiderDeletion Score: -52016856.000000 Penalty: 64368.992188 Iteration 64Q: 21 clusters Score -5.201686e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 46181 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24906 members Mstep: Class 5 contains 10462 members Mstep: Class 6 contains 13235 members Mstep: Class 8 contains 5203 members Mstep: Class 9 contains 8813 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4557 members Mstep: Class 14 contains 64427 members Mstep: Class 15 contains 159702 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7019 members Mstep: Class 20 contains 12306 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3306 members Mstep: Class 23 contains 40994 members Entering Unmasked Estep ConsiderDeletion Score: -52016896.000000 Penalty: 64368.992188 Iteration 65Q: 21 clusters Score -5.20169e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18534 members Mstep: Class 2 contains 46156 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24895 members Mstep: Class 5 contains 10492 members Mstep: Class 6 contains 13220 members Mstep: Class 8 contains 5204 members Mstep: Class 9 contains 8802 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4555 members Mstep: Class 14 contains 64428 members Mstep: Class 15 contains 159689 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8499 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7008 members Mstep: Class 20 contains 12343 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3258 members Mstep: Class 23 contains 41012 members Entering Unmasked Estep ConsiderDeletion Score: -52016896.000000 Penalty: 64368.992188 Iteration 66Q: 21 clusters Score -5.20169e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18547 members Mstep: Class 2 contains 46127 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24882 members Mstep: Class 5 contains 10542 members Mstep: Class 6 contains 13179 members Mstep: Class 8 contains 5205 members Mstep: Class 9 contains 8782 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4554 members Mstep: Class 14 contains 64429 members Mstep: Class 15 contains 159677 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8541 members Mstep: Class 18 contains 1226 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12382 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3222 members Mstep: Class 23 contains 41025 members Entering Unmasked Estep ConsiderDeletion Score: -52016972.000000 Penalty: 64368.992188 Iteration 67Q: 21 clusters Score -5.201697e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18550 members Mstep: Class 2 contains 46099 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24872 members Mstep: Class 5 contains 10586 members Mstep: Class 6 contains 13152 members Mstep: Class 8 contains 5203 members Mstep: Class 9 contains 8766 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4553 members Mstep: Class 14 contains 64432 members Mstep: Class 15 contains 159654 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8596 members Mstep: Class 18 contains 1226 members Mstep: Class 19 contains 6992 members Mstep: Class 20 contains 12421 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3185 members Mstep: Class 23 contains 41033 members Entering Unmasked Estep ConsiderDeletion Score: -52016892.000000 Penalty: 64368.992188 Iteration 68Q: 21 clusters Score -5.201689e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18554 members Mstep: Class 2 contains 46072 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24854 members Mstep: Class 5 contains 10653 members Mstep: Class 6 contains 13111 members Mstep: Class 8 contains 5199 members Mstep: Class 9 contains 8758 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4551 members Mstep: Class 14 contains 64441 members Mstep: Class 15 contains 159632 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8631 members Mstep: Class 18 contains 1226 members Mstep: Class 19 contains 6990 members Mstep: Class 20 contains 12455 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3147 members Mstep: Class 23 contains 41046 members Entering Unmasked Estep ConsiderDeletion Score: -52017040.000000 Penalty: 64368.992188 Iteration 69Q: 21 clusters Score -5.201704e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18563 members Mstep: Class 2 contains 46041 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24828 members Mstep: Class 5 contains 10723 members Mstep: Class 6 contains 13082 members Mstep: Class 8 contains 5197 members Mstep: Class 9 contains 8742 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4550 members Mstep: Class 14 contains 64434 members Mstep: Class 15 contains 159617 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8682 members Mstep: Class 18 contains 1226 members Mstep: Class 19 contains 6989 members Mstep: Class 20 contains 12483 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 3105 members Mstep: Class 23 contains 41058 members Entering Unmasked Estep ConsiderDeletion Score: -52017128.000000 Penalty: 64368.992188 Iteration 70Q: 21 clusters Score -5.201713e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18581 members Mstep: Class 2 contains 46016 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24802 members Mstep: Class 5 contains 10778 members Mstep: Class 6 contains 13046 members Mstep: Class 8 contains 5193 members Mstep: Class 9 contains 8723 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4549 members Mstep: Class 14 contains 64436 members Mstep: Class 15 contains 159596 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8728 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 6983 members Mstep: Class 20 contains 12507 members Mstep: Class 21 contains 804 members Mstep: Class 22 contains 3074 members Mstep: Class 23 contains 41079 members Entering Unmasked Estep ConsiderDeletion Score: -52017028.000000 Penalty: 64368.992188 Iteration 71Q: 21 clusters Score -5.201703e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18600 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24778 members Mstep: Class 5 contains 10846 members Mstep: Class 6 contains 13004 members Mstep: Class 8 contains 5191 members Mstep: Class 9 contains 8716 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4548 members Mstep: Class 14 contains 64427 members Mstep: Class 15 contains 159572 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8752 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 6991 members Mstep: Class 20 contains 12532 members Mstep: Class 21 contains 805 members Mstep: Class 22 contains 3042 members Mstep: Class 23 contains 41095 members Entering Unmasked Estep ConsiderDeletion Score: -52017128.000000 Penalty: 64368.992188 Iteration 72Q: 21 clusters Score -5.201713e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18616 members Mstep: Class 2 contains 45972 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24755 members Mstep: Class 5 contains 10926 members Mstep: Class 6 contains 12948 members Mstep: Class 8 contains 5188 members Mstep: Class 9 contains 8703 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4548 members Mstep: Class 14 contains 64428 members Mstep: Class 15 contains 159556 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8778 members Mstep: Class 18 contains 1228 members Mstep: Class 19 contains 6999 members Mstep: Class 20 contains 12554 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 3002 members Mstep: Class 23 contains 41115 members Entering Unmasked Estep ConsiderDeletion Score: -52017264.000000 Penalty: 64368.992188 Iteration 73Q: 21 clusters Score -5.201726e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18638 members Mstep: Class 2 contains 45946 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24734 members Mstep: Class 5 contains 10999 members Mstep: Class 6 contains 12877 members Mstep: Class 8 contains 5192 members Mstep: Class 9 contains 8692 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4549 members Mstep: Class 14 contains 64428 members Mstep: Class 15 contains 159533 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8810 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 7006 members Mstep: Class 20 contains 12588 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2965 members Mstep: Class 23 contains 41132 members Entering Unmasked Estep ConsiderDeletion Score: -52017468.000000 Penalty: 64368.992188 Iteration 74Q: 21 clusters Score -5.201747e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18662 members Mstep: Class 2 contains 45913 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24697 members Mstep: Class 5 contains 11097 members Mstep: Class 6 contains 12827 members Mstep: Class 8 contains 5198 members Mstep: Class 9 contains 8681 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4550 members Mstep: Class 14 contains 64426 members Mstep: Class 15 contains 159490 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8850 members Mstep: Class 18 contains 1227 members Mstep: Class 19 contains 7009 members Mstep: Class 20 contains 12624 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2918 members Mstep: Class 23 contains 41147 members Entering Unmasked Estep ConsiderDeletion Score: -52017504.000000 Penalty: 64368.992188 Iteration 75Q: 21 clusters Score -5.20175e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18673 members Mstep: Class 2 contains 45889 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24668 members Mstep: Class 5 contains 11158 members Mstep: Class 6 contains 12789 members Mstep: Class 8 contains 5200 members Mstep: Class 9 contains 8673 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4550 members Mstep: Class 14 contains 64424 members Mstep: Class 15 contains 159483 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8878 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7009 members Mstep: Class 20 contains 12652 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2885 members Mstep: Class 23 contains 41160 members Entering Unmasked Estep ConsiderDeletion Score: -52017624.000000 Penalty: 64368.992188 Iteration 76Q: 21 clusters Score -5.201762e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18699 members Mstep: Class 2 contains 45871 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24644 members Mstep: Class 5 contains 11227 members Mstep: Class 6 contains 12727 members Mstep: Class 8 contains 5202 members Mstep: Class 9 contains 8664 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4551 members Mstep: Class 14 contains 64419 members Mstep: Class 15 contains 159458 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8917 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7007 members Mstep: Class 20 contains 12668 members Mstep: Class 21 contains 807 members Mstep: Class 22 contains 2858 members Mstep: Class 23 contains 41178 members Entering Unmasked Estep ConsiderDeletion Score: -52017580.000000 Penalty: 64368.992188 Iteration 77Q: 21 clusters Score -5.201758e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 45852 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24623 members Mstep: Class 5 contains 11299 members Mstep: Class 6 contains 12693 members Mstep: Class 8 contains 5207 members Mstep: Class 9 contains 8655 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4553 members Mstep: Class 14 contains 64413 members Mstep: Class 15 contains 159437 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8939 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 7004 members Mstep: Class 20 contains 12692 members Mstep: Class 21 contains 807 members Mstep: Class 22 contains 2817 members Mstep: Class 23 contains 41190 members Entering Unmasked Estep ConsiderDeletion Score: -52017612.000000 Penalty: 64368.992188 Iteration 78Q: 21 clusters Score -5.201761e+07 nChanged 310 Entering ConstructFrom: Score: -52017612.000000 Penalty: 64368.992188 Entering ConstructFrom: Trying to split cluster 1 (18738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18738 members Entering Unmasked Estep Score: -2271596.500000 Penalty: 2439.900635 Iteration 0F: 2 clusters Score -2271596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -2258256.750000 Penalty: 4879.801270 Iteration 0F: 3 clusters Score -2258257 nChanged 8387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -2262841.500000 Penalty: 4879.801270 Iteration 1F: 3 clusters Score -2262842 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -2263260.750000 Penalty: 4879.801270 Iteration 2F: 3 clusters Score -2263261 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -2263655.500000 Penalty: 4879.801270 Iteration 3Q: 3 clusters Score -2263656 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -2264090.000000 Penalty: 4879.801270 Iteration 4Q: 3 clusters Score -2264090 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -2264563.500000 Penalty: 4879.801270 Iteration 5Q: 3 clusters Score -2264564 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -2265104.500000 Penalty: 4879.801270 Iteration 6Q: 3 clusters Score -2265104 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 14047 members Entering Unmasked Estep Score: -2265759.250000 Penalty: 4879.801270 Iteration 7F: 3 clusters Score -2265759 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -2266570.250000 Penalty: 4879.801270 Iteration 8F: 3 clusters Score -2266570 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 15993 members Entering Unmasked Estep Score: -2267366.250000 Penalty: 4879.801270 Iteration 9F: 3 clusters Score -2267366 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 16767 members Entering Unmasked Estep Score: -2268039.250000 Penalty: 4879.801270 Iteration 10Q: 3 clusters Score -2268039 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 17301 members Entering Unmasked Estep Score: -2268521.250000 Penalty: 4879.801270 Iteration 11Q: 3 clusters Score -2268521 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 17649 members Entering Unmasked Estep Score: -2268845.250000 Penalty: 4879.801270 Iteration 12Q: 3 clusters Score -2268845 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 17864 members Entering Unmasked Estep Score: -2269043.000000 Penalty: 4879.801270 Iteration 13Q: 3 clusters Score -2269043 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -2269159.250000 Penalty: 4879.801270 Iteration 14Q: 3 clusters Score -2269159 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 18088 members Entering Unmasked Estep Score: -2269232.000000 Penalty: 4879.801270 Iteration 15Q: 3 clusters Score -2269232 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -2269290.250000 Penalty: 4879.801270 Iteration 16Q: 3 clusters Score -2269290 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -2269335.500000 Penalty: 4879.801270 Iteration 17Q: 3 clusters Score -2269336 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 18253 members Entering Unmasked Estep Score: -2269390.000000 Penalty: 4879.801270 Iteration 18Q: 3 clusters Score -2269390 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -2269409.000000 Penalty: 4879.801270 Iteration 19Q: 3 clusters Score -2269409 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 18290 members Entering Unmasked Estep Score: -2269422.750000 Penalty: 4879.801270 Iteration 20F: 3 clusters Score -2269423 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 18307 members Entering Unmasked Estep Score: -2269437.750000 Penalty: 4879.801270 Iteration 21Q: 3 clusters Score -2269438 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -2269447.000000 Penalty: 4879.801270 Iteration 22Q: 3 clusters Score -2269447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 18327 members Entering Unmasked Estep Score: -2269460.250000 Penalty: 4879.801270 Iteration 23Q: 3 clusters Score -2269460 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 18336 members Entering Unmasked Estep Score: -2269474.000000 Penalty: 4879.801270 Iteration 24Q: 3 clusters Score -2269474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 18343 members Entering Unmasked Estep Score: -2269483.750000 Penalty: 4879.801270 Iteration 25Q: 3 clusters Score -2269484 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 18349 members Entering Unmasked Estep Score: -2269495.000000 Penalty: 4879.801270 Iteration 26Q: 3 clusters Score -2269495 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -2269502.500000 Penalty: 4879.801270 Iteration 27Q: 3 clusters Score -2269502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -2269507.500000 Penalty: 4879.801270 Iteration 28Q: 3 clusters Score -2269508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 18362 members Entering Unmasked Estep Score: -2269509.000000 Penalty: 4879.801270 Iteration 29Q: 3 clusters Score -2269509 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 18362 members Entering Unmasked Estep Score: -2269511.250000 Penalty: 4879.801270 Iteration 30Q: 3 clusters Score -2269511 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 18362 members Entering Unmasked Estep Score: -2269511.250000 Penalty: 4879.801270 Iteration 31F: 3 clusters Score -2269511 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (45836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45836 members Entering Unmasked Estep Score: -5656262.500000 Penalty: 2661.740723 Iteration 0F: 2 clusters Score -5656262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22668 members Mstep: Class 2 contains 23168 members Entering Unmasked Estep Score: -5625308.500000 Penalty: 5323.481445 Iteration 0F: 3 clusters Score -5625308 nChanged 21268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20400 members Mstep: Class 2 contains 25436 members Entering Unmasked Estep Score: -5637152.000000 Penalty: 5323.481445 Iteration 1F: 3 clusters Score -5637152 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18875 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -5638283.500000 Penalty: 5323.481445 Iteration 2F: 3 clusters Score -5638284 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 29181 members Entering Unmasked Estep Score: -5640062.500000 Penalty: 5323.481445 Iteration 3F: 3 clusters Score -5640062 nChanged 3482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13901 members Mstep: Class 2 contains 31935 members Entering Unmasked Estep Score: -5642585.000000 Penalty: 5323.481445 Iteration 4F: 3 clusters Score -5642585 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 34986 members Entering Unmasked Estep Score: -5645585.000000 Penalty: 5323.481445 Iteration 5F: 3 clusters Score -5645585 nChanged 3355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 37891 members Entering Unmasked Estep Score: -5648518.500000 Penalty: 5323.481445 Iteration 6F: 3 clusters Score -5648518 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 40270 members Entering Unmasked Estep Score: -5650754.000000 Penalty: 5323.481445 Iteration 7F: 3 clusters Score -5650754 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 41857 members Entering Unmasked Estep Score: -5652128.000000 Penalty: 5323.481445 Iteration 8Q: 3 clusters Score -5652128 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 42848 members Entering Unmasked Estep Score: -5652926.000000 Penalty: 5323.481445 Iteration 9Q: 3 clusters Score -5652926 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 43495 members Entering Unmasked Estep Score: -5653341.500000 Penalty: 5323.481445 Iteration 10Q: 3 clusters Score -5653342 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 43878 members Entering Unmasked Estep Score: -5653574.000000 Penalty: 5323.481445 Iteration 11Q: 3 clusters Score -5653574 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 44117 members Entering Unmasked Estep Score: -5653680.500000 Penalty: 5323.481445 Iteration 12Q: 3 clusters Score -5653680 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 44299 members Entering Unmasked Estep Score: -5653790.500000 Penalty: 5323.481445 Iteration 13Q: 3 clusters Score -5653790 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 44429 members Entering Unmasked Estep Score: -5653858.500000 Penalty: 5323.481445 Iteration 14Q: 3 clusters Score -5653858 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 44523 members Entering Unmasked Estep Score: -5653924.000000 Penalty: 5323.481445 Iteration 15Q: 3 clusters Score -5653924 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 44599 members Entering Unmasked Estep Score: -5653970.500000 Penalty: 5323.481445 Iteration 16Q: 3 clusters Score -5653970 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 44659 members Entering Unmasked Estep Score: -5653995.000000 Penalty: 5323.481445 Iteration 17Q: 3 clusters Score -5653995 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 44702 members Entering Unmasked Estep Score: -5654011.500000 Penalty: 5323.481445 Iteration 18Q: 3 clusters Score -5654012 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 44732 members Entering Unmasked Estep Score: -5654030.500000 Penalty: 5323.481445 Iteration 19Q: 3 clusters Score -5654030 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 44753 members Entering Unmasked Estep Score: -5654054.000000 Penalty: 5323.481445 Iteration 20F: 3 clusters Score -5654054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 44780 members Entering Unmasked Estep Score: -5654073.500000 Penalty: 5323.481445 Iteration 21Q: 3 clusters Score -5654074 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 44804 members Entering Unmasked Estep Score: -5654083.500000 Penalty: 5323.481445 Iteration 22Q: 3 clusters Score -5654084 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 44835 members Entering Unmasked Estep Score: -5654102.000000 Penalty: 5323.481445 Iteration 23Q: 3 clusters Score -5654102 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 44860 members Entering Unmasked Estep Score: -5654131.500000 Penalty: 5323.481445 Iteration 24Q: 3 clusters Score -5654132 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 44881 members Entering Unmasked Estep Score: -5654144.500000 Penalty: 5323.481445 Iteration 25Q: 3 clusters Score -5654144 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 44900 members Entering Unmasked Estep Score: -5654170.500000 Penalty: 5323.481445 Iteration 26Q: 3 clusters Score -5654170 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 44917 members Entering Unmasked Estep Score: -5654197.500000 Penalty: 5323.481445 Iteration 27Q: 3 clusters Score -5654198 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 44930 members Entering Unmasked Estep Score: -5654226.000000 Penalty: 5323.481445 Iteration 28Q: 3 clusters Score -5654226 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 44937 members Entering Unmasked Estep Score: -5654259.000000 Penalty: 5323.481445 Iteration 29Q: 3 clusters Score -5654259 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 44933 members Entering Unmasked Estep Score: -5654266.500000 Penalty: 5323.481445 Iteration 30Q: 3 clusters Score -5654266 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 44924 members Entering Unmasked Estep Score: -5654281.000000 Penalty: 5323.481445 Iteration 31Q: 3 clusters Score -5654281 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 44925 members Entering Unmasked Estep Score: -5654288.000000 Penalty: 5323.481445 Iteration 32Q: 3 clusters Score -5654288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 44917 members Entering Unmasked Estep Score: -5654300.000000 Penalty: 5323.481445 Iteration 33Q: 3 clusters Score -5654300 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 44915 members Entering Unmasked Estep Score: -5654314.500000 Penalty: 5323.481445 Iteration 34Q: 3 clusters Score -5654314 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 44909 members Entering Unmasked Estep Score: -5654326.000000 Penalty: 5323.481445 Iteration 35Q: 3 clusters Score -5654326 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 44902 members Entering Unmasked Estep Score: -5654343.000000 Penalty: 5323.481445 Iteration 36Q: 3 clusters Score -5654343 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 44898 members Entering Unmasked Estep Score: -5654357.500000 Penalty: 5323.481445 Iteration 37Q: 3 clusters Score -5654358 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 44885 members Entering Unmasked Estep Score: -5654394.000000 Penalty: 5323.481445 Iteration 38Q: 3 clusters Score -5654394 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 44875 members Entering Unmasked Estep Score: -5654408.500000 Penalty: 5323.481445 Iteration 39Q: 3 clusters Score -5654408 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 44860 members Entering Unmasked Estep Score: -5654445.500000 Penalty: 5323.481445 Iteration 40F: 3 clusters Score -5654446 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 44840 members Entering Unmasked Estep Score: -5654471.000000 Penalty: 5323.481445 Iteration 41Q: 3 clusters Score -5654471 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 44816 members Entering Unmasked Estep Score: -5654509.000000 Penalty: 5323.481445 Iteration 42Q: 3 clusters Score -5654509 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 44801 members Entering Unmasked Estep Score: -5654538.000000 Penalty: 5323.481445 Iteration 43Q: 3 clusters Score -5654538 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 44775 members Entering Unmasked Estep Score: -5654549.500000 Penalty: 5323.481445 Iteration 44Q: 3 clusters Score -5654550 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 44757 members Entering Unmasked Estep Score: -5654572.000000 Penalty: 5323.481445 Iteration 45Q: 3 clusters Score -5654572 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 44739 members Entering Unmasked Estep Score: -5654611.000000 Penalty: 5323.481445 Iteration 46Q: 3 clusters Score -5654611 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 44707 members Entering Unmasked Estep Score: -5654637.500000 Penalty: 5323.481445 Iteration 47Q: 3 clusters Score -5654638 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 44668 members Entering Unmasked Estep Score: -5654663.000000 Penalty: 5323.481445 Iteration 48Q: 3 clusters Score -5654663 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 44644 members Entering Unmasked Estep Score: -5654722.500000 Penalty: 5323.481445 Iteration 49Q: 3 clusters Score -5654722 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 44608 members Entering Unmasked Estep Score: -5654772.500000 Penalty: 5323.481445 Iteration 50Q: 3 clusters Score -5654772 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 44554 members Entering Unmasked Estep Score: -5654830.000000 Penalty: 5323.481445 Iteration 51Q: 3 clusters Score -5654830 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 44502 members Entering Unmasked Estep Score: -5654884.000000 Penalty: 5323.481445 Iteration 52Q: 3 clusters Score -5654884 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 44462 members Entering Unmasked Estep Score: -5654913.500000 Penalty: 5323.481445 Iteration 53Q: 3 clusters Score -5654914 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 44419 members Entering Unmasked Estep Score: -5654943.500000 Penalty: 5323.481445 Iteration 54Q: 3 clusters Score -5654944 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 44374 members Entering Unmasked Estep Score: -5654983.500000 Penalty: 5323.481445 Iteration 55Q: 3 clusters Score -5654984 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 44336 members Entering Unmasked Estep Score: -5654999.500000 Penalty: 5323.481445 Iteration 56Q: 3 clusters Score -5655000 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 44293 members Entering Unmasked Estep Score: -5655015.000000 Penalty: 5323.481445 Iteration 57Q: 3 clusters Score -5655015 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 44263 members Entering Unmasked Estep Score: -5655035.000000 Penalty: 5323.481445 Iteration 58Q: 3 clusters Score -5655035 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 44238 members Entering Unmasked Estep Score: -5655043.500000 Penalty: 5323.481445 Iteration 59Q: 3 clusters Score -5655044 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 44220 members Entering Unmasked Estep Score: -5655055.000000 Penalty: 5323.481445 Iteration 60F: 3 clusters Score -5655055 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 44185 members Entering Unmasked Estep Score: -5655072.000000 Penalty: 5323.481445 Iteration 61Q: 3 clusters Score -5655072 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 44153 members Entering Unmasked Estep Score: -5655082.000000 Penalty: 5323.481445 Iteration 62Q: 3 clusters Score -5655082 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 44119 members Entering Unmasked Estep Score: -5655103.000000 Penalty: 5323.481445 Iteration 63Q: 3 clusters Score -5655103 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 44091 members Entering Unmasked Estep Score: -5655119.000000 Penalty: 5323.481445 Iteration 64Q: 3 clusters Score -5655119 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 44064 members Entering Unmasked Estep Score: -5655134.000000 Penalty: 5323.481445 Iteration 65Q: 3 clusters Score -5655134 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 44046 members Entering Unmasked Estep Score: -5655146.000000 Penalty: 5323.481445 Iteration 66Q: 3 clusters Score -5655146 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 44030 members Entering Unmasked Estep Score: -5655140.000000 Penalty: 5323.481445 Iteration 67Q: 3 clusters Score -5655140 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 44016 members Entering Unmasked Estep Score: -5655135.500000 Penalty: 5323.481445 Iteration 68Q: 3 clusters Score -5655136 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 43998 members Entering Unmasked Estep Score: -5655136.500000 Penalty: 5323.481445 Iteration 69Q: 3 clusters Score -5655136 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 43980 members Entering Unmasked Estep Score: -5655140.500000 Penalty: 5323.481445 Iteration 70Q: 3 clusters Score -5655140 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 43959 members Entering Unmasked Estep Score: -5655139.000000 Penalty: 5323.481445 Iteration 71Q: 3 clusters Score -5655139 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 43944 members Entering Unmasked Estep Score: -5655149.000000 Penalty: 5323.481445 Iteration 72Q: 3 clusters Score -5655149 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 43933 members Entering Unmasked Estep Score: -5655150.000000 Penalty: 5323.481445 Iteration 73Q: 3 clusters Score -5655150 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 43916 members Entering Unmasked Estep Score: -5655156.500000 Penalty: 5323.481445 Iteration 74Q: 3 clusters Score -5655156 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 43902 members Entering Unmasked Estep Score: -5655153.500000 Penalty: 5323.481445 Iteration 75Q: 3 clusters Score -5655154 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 43890 members Entering Unmasked Estep Score: -5655157.500000 Penalty: 5323.481445 Iteration 76Q: 3 clusters Score -5655158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 43884 members Entering Unmasked Estep Score: -5655163.500000 Penalty: 5323.481445 Iteration 77Q: 3 clusters Score -5655164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 43880 members Entering Unmasked Estep Score: -5655156.000000 Penalty: 5323.481445 Iteration 78Q: 3 clusters Score -5655156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 43876 members Entering Unmasked Estep Score: -5655158.000000 Penalty: 5323.481445 Iteration 79Q: 3 clusters Score -5655158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 43871 members Entering Unmasked Estep Score: -5655155.500000 Penalty: 5323.481445 Iteration 80F: 3 clusters Score -5655156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 43870 members Entering Unmasked Estep Score: -5655160.000000 Penalty: 5323.481445 Iteration 81Q: 3 clusters Score -5655160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 43869 members Entering Unmasked Estep Score: -5655156.500000 Penalty: 5323.481445 Iteration 82Q: 3 clusters Score -5655156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 43869 members Entering Unmasked Estep Score: -5655156.500000 Penalty: 5323.481445 Iteration 83F: 3 clusters Score -5655156 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -80088.132812 Penalty: 1643.754272 Iteration 0F: 2 clusters Score -80088.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -78390.429688 Penalty: 3287.508545 Iteration 0F: 3 clusters Score -78390.43 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -78765.179688 Penalty: 3287.508545 Iteration 1F: 3 clusters Score -78765.18 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -78975.664062 Penalty: 3287.508545 Iteration 2F: 3 clusters Score -78975.66 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -79186.648438 Penalty: 3287.508545 Iteration 3F: 3 clusters Score -79186.65 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -79349.546875 Penalty: 3287.508545 Iteration 4F: 3 clusters Score -79349.55 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -79496.851562 Penalty: 3287.508545 Iteration 5F: 3 clusters Score -79496.85 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -79740.929688 Penalty: 3287.508545 Iteration 6F: 3 clusters Score -79740.93 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -79978.929688 Penalty: 3287.508545 Iteration 7F: 3 clusters Score -79978.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -80188.046875 Penalty: 3287.508545 Iteration 8Q: 3 clusters Score -80188.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -80409.812500 Penalty: 3287.508545 Iteration 9Q: 3 clusters Score -80409.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -80512.703125 Penalty: 3287.508545 Iteration 10Q: 3 clusters Score -80512.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -80534.531250 Penalty: 3287.508545 Iteration 11Q: 3 clusters Score -80534.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -80572.164062 Penalty: 3287.508545 Iteration 12Q: 3 clusters Score -80572.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -80593.945312 Penalty: 3287.508545 Iteration 13Q: 3 clusters Score -80593.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -80596.867188 Penalty: 3287.508545 Iteration 14Q: 3 clusters Score -80596.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -80604.640625 Penalty: 3287.508545 Iteration 15F: 3 clusters Score -80604.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -80623.789062 Penalty: 3287.508545 Iteration 16Q: 3 clusters Score -80623.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -80623.789062 Penalty: 3287.508545 Iteration 17F: 3 clusters Score -80623.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 45836 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 24605 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 12676 members Mstep: Class 7 contains 461 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8640 members Mstep: Class 11 contains 1110 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64411 members Mstep: Class 15 contains 159408 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12712 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2790 members Mstep: Class 23 contains 41204 members Entering Unmasked Estep Score: -52016628.000000 Penalty: 67587.437500 Splitting cluster 3 changes total score from -52017612.000000 to -52016628.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (24605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24605 members Entering Unmasked Estep Score: -2979834.500000 Penalty: 2507.454834 Iteration 0F: 2 clusters Score -2979834 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 12403 members Entering Unmasked Estep Score: -2962724.750000 Penalty: 5014.909668 Iteration 0F: 3 clusters Score -2962725 nChanged 11035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -2968702.250000 Penalty: 5014.909668 Iteration 1F: 3 clusters Score -2968702 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -2969231.500000 Penalty: 5014.909668 Iteration 2F: 3 clusters Score -2969232 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -2969719.750000 Penalty: 5014.909668 Iteration 3Q: 3 clusters Score -2969720 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -2970199.500000 Penalty: 5014.909668 Iteration 4Q: 3 clusters Score -2970200 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 15085 members Entering Unmasked Estep Score: -2970785.750000 Penalty: 5014.909668 Iteration 5Q: 3 clusters Score -2970786 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -2971613.250000 Penalty: 5014.909668 Iteration 6F: 3 clusters Score -2971613 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -2972794.500000 Penalty: 5014.909668 Iteration 7F: 3 clusters Score -2972794 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -2974264.250000 Penalty: 5014.909668 Iteration 8F: 3 clusters Score -2974264 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 20721 members Entering Unmasked Estep Score: -2975917.500000 Penalty: 5014.909668 Iteration 9F: 3 clusters Score -2975918 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 21907 members Entering Unmasked Estep Score: -2977424.750000 Penalty: 5014.909668 Iteration 10F: 3 clusters Score -2977425 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 22581 members Entering Unmasked Estep Score: -2978418.750000 Penalty: 5014.909668 Iteration 11Q: 3 clusters Score -2978419 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 22919 members Entering Unmasked Estep Score: -2978967.250000 Penalty: 5014.909668 Iteration 12Q: 3 clusters Score -2978967 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -2979305.250000 Penalty: 5014.909668 Iteration 13Q: 3 clusters Score -2979305 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 23196 members Entering Unmasked Estep Score: -2979447.000000 Penalty: 5014.909668 Iteration 14Q: 3 clusters Score -2979447 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 23237 members Entering Unmasked Estep Score: -2979508.500000 Penalty: 5014.909668 Iteration 15Q: 3 clusters Score -2979508 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 23262 members Entering Unmasked Estep Score: -2979549.750000 Penalty: 5014.909668 Iteration 16Q: 3 clusters Score -2979550 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 23278 members Entering Unmasked Estep Score: -2979559.250000 Penalty: 5014.909668 Iteration 17Q: 3 clusters Score -2979559 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 23283 members Entering Unmasked Estep Score: -2979578.500000 Penalty: 5014.909668 Iteration 18Q: 3 clusters Score -2979578 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 23289 members Entering Unmasked Estep Score: -2979580.500000 Penalty: 5014.909668 Iteration 19Q: 3 clusters Score -2979580 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 23296 members Entering Unmasked Estep Score: -2979603.500000 Penalty: 5014.909668 Iteration 20F: 3 clusters Score -2979604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 23287 members Entering Unmasked Estep Score: -2979629.250000 Penalty: 5014.909668 Iteration 21Q: 3 clusters Score -2979629 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 23276 members Entering Unmasked Estep Score: -2979663.750000 Penalty: 5014.909668 Iteration 22Q: 3 clusters Score -2979664 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 23273 members Entering Unmasked Estep Score: -2979678.750000 Penalty: 5014.909668 Iteration 23Q: 3 clusters Score -2979679 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 23272 members Entering Unmasked Estep Score: -2979691.750000 Penalty: 5014.909668 Iteration 24Q: 3 clusters Score -2979692 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 23269 members Entering Unmasked Estep Score: -2979693.250000 Penalty: 5014.909668 Iteration 25Q: 3 clusters Score -2979693 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 23266 members Entering Unmasked Estep Score: -2979702.000000 Penalty: 5014.909668 Iteration 26Q: 3 clusters Score -2979702 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 23269 members Entering Unmasked Estep Score: -2979700.750000 Penalty: 5014.909668 Iteration 27Q: 3 clusters Score -2979701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 23271 members Entering Unmasked Estep Score: -2979702.000000 Penalty: 5014.909668 Iteration 28Q: 3 clusters Score -2979702 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 23275 members Entering Unmasked Estep Score: -2979707.250000 Penalty: 5014.909668 Iteration 29Q: 3 clusters Score -2979707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 23277 members Entering Unmasked Estep Score: -2979708.750000 Penalty: 5014.909668 Iteration 30Q: 3 clusters Score -2979709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 23278 members Entering Unmasked Estep Score: -2979707.750000 Penalty: 5014.909668 Iteration 31Q: 3 clusters Score -2979708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 23278 members Entering Unmasked Estep Score: -2979707.750000 Penalty: 5014.909668 Iteration 32F: 3 clusters Score -2979708 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Entering Unmasked Estep Score: -1329427.625000 Penalty: 2315.700439 Iteration 0F: 2 clusters Score -1329428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1320904.375000 Penalty: 4631.400879 Iteration 0F: 3 clusters Score -1320904 nChanged 4718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1323546.375000 Penalty: 4631.400879 Iteration 1F: 3 clusters Score -1323546 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -1324041.625000 Penalty: 4631.400879 Iteration 2F: 3 clusters Score -1324042 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1324531.750000 Penalty: 4631.400879 Iteration 3F: 3 clusters Score -1324532 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1325180.875000 Penalty: 4631.400879 Iteration 4F: 3 clusters Score -1325181 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1325989.625000 Penalty: 4631.400879 Iteration 5F: 3 clusters Score -1325990 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1326917.500000 Penalty: 4631.400879 Iteration 6F: 3 clusters Score -1326918 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1327691.625000 Penalty: 4631.400879 Iteration 7F: 3 clusters Score -1327692 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1328163.125000 Penalty: 4631.400879 Iteration 8F: 3 clusters Score -1328163 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1328413.125000 Penalty: 4631.400879 Iteration 9Q: 3 clusters Score -1328413 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1328528.000000 Penalty: 4631.400879 Iteration 10Q: 3 clusters Score -1328528 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -1328574.500000 Penalty: 4631.400879 Iteration 11Q: 3 clusters Score -1328574 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1328607.500000 Penalty: 4631.400879 Iteration 12Q: 3 clusters Score -1328608 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -1328631.250000 Penalty: 4631.400879 Iteration 13Q: 3 clusters Score -1328631 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1328646.250000 Penalty: 4631.400879 Iteration 14Q: 3 clusters Score -1328646 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1328668.125000 Penalty: 4631.400879 Iteration 15Q: 3 clusters Score -1328668 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1328676.000000 Penalty: 4631.400879 Iteration 16Q: 3 clusters Score -1328676 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1328689.500000 Penalty: 4631.400879 Iteration 17Q: 3 clusters Score -1328690 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1328697.375000 Penalty: 4631.400879 Iteration 18Q: 3 clusters Score -1328697 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1328705.250000 Penalty: 4631.400879 Iteration 19Q: 3 clusters Score -1328705 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1328709.500000 Penalty: 4631.400879 Iteration 20F: 3 clusters Score -1328710 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1328716.500000 Penalty: 4631.400879 Iteration 21Q: 3 clusters Score -1328716 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1328718.875000 Penalty: 4631.400879 Iteration 22Q: 3 clusters Score -1328719 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1328724.750000 Penalty: 4631.400879 Iteration 23Q: 3 clusters Score -1328725 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1328731.625000 Penalty: 4631.400879 Iteration 24Q: 3 clusters Score -1328732 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1328738.500000 Penalty: 4631.400879 Iteration 25Q: 3 clusters Score -1328738 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1328751.250000 Penalty: 4631.400879 Iteration 26Q: 3 clusters Score -1328751 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -1328761.750000 Penalty: 4631.400879 Iteration 27Q: 3 clusters Score -1328762 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -1328773.875000 Penalty: 4631.400879 Iteration 28Q: 3 clusters Score -1328774 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -1328786.125000 Penalty: 4631.400879 Iteration 29Q: 3 clusters Score -1328786 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1328799.500000 Penalty: 4631.400879 Iteration 30Q: 3 clusters Score -1328800 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1328817.625000 Penalty: 4631.400879 Iteration 31Q: 3 clusters Score -1328818 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1328835.125000 Penalty: 4631.400879 Iteration 32Q: 3 clusters Score -1328835 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1328856.750000 Penalty: 4631.400879 Iteration 33Q: 3 clusters Score -1328857 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1328879.250000 Penalty: 4631.400879 Iteration 34Q: 3 clusters Score -1328879 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1328906.750000 Penalty: 4631.400879 Iteration 35Q: 3 clusters Score -1328907 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -1328930.125000 Penalty: 4631.400879 Iteration 36Q: 3 clusters Score -1328930 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1328956.375000 Penalty: 4631.400879 Iteration 37Q: 3 clusters Score -1328956 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -1328978.500000 Penalty: 4631.400879 Iteration 38Q: 3 clusters Score -1328978 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1328997.000000 Penalty: 4631.400879 Iteration 39Q: 3 clusters Score -1328997 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1329016.000000 Penalty: 4631.400879 Iteration 40F: 3 clusters Score -1329016 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -1329032.375000 Penalty: 4631.400879 Iteration 41Q: 3 clusters Score -1329032 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1329045.375000 Penalty: 4631.400879 Iteration 42Q: 3 clusters Score -1329045 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1329059.125000 Penalty: 4631.400879 Iteration 43Q: 3 clusters Score -1329059 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1329065.375000 Penalty: 4631.400879 Iteration 44Q: 3 clusters Score -1329065 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9534 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1329077.000000 Penalty: 4631.400879 Iteration 45Q: 3 clusters Score -1329077 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1329085.125000 Penalty: 4631.400879 Iteration 46Q: 3 clusters Score -1329085 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1329092.500000 Penalty: 4631.400879 Iteration 47Q: 3 clusters Score -1329092 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1329097.625000 Penalty: 4631.400879 Iteration 48Q: 3 clusters Score -1329098 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1329102.375000 Penalty: 4631.400879 Iteration 49Q: 3 clusters Score -1329102 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1329104.375000 Penalty: 4631.400879 Iteration 50Q: 3 clusters Score -1329104 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -1329110.500000 Penalty: 4631.400879 Iteration 51Q: 3 clusters Score -1329110 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -1329116.250000 Penalty: 4631.400879 Iteration 52Q: 3 clusters Score -1329116 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9722 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1329121.250000 Penalty: 4631.400879 Iteration 53Q: 3 clusters Score -1329121 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1329119.625000 Penalty: 4631.400879 Iteration 54Q: 3 clusters Score -1329120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1329119.000000 Penalty: 4631.400879 Iteration 55Q: 3 clusters Score -1329119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1329119.000000 Penalty: 4631.400879 Iteration 56Q: 3 clusters Score -1329119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -1329119.250000 Penalty: 4631.400879 Iteration 57Q: 3 clusters Score -1329119 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1329121.500000 Penalty: 4631.400879 Iteration 58Q: 3 clusters Score -1329122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1329123.000000 Penalty: 4631.400879 Iteration 59Q: 3 clusters Score -1329123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1329122.500000 Penalty: 4631.400879 Iteration 60F: 3 clusters Score -1329122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1329121.250000 Penalty: 4631.400879 Iteration 61Q: 3 clusters Score -1329121 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1329123.500000 Penalty: 4631.400879 Iteration 62Q: 3 clusters Score -1329124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1329124.500000 Penalty: 4631.400879 Iteration 63Q: 3 clusters Score -1329124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1329125.125000 Penalty: 4631.400879 Iteration 64Q: 3 clusters Score -1329125 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1329127.875000 Penalty: 4631.400879 Iteration 65Q: 3 clusters Score -1329128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1329130.000000 Penalty: 4631.400879 Iteration 66Q: 3 clusters Score -1329130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1329129.750000 Penalty: 4631.400879 Iteration 67Q: 3 clusters Score -1329130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1329132.125000 Penalty: 4631.400879 Iteration 68Q: 3 clusters Score -1329132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1329134.625000 Penalty: 4631.400879 Iteration 69Q: 3 clusters Score -1329135 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1329137.000000 Penalty: 4631.400879 Iteration 70Q: 3 clusters Score -1329137 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1329139.125000 Penalty: 4631.400879 Iteration 71Q: 3 clusters Score -1329139 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -1329140.000000 Penalty: 4631.400879 Iteration 72Q: 3 clusters Score -1329140 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -1329144.625000 Penalty: 4631.400879 Iteration 73Q: 3 clusters Score -1329145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1329144.500000 Penalty: 4631.400879 Iteration 74Q: 3 clusters Score -1329144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1329147.000000 Penalty: 4631.400879 Iteration 75Q: 3 clusters Score -1329147 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1329146.750000 Penalty: 4631.400879 Iteration 76Q: 3 clusters Score -1329147 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1329146.500000 Penalty: 4631.400879 Iteration 77Q: 3 clusters Score -1329146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1329145.375000 Penalty: 4631.400879 Iteration 78Q: 3 clusters Score -1329145 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1329145.375000 Penalty: 4631.400879 Iteration 79F: 3 clusters Score -1329145 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Entering Unmasked Estep Score: -1436791.000000 Penalty: 2342.971436 Iteration 0F: 2 clusters Score -1436791 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -1427424.500000 Penalty: 4685.942871 Iteration 0F: 3 clusters Score -1427424 nChanged 5423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1430540.875000 Penalty: 4685.942871 Iteration 1F: 3 clusters Score -1430541 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -1431003.500000 Penalty: 4685.942871 Iteration 2F: 3 clusters Score -1431004 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -1431476.250000 Penalty: 4685.942871 Iteration 3F: 3 clusters Score -1431476 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1431951.375000 Penalty: 4685.942871 Iteration 4F: 3 clusters Score -1431951 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -1432503.250000 Penalty: 4685.942871 Iteration 5F: 3 clusters Score -1432503 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -1433024.375000 Penalty: 4685.942871 Iteration 6F: 3 clusters Score -1433024 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -1433435.875000 Penalty: 4685.942871 Iteration 7F: 3 clusters Score -1433436 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -1433770.500000 Penalty: 4685.942871 Iteration 8Q: 3 clusters Score -1433770 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -1434126.250000 Penalty: 4685.942871 Iteration 9Q: 3 clusters Score -1434126 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -1434416.500000 Penalty: 4685.942871 Iteration 10Q: 3 clusters Score -1434416 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 9929 members Entering Unmasked Estep Score: -1434640.375000 Penalty: 4685.942871 Iteration 11Q: 3 clusters Score -1434640 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -1434803.375000 Penalty: 4685.942871 Iteration 12Q: 3 clusters Score -1434803 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -1434936.250000 Penalty: 4685.942871 Iteration 13Q: 3 clusters Score -1434936 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -1435047.750000 Penalty: 4685.942871 Iteration 14Q: 3 clusters Score -1435048 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -1435119.625000 Penalty: 4685.942871 Iteration 15Q: 3 clusters Score -1435120 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 10758 members Entering Unmasked Estep Score: -1435181.125000 Penalty: 4685.942871 Iteration 16Q: 3 clusters Score -1435181 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1435219.375000 Penalty: 4685.942871 Iteration 17Q: 3 clusters Score -1435219 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -1435252.500000 Penalty: 4685.942871 Iteration 18Q: 3 clusters Score -1435252 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 11003 members Entering Unmasked Estep Score: -1435283.250000 Penalty: 4685.942871 Iteration 19Q: 3 clusters Score -1435283 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -1435306.375000 Penalty: 4685.942871 Iteration 20F: 3 clusters Score -1435306 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -1435325.125000 Penalty: 4685.942871 Iteration 21Q: 3 clusters Score -1435325 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -1435341.750000 Penalty: 4685.942871 Iteration 22Q: 3 clusters Score -1435342 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -1435359.250000 Penalty: 4685.942871 Iteration 23Q: 3 clusters Score -1435359 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -1435370.500000 Penalty: 4685.942871 Iteration 24Q: 3 clusters Score -1435370 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -1435380.000000 Penalty: 4685.942871 Iteration 25Q: 3 clusters Score -1435380 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -1435387.750000 Penalty: 4685.942871 Iteration 26Q: 3 clusters Score -1435388 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -1435396.125000 Penalty: 4685.942871 Iteration 27Q: 3 clusters Score -1435396 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -1435400.500000 Penalty: 4685.942871 Iteration 28Q: 3 clusters Score -1435400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1435408.500000 Penalty: 4685.942871 Iteration 29Q: 3 clusters Score -1435408 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -1435413.500000 Penalty: 4685.942871 Iteration 30Q: 3 clusters Score -1435414 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -1435419.750000 Penalty: 4685.942871 Iteration 31Q: 3 clusters Score -1435420 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -1435423.750000 Penalty: 4685.942871 Iteration 32Q: 3 clusters Score -1435424 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -1435431.875000 Penalty: 4685.942871 Iteration 33Q: 3 clusters Score -1435432 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -1435445.500000 Penalty: 4685.942871 Iteration 34Q: 3 clusters Score -1435446 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -1435462.250000 Penalty: 4685.942871 Iteration 35Q: 3 clusters Score -1435462 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 11553 members Entering Unmasked Estep Score: -1435468.500000 Penalty: 4685.942871 Iteration 36Q: 3 clusters Score -1435468 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -1435483.875000 Penalty: 4685.942871 Iteration 37Q: 3 clusters Score -1435484 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -1435496.500000 Penalty: 4685.942871 Iteration 38Q: 3 clusters Score -1435496 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -1435500.500000 Penalty: 4685.942871 Iteration 39Q: 3 clusters Score -1435500 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -1435507.375000 Penalty: 4685.942871 Iteration 40F: 3 clusters Score -1435507 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -1435510.500000 Penalty: 4685.942871 Iteration 41Q: 3 clusters Score -1435510 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -1435512.500000 Penalty: 4685.942871 Iteration 42Q: 3 clusters Score -1435512 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1435518.000000 Penalty: 4685.942871 Iteration 43Q: 3 clusters Score -1435518 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1435520.625000 Penalty: 4685.942871 Iteration 44Q: 3 clusters Score -1435521 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -1435524.750000 Penalty: 4685.942871 Iteration 45Q: 3 clusters Score -1435525 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -1435523.125000 Penalty: 4685.942871 Iteration 46Q: 3 clusters Score -1435523 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -1435525.125000 Penalty: 4685.942871 Iteration 47Q: 3 clusters Score -1435525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -1435524.750000 Penalty: 4685.942871 Iteration 48Q: 3 clusters Score -1435525 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -1435526.250000 Penalty: 4685.942871 Iteration 49Q: 3 clusters Score -1435526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -1435525.500000 Penalty: 4685.942871 Iteration 50Q: 3 clusters Score -1435526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -1435527.750000 Penalty: 4685.942871 Iteration 51Q: 3 clusters Score -1435528 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -1435528.000000 Penalty: 4685.942871 Iteration 52Q: 3 clusters Score -1435528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -1435527.125000 Penalty: 4685.942871 Iteration 53Q: 3 clusters Score -1435527 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -1435527.125000 Penalty: 4685.942871 Iteration 54F: 3 clusters Score -1435527 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Entering Unmasked Estep Score: -610532.437500 Penalty: 2122.276611 Iteration 0F: 2 clusters Score -610532.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -605897.062500 Penalty: 4244.553223 Iteration 0F: 3 clusters Score -605897.1 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -607057.500000 Penalty: 4244.553223 Iteration 1F: 3 clusters Score -607057.5 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -607278.937500 Penalty: 4244.553223 Iteration 2F: 3 clusters Score -607278.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -607435.812500 Penalty: 4244.553223 Iteration 3F: 3 clusters Score -607435.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -607554.687500 Penalty: 4244.553223 Iteration 4Q: 3 clusters Score -607554.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -607676.937500 Penalty: 4244.553223 Iteration 5Q: 3 clusters Score -607676.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -607816.687500 Penalty: 4244.553223 Iteration 6Q: 3 clusters Score -607816.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -607949.562500 Penalty: 4244.553223 Iteration 7Q: 3 clusters Score -607949.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -608068.250000 Penalty: 4244.553223 Iteration 8Q: 3 clusters Score -608068.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -608176.375000 Penalty: 4244.553223 Iteration 9Q: 3 clusters Score -608176.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -608280.187500 Penalty: 4244.553223 Iteration 10Q: 3 clusters Score -608280.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -608375.250000 Penalty: 4244.553223 Iteration 11Q: 3 clusters Score -608375.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -608439.875000 Penalty: 4244.553223 Iteration 12Q: 3 clusters Score -608439.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -608486.437500 Penalty: 4244.553223 Iteration 13Q: 3 clusters Score -608486.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -608518.375000 Penalty: 4244.553223 Iteration 14Q: 3 clusters Score -608518.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -608536.312500 Penalty: 4244.553223 Iteration 15Q: 3 clusters Score -608536.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -608549.187500 Penalty: 4244.553223 Iteration 16Q: 3 clusters Score -608549.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -608561.562500 Penalty: 4244.553223 Iteration 17Q: 3 clusters Score -608561.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -608568.687500 Penalty: 4244.553223 Iteration 18Q: 3 clusters Score -608568.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -608579.250000 Penalty: 4244.553223 Iteration 19Q: 3 clusters Score -608579.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -608591.062500 Penalty: 4244.553223 Iteration 20F: 3 clusters Score -608591.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -608600.687500 Penalty: 4244.553223 Iteration 21Q: 3 clusters Score -608600.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -608607.875000 Penalty: 4244.553223 Iteration 22Q: 3 clusters Score -608607.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -608613.375000 Penalty: 4244.553223 Iteration 23Q: 3 clusters Score -608613.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -608617.000000 Penalty: 4244.553223 Iteration 24Q: 3 clusters Score -608617 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -608620.000000 Penalty: 4244.553223 Iteration 25Q: 3 clusters Score -608620 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -608626.312500 Penalty: 4244.553223 Iteration 26Q: 3 clusters Score -608626.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -608629.125000 Penalty: 4244.553223 Iteration 27Q: 3 clusters Score -608629.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -608631.312500 Penalty: 4244.553223 Iteration 28Q: 3 clusters Score -608631.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -608632.875000 Penalty: 4244.553223 Iteration 29Q: 3 clusters Score -608632.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -608637.062500 Penalty: 4244.553223 Iteration 30Q: 3 clusters Score -608637.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -608640.125000 Penalty: 4244.553223 Iteration 31Q: 3 clusters Score -608640.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -608639.750000 Penalty: 4244.553223 Iteration 32Q: 3 clusters Score -608639.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -608641.375000 Penalty: 4244.553223 Iteration 33Q: 3 clusters Score -608641.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -608642.437500 Penalty: 4244.553223 Iteration 34Q: 3 clusters Score -608642.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -608643.187500 Penalty: 4244.553223 Iteration 35Q: 3 clusters Score -608643.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -608644.125000 Penalty: 4244.553223 Iteration 36Q: 3 clusters Score -608644.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -608645.625000 Penalty: 4244.553223 Iteration 37Q: 3 clusters Score -608645.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -608647.187500 Penalty: 4244.553223 Iteration 38Q: 3 clusters Score -608647.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -608647.937500 Penalty: 4244.553223 Iteration 39Q: 3 clusters Score -608647.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -608648.500000 Penalty: 4244.553223 Iteration 40F: 3 clusters Score -608648.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Entering Unmasked Estep Score: -1056692.125000 Penalty: 2247.911133 Iteration 0F: 2 clusters Score -1056692 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1049913.875000 Penalty: 4495.822266 Iteration 0F: 3 clusters Score -1049914 nChanged 3551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1051848.250000 Penalty: 4495.822266 Iteration 1F: 3 clusters Score -1051848 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1052216.375000 Penalty: 4495.822266 Iteration 2F: 3 clusters Score -1052216 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1052551.125000 Penalty: 4495.822266 Iteration 3F: 3 clusters Score -1052551 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1052829.000000 Penalty: 4495.822266 Iteration 4F: 3 clusters Score -1052829 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1053093.750000 Penalty: 4495.822266 Iteration 5F: 3 clusters Score -1053094 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1053303.125000 Penalty: 4495.822266 Iteration 6Q: 3 clusters Score -1053303 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1053502.500000 Penalty: 4495.822266 Iteration 7Q: 3 clusters Score -1053502 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1053639.875000 Penalty: 4495.822266 Iteration 8Q: 3 clusters Score -1053640 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1053746.500000 Penalty: 4495.822266 Iteration 9Q: 3 clusters Score -1053746 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1053820.875000 Penalty: 4495.822266 Iteration 10Q: 3 clusters Score -1053821 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1053867.250000 Penalty: 4495.822266 Iteration 11Q: 3 clusters Score -1053867 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1053893.375000 Penalty: 4495.822266 Iteration 12Q: 3 clusters Score -1053893 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1053909.875000 Penalty: 4495.822266 Iteration 13Q: 3 clusters Score -1053910 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1053927.750000 Penalty: 4495.822266 Iteration 14Q: 3 clusters Score -1053928 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1053945.250000 Penalty: 4495.822266 Iteration 15Q: 3 clusters Score -1053945 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1053955.000000 Penalty: 4495.822266 Iteration 16Q: 3 clusters Score -1053955 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1053958.625000 Penalty: 4495.822266 Iteration 17Q: 3 clusters Score -1053959 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1053963.625000 Penalty: 4495.822266 Iteration 18Q: 3 clusters Score -1053964 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -1053968.625000 Penalty: 4495.822266 Iteration 19Q: 3 clusters Score -1053969 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1053975.875000 Penalty: 4495.822266 Iteration 20F: 3 clusters Score -1053976 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1053976.375000 Penalty: 4495.822266 Iteration 21Q: 3 clusters Score -1053976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1053980.125000 Penalty: 4495.822266 Iteration 22Q: 3 clusters Score -1053980 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1053980.875000 Penalty: 4495.822266 Iteration 23Q: 3 clusters Score -1053981 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1053984.625000 Penalty: 4495.822266 Iteration 24Q: 3 clusters Score -1053985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1053983.500000 Penalty: 4495.822266 Iteration 25Q: 3 clusters Score -1053984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1053983.500000 Penalty: 4495.822266 Iteration 26F: 3 clusters Score -1053984 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Entering Unmasked Estep Score: -113508.648438 Penalty: 1739.004639 Iteration 0F: 2 clusters Score -113508.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -111604.242188 Penalty: 3478.009277 Iteration 0F: 3 clusters Score -111604.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -112539.093750 Penalty: 3478.009277 Iteration 1F: 3 clusters Score -112539.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -112874.312500 Penalty: 3478.009277 Iteration 2F: 3 clusters Score -112874.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -113045.632812 Penalty: 3478.009277 Iteration 3F: 3 clusters Score -113045.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -113147.523438 Penalty: 3478.009277 Iteration 4Q: 3 clusters Score -113147.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -113225.304688 Penalty: 3478.009277 Iteration 5Q: 3 clusters Score -113225.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -113383.937500 Penalty: 3478.009277 Iteration 6Q: 3 clusters Score -113383.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -113745.132812 Penalty: 3478.009277 Iteration 7F: 3 clusters Score -113745.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -114233.125000 Penalty: 3478.009277 Iteration 8Q: 3 clusters Score -114233.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -114701.804688 Penalty: 3478.009277 Iteration 9Q: 3 clusters Score -114701.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114825.867188 Penalty: 3478.009277 Iteration 10Q: 3 clusters Score -114825.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -114967.523438 Penalty: 3478.009277 Iteration 11Q: 3 clusters Score -114967.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -114989.718750 Penalty: 3478.009277 Iteration 12Q: 3 clusters Score -114989.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -114989.718750 Penalty: 3478.009277 Iteration 13F: 3 clusters Score -114989.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 45836 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24605 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 12676 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8640 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64411 members Mstep: Class 15 contains 159408 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12712 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2790 members Mstep: Class 23 contains 41204 members Entering Unmasked Estep Score: -52017660.000000 Penalty: 67587.437500 Splitting cluster 11 changes total score from -52017612.000000 to -52017660.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 12 (4552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Entering Unmasked Estep Score: -557219.875000 Penalty: 2088.983887 Iteration 0F: 2 clusters Score -557219.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -552945.687500 Penalty: 4177.967773 Iteration 0F: 3 clusters Score -552945.7 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -553896.375000 Penalty: 4177.967773 Iteration 1F: 3 clusters Score -553896.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -554131.187500 Penalty: 4177.967773 Iteration 2F: 3 clusters Score -554131.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -554304.937500 Penalty: 4177.967773 Iteration 3F: 3 clusters Score -554304.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -554501.062500 Penalty: 4177.967773 Iteration 4F: 3 clusters Score -554501.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -554730.687500 Penalty: 4177.967773 Iteration 5F: 3 clusters Score -554730.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -555006.875000 Penalty: 4177.967773 Iteration 6F: 3 clusters Score -555006.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -555290.812500 Penalty: 4177.967773 Iteration 7F: 3 clusters Score -555290.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -555528.750000 Penalty: 4177.967773 Iteration 8F: 3 clusters Score -555528.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -555672.937500 Penalty: 4177.967773 Iteration 9Q: 3 clusters Score -555672.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -555766.875000 Penalty: 4177.967773 Iteration 10Q: 3 clusters Score -555766.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -555839.937500 Penalty: 4177.967773 Iteration 11Q: 3 clusters Score -555839.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -555882.937500 Penalty: 4177.967773 Iteration 12Q: 3 clusters Score -555882.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -555905.937500 Penalty: 4177.967773 Iteration 13Q: 3 clusters Score -555905.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -555923.437500 Penalty: 4177.967773 Iteration 14Q: 3 clusters Score -555923.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -555933.375000 Penalty: 4177.967773 Iteration 15Q: 3 clusters Score -555933.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -555943.312500 Penalty: 4177.967773 Iteration 16Q: 3 clusters Score -555943.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -555951.562500 Penalty: 4177.967773 Iteration 17Q: 3 clusters Score -555951.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -555955.875000 Penalty: 4177.967773 Iteration 18Q: 3 clusters Score -555955.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -555961.125000 Penalty: 4177.967773 Iteration 19Q: 3 clusters Score -555961.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -555963.937500 Penalty: 4177.967773 Iteration 20F: 3 clusters Score -555963.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -555964.750000 Penalty: 4177.967773 Iteration 21Q: 3 clusters Score -555964.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -555965.687500 Penalty: 4177.967773 Iteration 22Q: 3 clusters Score -555965.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -555965.125000 Penalty: 4177.967773 Iteration 23Q: 3 clusters Score -555965.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -555965.125000 Penalty: 4177.967773 Iteration 24F: 3 clusters Score -555965.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (64411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64411 members Entering Unmasked Estep Score: -7921508.000000 Penalty: 2746.114014 Iteration 0F: 2 clusters Score -7921508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32010 members Mstep: Class 2 contains 32401 members Entering Unmasked Estep Score: -7878323.000000 Penalty: 5492.228027 Iteration 0F: 3 clusters Score -7878323 nChanged 30072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29942 members Mstep: Class 2 contains 34469 members Entering Unmasked Estep Score: -7895441.500000 Penalty: 5492.228027 Iteration 1F: 3 clusters Score -7895442 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28731 members Mstep: Class 2 contains 35680 members Entering Unmasked Estep Score: -7896422.000000 Penalty: 5492.228027 Iteration 2Q: 3 clusters Score -7896422 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26891 members Mstep: Class 2 contains 37520 members Entering Unmasked Estep Score: -7897659.000000 Penalty: 5492.228027 Iteration 3Q: 3 clusters Score -7897659 nChanged 3448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24301 members Mstep: Class 2 contains 40110 members Entering Unmasked Estep Score: -7899371.000000 Penalty: 5492.228027 Iteration 4F: 3 clusters Score -7899371 nChanged 4268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20563 members Mstep: Class 2 contains 43848 members Entering Unmasked Estep Score: -7902066.000000 Penalty: 5492.228027 Iteration 5F: 3 clusters Score -7902066 nChanged 5113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15734 members Mstep: Class 2 contains 48677 members Entering Unmasked Estep Score: -7906146.500000 Penalty: 5492.228027 Iteration 6F: 3 clusters Score -7906146 nChanged 5179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 53696 members Entering Unmasked Estep Score: -7910616.000000 Penalty: 5492.228027 Iteration 7F: 3 clusters Score -7910616 nChanged 4085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 57711 members Entering Unmasked Estep Score: -7914283.500000 Penalty: 5492.228027 Iteration 8F: 3 clusters Score -7914284 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 60233 members Entering Unmasked Estep Score: -7916635.500000 Penalty: 5492.228027 Iteration 9Q: 3 clusters Score -7916636 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 61518 members Entering Unmasked Estep Score: -7917903.500000 Penalty: 5492.228027 Iteration 10Q: 3 clusters Score -7917904 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 62145 members Entering Unmasked Estep Score: -7918571.000000 Penalty: 5492.228027 Iteration 11Q: 3 clusters Score -7918571 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 62434 members Entering Unmasked Estep Score: -7918900.000000 Penalty: 5492.228027 Iteration 12Q: 3 clusters Score -7918900 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 62573 members Entering Unmasked Estep Score: -7919092.000000 Penalty: 5492.228027 Iteration 13Q: 3 clusters Score -7919092 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 62676 members Entering Unmasked Estep Score: -7919227.000000 Penalty: 5492.228027 Iteration 14Q: 3 clusters Score -7919227 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 62755 members Entering Unmasked Estep Score: -7919331.000000 Penalty: 5492.228027 Iteration 15Q: 3 clusters Score -7919331 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 62818 members Entering Unmasked Estep Score: -7919415.000000 Penalty: 5492.228027 Iteration 16Q: 3 clusters Score -7919415 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 62877 members Entering Unmasked Estep Score: -7919457.500000 Penalty: 5492.228027 Iteration 17Q: 3 clusters Score -7919458 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 62923 members Entering Unmasked Estep Score: -7919498.000000 Penalty: 5492.228027 Iteration 18Q: 3 clusters Score -7919498 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 62946 members Entering Unmasked Estep Score: -7919513.000000 Penalty: 5492.228027 Iteration 19Q: 3 clusters Score -7919513 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 62962 members Entering Unmasked Estep Score: -7919539.000000 Penalty: 5492.228027 Iteration 20F: 3 clusters Score -7919539 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 62970 members Entering Unmasked Estep Score: -7919545.000000 Penalty: 5492.228027 Iteration 21Q: 3 clusters Score -7919545 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 62973 members Entering Unmasked Estep Score: -7919555.500000 Penalty: 5492.228027 Iteration 22Q: 3 clusters Score -7919556 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 62978 members Entering Unmasked Estep Score: -7919553.500000 Penalty: 5492.228027 Iteration 23Q: 3 clusters Score -7919554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 62987 members Entering Unmasked Estep Score: -7919548.000000 Penalty: 5492.228027 Iteration 24Q: 3 clusters Score -7919548 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 62998 members Entering Unmasked Estep Score: -7919555.500000 Penalty: 5492.228027 Iteration 25Q: 3 clusters Score -7919556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 63006 members Entering Unmasked Estep Score: -7919555.500000 Penalty: 5492.228027 Iteration 26Q: 3 clusters Score -7919556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 63009 members Entering Unmasked Estep Score: -7919561.500000 Penalty: 5492.228027 Iteration 27Q: 3 clusters Score -7919562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 63012 members Entering Unmasked Estep Score: -7919558.500000 Penalty: 5492.228027 Iteration 28Q: 3 clusters Score -7919558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 63019 members Entering Unmasked Estep Score: -7919561.000000 Penalty: 5492.228027 Iteration 29Q: 3 clusters Score -7919561 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 63028 members Entering Unmasked Estep Score: -7919569.000000 Penalty: 5492.228027 Iteration 30Q: 3 clusters Score -7919569 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 63034 members Entering Unmasked Estep Score: -7919572.500000 Penalty: 5492.228027 Iteration 31Q: 3 clusters Score -7919572 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 63039 members Entering Unmasked Estep Score: -7919566.000000 Penalty: 5492.228027 Iteration 32Q: 3 clusters Score -7919566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 63043 members Entering Unmasked Estep Score: -7919568.000000 Penalty: 5492.228027 Iteration 33Q: 3 clusters Score -7919568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 63045 members Entering Unmasked Estep Score: -7919570.500000 Penalty: 5492.228027 Iteration 34Q: 3 clusters Score -7919570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 63049 members Entering Unmasked Estep Score: -7919568.000000 Penalty: 5492.228027 Iteration 35Q: 3 clusters Score -7919568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 63056 members Entering Unmasked Estep Score: -7919576.500000 Penalty: 5492.228027 Iteration 36Q: 3 clusters Score -7919576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 63063 members Entering Unmasked Estep Score: -7919573.500000 Penalty: 5492.228027 Iteration 37Q: 3 clusters Score -7919574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 63066 members Entering Unmasked Estep Score: -7919570.000000 Penalty: 5492.228027 Iteration 38Q: 3 clusters Score -7919570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 63066 members Entering Unmasked Estep Score: -7919569.000000 Penalty: 5492.228027 Iteration 39Q: 3 clusters Score -7919569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 63065 members Entering Unmasked Estep Score: -7919569.000000 Penalty: 5492.228027 Iteration 40F: 3 clusters Score -7919569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 63066 members Entering Unmasked Estep Score: -7919566.500000 Penalty: 5492.228027 Iteration 41Q: 3 clusters Score -7919566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 63066 members Entering Unmasked Estep Score: -7919566.500000 Penalty: 5492.228027 Iteration 42F: 3 clusters Score -7919566 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (159408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159408 members Entering Unmasked Estep Score: -19885874.000000 Penalty: 2970.847168 Iteration 0F: 2 clusters Score -1.988587e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79641 members Mstep: Class 2 contains 79767 members Entering Unmasked Estep Score: -19781120.000000 Penalty: 5941.694336 Iteration 0F: 3 clusters Score -1.978112e+07 nChanged 76405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78532 members Mstep: Class 2 contains 80876 members Entering Unmasked Estep Score: -19826008.000000 Penalty: 5941.694336 Iteration 1F: 3 clusters Score -1.982601e+07 nChanged 4758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78540 members Mstep: Class 2 contains 80868 members Entering Unmasked Estep Score: -19827094.000000 Penalty: 5941.694336 Iteration 2Q: 3 clusters Score -1.982709e+07 nChanged 5170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78692 members Mstep: Class 2 contains 80716 members Entering Unmasked Estep Score: -19828468.000000 Penalty: 5941.694336 Iteration 3Q: 3 clusters Score -1.982847e+07 nChanged 5662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78970 members Mstep: Class 2 contains 80438 members Entering Unmasked Estep Score: -19830430.000000 Penalty: 5941.694336 Iteration 4Q: 3 clusters Score -1.983043e+07 nChanged 6535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79661 members Mstep: Class 2 contains 79747 members Entering Unmasked Estep Score: -19833124.000000 Penalty: 5941.694336 Iteration 5Q: 3 clusters Score -1.983312e+07 nChanged 7677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80846 members Mstep: Class 2 contains 78562 members Entering Unmasked Estep Score: -19836502.000000 Penalty: 5941.694336 Iteration 6Q: 3 clusters Score -1.98365e+07 nChanged 8538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82582 members Mstep: Class 2 contains 76826 members Entering Unmasked Estep Score: -19840576.000000 Penalty: 5941.694336 Iteration 7F: 3 clusters Score -1.984058e+07 nChanged 8781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84543 members Mstep: Class 2 contains 74865 members Entering Unmasked Estep Score: -19844402.000000 Penalty: 5941.694336 Iteration 8F: 3 clusters Score -1.98444e+07 nChanged 8235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86792 members Mstep: Class 2 contains 72616 members Entering Unmasked Estep Score: -19847722.000000 Penalty: 5941.694336 Iteration 9F: 3 clusters Score -1.984772e+07 nChanged 7448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89202 members Mstep: Class 2 contains 70206 members Entering Unmasked Estep Score: -19850588.000000 Penalty: 5941.694336 Iteration 10Q: 3 clusters Score -1.985059e+07 nChanged 6489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91561 members Mstep: Class 2 contains 67847 members Entering Unmasked Estep Score: -19852714.000000 Penalty: 5941.694336 Iteration 11Q: 3 clusters Score -1.985271e+07 nChanged 5689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93896 members Mstep: Class 2 contains 65512 members Entering Unmasked Estep Score: -19854380.000000 Penalty: 5941.694336 Iteration 12Q: 3 clusters Score -1.985438e+07 nChanged 4792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96082 members Mstep: Class 2 contains 63326 members Entering Unmasked Estep Score: -19855564.000000 Penalty: 5941.694336 Iteration 13Q: 3 clusters Score -1.985556e+07 nChanged 3990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98170 members Mstep: Class 2 contains 61238 members Entering Unmasked Estep Score: -19856482.000000 Penalty: 5941.694336 Iteration 14Q: 3 clusters Score -1.985648e+07 nChanged 3304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100198 members Mstep: Class 2 contains 59210 members Entering Unmasked Estep Score: -19857022.000000 Penalty: 5941.694336 Iteration 15Q: 3 clusters Score -1.985702e+07 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102198 members Mstep: Class 2 contains 57210 members Entering Unmasked Estep Score: -19857420.000000 Penalty: 5941.694336 Iteration 16Q: 3 clusters Score -1.985742e+07 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104309 members Mstep: Class 2 contains 55099 members Entering Unmasked Estep Score: -19857798.000000 Penalty: 5941.694336 Iteration 17Q: 3 clusters Score -1.98578e+07 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106490 members Mstep: Class 2 contains 52918 members Entering Unmasked Estep Score: -19858274.000000 Penalty: 5941.694336 Iteration 18Q: 3 clusters Score -1.985827e+07 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108823 members Mstep: Class 2 contains 50585 members Entering Unmasked Estep Score: -19858786.000000 Penalty: 5941.694336 Iteration 19Q: 3 clusters Score -1.985879e+07 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111434 members Mstep: Class 2 contains 47974 members Entering Unmasked Estep Score: -19859358.000000 Penalty: 5941.694336 Iteration 20F: 3 clusters Score -1.985936e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114374 members Mstep: Class 2 contains 45034 members Entering Unmasked Estep Score: -19859890.000000 Penalty: 5941.694336 Iteration 21Q: 3 clusters Score -1.985989e+07 nChanged 3250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117622 members Mstep: Class 2 contains 41786 members Entering Unmasked Estep Score: -19860716.000000 Penalty: 5941.694336 Iteration 22Q: 3 clusters Score -1.986072e+07 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121273 members Mstep: Class 2 contains 38135 members Entering Unmasked Estep Score: -19861788.000000 Penalty: 5941.694336 Iteration 23Q: 3 clusters Score -1.986179e+07 nChanged 4073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125346 members Mstep: Class 2 contains 34062 members Entering Unmasked Estep Score: -19863188.000000 Penalty: 5941.694336 Iteration 24Q: 3 clusters Score -1.986319e+07 nChanged 4506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129852 members Mstep: Class 2 contains 29556 members Entering Unmasked Estep Score: -19865024.000000 Penalty: 5941.694336 Iteration 25Q: 3 clusters Score -1.986502e+07 nChanged 4924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134776 members Mstep: Class 2 contains 24632 members Entering Unmasked Estep Score: -19867560.000000 Penalty: 5941.694336 Iteration 26Q: 3 clusters Score -1.986756e+07 nChanged 5191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139967 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -19870816.000000 Penalty: 5941.694336 Iteration 27Q: 3 clusters Score -1.987082e+07 nChanged 5001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144968 members Mstep: Class 2 contains 14440 members Entering Unmasked Estep Score: -19873968.000000 Penalty: 5941.694336 Iteration 28Q: 3 clusters Score -1.987397e+07 nChanged 4497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149465 members Mstep: Class 2 contains 9943 members Entering Unmasked Estep Score: -19877120.000000 Penalty: 5941.694336 Iteration 29Q: 3 clusters Score -1.987712e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152955 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -19879510.000000 Penalty: 5941.694336 Iteration 30Q: 3 clusters Score -1.987951e+07 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155362 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -19881110.000000 Penalty: 5941.694336 Iteration 31Q: 3 clusters Score -1.988111e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156818 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -19881968.000000 Penalty: 5941.694336 Iteration 32Q: 3 clusters Score -1.988197e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157624 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -19882536.000000 Penalty: 5941.694336 Iteration 33Q: 3 clusters Score -1.988254e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158075 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -19882884.000000 Penalty: 5941.694336 Iteration 34Q: 3 clusters Score -1.988288e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158309 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -19883116.000000 Penalty: 5941.694336 Iteration 35Q: 3 clusters Score -1.988312e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158445 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -19883236.000000 Penalty: 5941.694336 Iteration 36Q: 3 clusters Score -1.988324e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158528 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -19883308.000000 Penalty: 5941.694336 Iteration 37Q: 3 clusters Score -1.988331e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158578 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -19883342.000000 Penalty: 5941.694336 Iteration 38Q: 3 clusters Score -1.988334e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158617 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -19883360.000000 Penalty: 5941.694336 Iteration 39Q: 3 clusters Score -1.988336e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158647 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -19883368.000000 Penalty: 5941.694336 Iteration 40F: 3 clusters Score -1.988337e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158669 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -19883388.000000 Penalty: 5941.694336 Iteration 41Q: 3 clusters Score -1.988339e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158688 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -19883394.000000 Penalty: 5941.694336 Iteration 42Q: 3 clusters Score -1.988339e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158697 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -19883412.000000 Penalty: 5941.694336 Iteration 43Q: 3 clusters Score -1.988341e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158706 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -19883412.000000 Penalty: 5941.694336 Iteration 44Q: 3 clusters Score -1.988341e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158715 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -19883432.000000 Penalty: 5941.694336 Iteration 45Q: 3 clusters Score -1.988343e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158725 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -19883456.000000 Penalty: 5941.694336 Iteration 46Q: 3 clusters Score -1.988346e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158733 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -19883474.000000 Penalty: 5941.694336 Iteration 47Q: 3 clusters Score -1.988347e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158741 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -19883500.000000 Penalty: 5941.694336 Iteration 48Q: 3 clusters Score -1.98835e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158747 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -19883484.000000 Penalty: 5941.694336 Iteration 49Q: 3 clusters Score -1.988348e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158748 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -19883512.000000 Penalty: 5941.694336 Iteration 50Q: 3 clusters Score -1.988351e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158751 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -19883508.000000 Penalty: 5941.694336 Iteration 51Q: 3 clusters Score -1.988351e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158753 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -19883498.000000 Penalty: 5941.694336 Iteration 52Q: 3 clusters Score -1.98835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158754 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -19883492.000000 Penalty: 5941.694336 Iteration 53Q: 3 clusters Score -1.988349e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158755 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -19883498.000000 Penalty: 5941.694336 Iteration 54Q: 3 clusters Score -1.98835e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158753 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -19883498.000000 Penalty: 5941.694336 Iteration 55Q: 3 clusters Score -1.98835e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158753 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -19883498.000000 Penalty: 5941.694336 Iteration 56F: 3 clusters Score -1.98835e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -63742.578125 Penalty: 1592.562378 Iteration 0F: 2 clusters Score -63742.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -62263.433594 Penalty: 3185.124756 Iteration 0F: 3 clusters Score -62263.43 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -62562.753906 Penalty: 3185.124756 Iteration 1F: 3 clusters Score -62562.75 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -62788.312500 Penalty: 3185.124756 Iteration 2F: 3 clusters Score -62788.31 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -63007.179688 Penalty: 3185.124756 Iteration 3F: 3 clusters Score -63007.18 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -63297.546875 Penalty: 3185.124756 Iteration 4F: 3 clusters Score -63297.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -63461.042969 Penalty: 3185.124756 Iteration 5Q: 3 clusters Score -63461.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -63623.562500 Penalty: 3185.124756 Iteration 6Q: 3 clusters Score -63623.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -63733.917969 Penalty: 3185.124756 Iteration 7Q: 3 clusters Score -63733.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -63805.535156 Penalty: 3185.124756 Iteration 8Q: 3 clusters Score -63805.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -63828.425781 Penalty: 3185.124756 Iteration 9Q: 3 clusters Score -63828.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -63865.878906 Penalty: 3185.124756 Iteration 10Q: 3 clusters Score -63865.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -63865.878906 Penalty: 3185.124756 Iteration 11F: 3 clusters Score -63865.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 45836 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24605 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 12676 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8640 members Mstep: Class 10 contains 381 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64411 members Mstep: Class 15 contains 159408 members Mstep: Class 16 contains 234 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12712 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2790 members Mstep: Class 23 contains 41204 members Entering Unmasked Estep Score: -52016172.000000 Penalty: 70805.890625 Splitting cluster 16 changes total score from -52017612.000000 to -52016172.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (8959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Entering Unmasked Estep Score: -1070472.625000 Penalty: 2256.902832 Iteration 0F: 2 clusters Score -1070473 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1063502.625000 Penalty: 4513.805664 Iteration 0F: 3 clusters Score -1063503 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -1065439.250000 Penalty: 4513.805664 Iteration 1F: 3 clusters Score -1065439 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1065721.000000 Penalty: 4513.805664 Iteration 2F: 3 clusters Score -1065721 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1065918.625000 Penalty: 4513.805664 Iteration 3Q: 3 clusters Score -1065919 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1066080.125000 Penalty: 4513.805664 Iteration 4Q: 3 clusters Score -1066080 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1066238.625000 Penalty: 4513.805664 Iteration 5Q: 3 clusters Score -1066239 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1066389.250000 Penalty: 4513.805664 Iteration 6Q: 3 clusters Score -1066389 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1066546.000000 Penalty: 4513.805664 Iteration 7Q: 3 clusters Score -1066546 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1066710.375000 Penalty: 4513.805664 Iteration 8Q: 3 clusters Score -1066710 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1066881.625000 Penalty: 4513.805664 Iteration 9Q: 3 clusters Score -1066882 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1067061.375000 Penalty: 4513.805664 Iteration 10Q: 3 clusters Score -1067061 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1067264.250000 Penalty: 4513.805664 Iteration 11Q: 3 clusters Score -1067264 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1067472.250000 Penalty: 4513.805664 Iteration 12Q: 3 clusters Score -1067472 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1067655.000000 Penalty: 4513.805664 Iteration 13Q: 3 clusters Score -1067655 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1067837.125000 Penalty: 4513.805664 Iteration 14Q: 3 clusters Score -1067837 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1067992.500000 Penalty: 4513.805664 Iteration 15Q: 3 clusters Score -1067992 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1068114.500000 Penalty: 4513.805664 Iteration 16Q: 3 clusters Score -1068114 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1068201.625000 Penalty: 4513.805664 Iteration 17Q: 3 clusters Score -1068202 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1068248.250000 Penalty: 4513.805664 Iteration 18Q: 3 clusters Score -1068248 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1068283.250000 Penalty: 4513.805664 Iteration 19Q: 3 clusters Score -1068283 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1068304.750000 Penalty: 4513.805664 Iteration 20F: 3 clusters Score -1068305 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1068333.375000 Penalty: 4513.805664 Iteration 21Q: 3 clusters Score -1068333 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1068357.875000 Penalty: 4513.805664 Iteration 22Q: 3 clusters Score -1068358 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1068378.250000 Penalty: 4513.805664 Iteration 23Q: 3 clusters Score -1068378 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1068391.875000 Penalty: 4513.805664 Iteration 24Q: 3 clusters Score -1068392 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1068403.625000 Penalty: 4513.805664 Iteration 25Q: 3 clusters Score -1068404 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1068415.875000 Penalty: 4513.805664 Iteration 26Q: 3 clusters Score -1068416 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8301 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1068426.875000 Penalty: 4513.805664 Iteration 27Q: 3 clusters Score -1068427 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -1068434.375000 Penalty: 4513.805664 Iteration 28Q: 3 clusters Score -1068434 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1068444.125000 Penalty: 4513.805664 Iteration 29Q: 3 clusters Score -1068444 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1068453.375000 Penalty: 4513.805664 Iteration 30Q: 3 clusters Score -1068453 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1068460.250000 Penalty: 4513.805664 Iteration 31Q: 3 clusters Score -1068460 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1068466.375000 Penalty: 4513.805664 Iteration 32Q: 3 clusters Score -1068466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1068471.625000 Penalty: 4513.805664 Iteration 33Q: 3 clusters Score -1068472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1068477.750000 Penalty: 4513.805664 Iteration 34Q: 3 clusters Score -1068478 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1068479.500000 Penalty: 4513.805664 Iteration 35Q: 3 clusters Score -1068480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1068482.875000 Penalty: 4513.805664 Iteration 36Q: 3 clusters Score -1068483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1068484.375000 Penalty: 4513.805664 Iteration 37Q: 3 clusters Score -1068484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1068485.375000 Penalty: 4513.805664 Iteration 38Q: 3 clusters Score -1068485 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1068488.875000 Penalty: 4513.805664 Iteration 39Q: 3 clusters Score -1068489 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1068495.500000 Penalty: 4513.805664 Iteration 40F: 3 clusters Score -1068496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1068498.875000 Penalty: 4513.805664 Iteration 41Q: 3 clusters Score -1068499 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1068500.625000 Penalty: 4513.805664 Iteration 42Q: 3 clusters Score -1068501 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1068506.125000 Penalty: 4513.805664 Iteration 43Q: 3 clusters Score -1068506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1068507.625000 Penalty: 4513.805664 Iteration 44Q: 3 clusters Score -1068508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1068509.375000 Penalty: 4513.805664 Iteration 45Q: 3 clusters Score -1068509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1068512.250000 Penalty: 4513.805664 Iteration 46Q: 3 clusters Score -1068512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1068512.750000 Penalty: 4513.805664 Iteration 47Q: 3 clusters Score -1068513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1068512.500000 Penalty: 4513.805664 Iteration 48Q: 3 clusters Score -1068512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1068512.500000 Penalty: 4513.805664 Iteration 49F: 3 clusters Score -1068512 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Entering Unmasked Estep Score: -134367.890625 Penalty: 1763.047363 Iteration 0F: 2 clusters Score -134367.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -132436.656250 Penalty: 3526.094727 Iteration 0F: 3 clusters Score -132436.7 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -133162.625000 Penalty: 3526.094727 Iteration 1F: 3 clusters Score -133162.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -133869.421875 Penalty: 3526.094727 Iteration 2F: 3 clusters Score -133869.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -134580.812500 Penalty: 3526.094727 Iteration 3F: 3 clusters Score -134580.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -135034.796875 Penalty: 3526.094727 Iteration 4F: 3 clusters Score -135034.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -135219.671875 Penalty: 3526.094727 Iteration 5Q: 3 clusters Score -135219.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -135325.921875 Penalty: 3526.094727 Iteration 6Q: 3 clusters Score -135325.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -135398.015625 Penalty: 3526.094727 Iteration 7Q: 3 clusters Score -135398 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -135431.609375 Penalty: 3526.094727 Iteration 8Q: 3 clusters Score -135431.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -135450.328125 Penalty: 3526.094727 Iteration 9Q: 3 clusters Score -135450.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -135450.984375 Penalty: 3526.094727 Iteration 10Q: 3 clusters Score -135451 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -135451.906250 Penalty: 3526.094727 Iteration 11Q: 3 clusters Score -135451.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -135454.234375 Penalty: 3526.094727 Iteration 12F: 3 clusters Score -135454.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -135458.734375 Penalty: 3526.094727 Iteration 13Q: 3 clusters Score -135458.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -135461.156250 Penalty: 3526.094727 Iteration 14Q: 3 clusters Score -135461.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -135464.000000 Penalty: 3526.094727 Iteration 15Q: 3 clusters Score -135464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -135465.484375 Penalty: 3526.094727 Iteration 16Q: 3 clusters Score -135465.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -135466.968750 Penalty: 3526.094727 Iteration 17Q: 3 clusters Score -135467 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -135466.968750 Penalty: 3526.094727 Iteration 18F: 3 clusters Score -135467 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 45836 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24605 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 12676 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8640 members Mstep: Class 10 contains 763 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64411 members Mstep: Class 15 contains 159408 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 460 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12712 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2790 members Mstep: Class 23 contains 41204 members Entering Unmasked Estep Score: -52017340.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52017612.000000 to -52017340.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (7000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Entering Unmasked Estep Score: -818087.562500 Penalty: 2195.708984 Iteration 0F: 2 clusters Score -818087.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -812316.437500 Penalty: 4391.417969 Iteration 0F: 3 clusters Score -812316.4 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -813901.125000 Penalty: 4391.417969 Iteration 1F: 3 clusters Score -813901.1 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -814208.750000 Penalty: 4391.417969 Iteration 2F: 3 clusters Score -814208.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -814419.812500 Penalty: 4391.417969 Iteration 3F: 3 clusters Score -814419.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -814620.937500 Penalty: 4391.417969 Iteration 4Q: 3 clusters Score -814620.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -814803.250000 Penalty: 4391.417969 Iteration 5Q: 3 clusters Score -814803.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -814971.750000 Penalty: 4391.417969 Iteration 6Q: 3 clusters Score -814971.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -815128.250000 Penalty: 4391.417969 Iteration 7Q: 3 clusters Score -815128.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -815293.312500 Penalty: 4391.417969 Iteration 8Q: 3 clusters Score -815293.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -815476.437500 Penalty: 4391.417969 Iteration 9Q: 3 clusters Score -815476.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -815667.125000 Penalty: 4391.417969 Iteration 10Q: 3 clusters Score -815667.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -815836.500000 Penalty: 4391.417969 Iteration 11Q: 3 clusters Score -815836.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -815985.000000 Penalty: 4391.417969 Iteration 12Q: 3 clusters Score -815985 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -816118.250000 Penalty: 4391.417969 Iteration 13Q: 3 clusters Score -816118.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -816194.062500 Penalty: 4391.417969 Iteration 14Q: 3 clusters Score -816194.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -816240.687500 Penalty: 4391.417969 Iteration 15Q: 3 clusters Score -816240.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -816275.625000 Penalty: 4391.417969 Iteration 16Q: 3 clusters Score -816275.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -816300.937500 Penalty: 4391.417969 Iteration 17Q: 3 clusters Score -816300.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -816323.312500 Penalty: 4391.417969 Iteration 18Q: 3 clusters Score -816323.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -816336.625000 Penalty: 4391.417969 Iteration 19Q: 3 clusters Score -816336.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -816353.562500 Penalty: 4391.417969 Iteration 20F: 3 clusters Score -816353.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -816368.500000 Penalty: 4391.417969 Iteration 21Q: 3 clusters Score -816368.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -816385.000000 Penalty: 4391.417969 Iteration 22Q: 3 clusters Score -816385 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -816406.937500 Penalty: 4391.417969 Iteration 23Q: 3 clusters Score -816406.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -816427.125000 Penalty: 4391.417969 Iteration 24Q: 3 clusters Score -816427.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -816446.250000 Penalty: 4391.417969 Iteration 25Q: 3 clusters Score -816446.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -816463.562500 Penalty: 4391.417969 Iteration 26Q: 3 clusters Score -816463.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -816478.812500 Penalty: 4391.417969 Iteration 27Q: 3 clusters Score -816478.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -816492.437500 Penalty: 4391.417969 Iteration 28Q: 3 clusters Score -816492.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -816508.312500 Penalty: 4391.417969 Iteration 29Q: 3 clusters Score -816508.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -816522.000000 Penalty: 4391.417969 Iteration 30Q: 3 clusters Score -816522 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -816536.000000 Penalty: 4391.417969 Iteration 31Q: 3 clusters Score -816536 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -816549.312500 Penalty: 4391.417969 Iteration 32Q: 3 clusters Score -816549.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -816562.312500 Penalty: 4391.417969 Iteration 33Q: 3 clusters Score -816562.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -816577.062500 Penalty: 4391.417969 Iteration 34Q: 3 clusters Score -816577.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -816589.375000 Penalty: 4391.417969 Iteration 35Q: 3 clusters Score -816589.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -816601.875000 Penalty: 4391.417969 Iteration 36Q: 3 clusters Score -816601.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -816616.500000 Penalty: 4391.417969 Iteration 37Q: 3 clusters Score -816616.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -816632.250000 Penalty: 4391.417969 Iteration 38Q: 3 clusters Score -816632.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -816648.937500 Penalty: 4391.417969 Iteration 39Q: 3 clusters Score -816648.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -816682.562500 Penalty: 4391.417969 Iteration 40F: 3 clusters Score -816682.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -816718.500000 Penalty: 4391.417969 Iteration 41Q: 3 clusters Score -816718.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -816750.437500 Penalty: 4391.417969 Iteration 42Q: 3 clusters Score -816750.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -816778.687500 Penalty: 4391.417969 Iteration 43Q: 3 clusters Score -816778.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -816797.500000 Penalty: 4391.417969 Iteration 44Q: 3 clusters Score -816797.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -816819.937500 Penalty: 4391.417969 Iteration 45Q: 3 clusters Score -816819.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -816838.250000 Penalty: 4391.417969 Iteration 46Q: 3 clusters Score -816838.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -816855.500000 Penalty: 4391.417969 Iteration 47Q: 3 clusters Score -816855.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -816871.750000 Penalty: 4391.417969 Iteration 48Q: 3 clusters Score -816871.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -816889.937500 Penalty: 4391.417969 Iteration 49Q: 3 clusters Score -816889.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -816898.312500 Penalty: 4391.417969 Iteration 50Q: 3 clusters Score -816898.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -816906.187500 Penalty: 4391.417969 Iteration 51Q: 3 clusters Score -816906.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -816914.937500 Penalty: 4391.417969 Iteration 52Q: 3 clusters Score -816914.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -816925.312500 Penalty: 4391.417969 Iteration 53Q: 3 clusters Score -816925.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -816937.500000 Penalty: 4391.417969 Iteration 54Q: 3 clusters Score -816937.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -816942.375000 Penalty: 4391.417969 Iteration 55Q: 3 clusters Score -816942.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -816950.250000 Penalty: 4391.417969 Iteration 56Q: 3 clusters Score -816950.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -816952.187500 Penalty: 4391.417969 Iteration 57Q: 3 clusters Score -816952.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -816956.812500 Penalty: 4391.417969 Iteration 58Q: 3 clusters Score -816956.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -816959.937500 Penalty: 4391.417969 Iteration 59Q: 3 clusters Score -816959.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -816960.687500 Penalty: 4391.417969 Iteration 60F: 3 clusters Score -816960.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -816964.062500 Penalty: 4391.417969 Iteration 61Q: 3 clusters Score -816964.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -816966.875000 Penalty: 4391.417969 Iteration 62Q: 3 clusters Score -816966.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -816968.875000 Penalty: 4391.417969 Iteration 63Q: 3 clusters Score -816968.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -816971.125000 Penalty: 4391.417969 Iteration 64Q: 3 clusters Score -816971.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -816974.375000 Penalty: 4391.417969 Iteration 65Q: 3 clusters Score -816974.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -816980.562500 Penalty: 4391.417969 Iteration 66Q: 3 clusters Score -816980.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -816986.750000 Penalty: 4391.417969 Iteration 67Q: 3 clusters Score -816986.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -816992.937500 Penalty: 4391.417969 Iteration 68Q: 3 clusters Score -816992.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -816999.625000 Penalty: 4391.417969 Iteration 69Q: 3 clusters Score -816999.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -817003.625000 Penalty: 4391.417969 Iteration 70Q: 3 clusters Score -817003.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -817010.750000 Penalty: 4391.417969 Iteration 71Q: 3 clusters Score -817010.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -817023.750000 Penalty: 4391.417969 Iteration 72Q: 3 clusters Score -817023.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -817036.125000 Penalty: 4391.417969 Iteration 73Q: 3 clusters Score -817036.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -817052.875000 Penalty: 4391.417969 Iteration 74Q: 3 clusters Score -817052.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -817067.625000 Penalty: 4391.417969 Iteration 75Q: 3 clusters Score -817067.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -817093.562500 Penalty: 4391.417969 Iteration 76Q: 3 clusters Score -817093.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -817125.187500 Penalty: 4391.417969 Iteration 77Q: 3 clusters Score -817125.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -817152.750000 Penalty: 4391.417969 Iteration 78Q: 3 clusters Score -817152.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -817178.062500 Penalty: 4391.417969 Iteration 79Q: 3 clusters Score -817178.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -817215.062500 Penalty: 4391.417969 Iteration 80F: 3 clusters Score -817215.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -817264.750000 Penalty: 4391.417969 Iteration 81Q: 3 clusters Score -817264.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -817306.625000 Penalty: 4391.417969 Iteration 82Q: 3 clusters Score -817306.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -817349.250000 Penalty: 4391.417969 Iteration 83Q: 3 clusters Score -817349.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -817403.812500 Penalty: 4391.417969 Iteration 84Q: 3 clusters Score -817403.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -817474.750000 Penalty: 4391.417969 Iteration 85Q: 3 clusters Score -817474.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -817526.812500 Penalty: 4391.417969 Iteration 86Q: 3 clusters Score -817526.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -817575.375000 Penalty: 4391.417969 Iteration 87Q: 3 clusters Score -817575.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -817602.625000 Penalty: 4391.417969 Iteration 88Q: 3 clusters Score -817602.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -817622.687500 Penalty: 4391.417969 Iteration 89Q: 3 clusters Score -817622.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -817637.687500 Penalty: 4391.417969 Iteration 90Q: 3 clusters Score -817637.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -817644.187500 Penalty: 4391.417969 Iteration 91Q: 3 clusters Score -817644.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -817648.500000 Penalty: 4391.417969 Iteration 92Q: 3 clusters Score -817648.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -817651.937500 Penalty: 4391.417969 Iteration 93Q: 3 clusters Score -817651.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -817655.375000 Penalty: 4391.417969 Iteration 94Q: 3 clusters Score -817655.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -817655.437500 Penalty: 4391.417969 Iteration 95Q: 3 clusters Score -817655.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -817660.500000 Penalty: 4391.417969 Iteration 96Q: 3 clusters Score -817660.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -817660.250000 Penalty: 4391.417969 Iteration 97Q: 3 clusters Score -817660.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -817662.062500 Penalty: 4391.417969 Iteration 98Q: 3 clusters Score -817662.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -817664.312500 Penalty: 4391.417969 Iteration 99Q: 3 clusters Score -817664.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -817664.437500 Penalty: 4391.417969 Iteration 100F: 3 clusters Score -817664.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -817667.812500 Penalty: 4391.417969 Iteration 101Q: 3 clusters Score -817667.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -817667.812500 Penalty: 4391.417969 Iteration 102Q: 3 clusters Score -817667.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -817667.812500 Penalty: 4391.417969 Iteration 103Q: 3 clusters Score -817667.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -817668.875000 Penalty: 4391.417969 Iteration 104Q: 3 clusters Score -817668.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -817668.875000 Penalty: 4391.417969 Iteration 105F: 3 clusters Score -817668.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (12712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12712 members Entering Unmasked Estep Score: -1478946.125000 Penalty: 2343.674805 Iteration 0F: 2 clusters Score -1478946 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1469610.875000 Penalty: 4687.349609 Iteration 0F: 3 clusters Score -1469611 nChanged 5301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -1472611.875000 Penalty: 4687.349609 Iteration 1F: 3 clusters Score -1472612 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1473230.125000 Penalty: 4687.349609 Iteration 2F: 3 clusters Score -1473230 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1473949.125000 Penalty: 4687.349609 Iteration 3F: 3 clusters Score -1473949 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1474679.625000 Penalty: 4687.349609 Iteration 4F: 3 clusters Score -1474680 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1475329.250000 Penalty: 4687.349609 Iteration 5F: 3 clusters Score -1475329 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -1475827.000000 Penalty: 4687.349609 Iteration 6F: 3 clusters Score -1475827 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -1476174.375000 Penalty: 4687.349609 Iteration 7Q: 3 clusters Score -1476174 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -1476399.250000 Penalty: 4687.349609 Iteration 8Q: 3 clusters Score -1476399 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1476553.000000 Penalty: 4687.349609 Iteration 9Q: 3 clusters Score -1476553 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1476654.750000 Penalty: 4687.349609 Iteration 10Q: 3 clusters Score -1476655 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1476734.500000 Penalty: 4687.349609 Iteration 11Q: 3 clusters Score -1476734 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1476801.500000 Penalty: 4687.349609 Iteration 12Q: 3 clusters Score -1476802 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1476858.000000 Penalty: 4687.349609 Iteration 13Q: 3 clusters Score -1476858 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1476910.250000 Penalty: 4687.349609 Iteration 14Q: 3 clusters Score -1476910 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1476954.000000 Penalty: 4687.349609 Iteration 15Q: 3 clusters Score -1476954 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -1476987.375000 Penalty: 4687.349609 Iteration 16Q: 3 clusters Score -1476987 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -1477012.125000 Penalty: 4687.349609 Iteration 17Q: 3 clusters Score -1477012 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -1477035.375000 Penalty: 4687.349609 Iteration 18Q: 3 clusters Score -1477035 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -1477057.875000 Penalty: 4687.349609 Iteration 19Q: 3 clusters Score -1477058 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -1477077.750000 Penalty: 4687.349609 Iteration 20F: 3 clusters Score -1477078 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -1477096.750000 Penalty: 4687.349609 Iteration 21Q: 3 clusters Score -1477097 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -1477112.500000 Penalty: 4687.349609 Iteration 22Q: 3 clusters Score -1477112 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1477129.000000 Penalty: 4687.349609 Iteration 23Q: 3 clusters Score -1477129 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1477151.125000 Penalty: 4687.349609 Iteration 24Q: 3 clusters Score -1477151 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -1477164.000000 Penalty: 4687.349609 Iteration 25Q: 3 clusters Score -1477164 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -1477179.125000 Penalty: 4687.349609 Iteration 26Q: 3 clusters Score -1477179 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -1477196.750000 Penalty: 4687.349609 Iteration 27Q: 3 clusters Score -1477197 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1477204.000000 Penalty: 4687.349609 Iteration 28Q: 3 clusters Score -1477204 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1477209.500000 Penalty: 4687.349609 Iteration 29Q: 3 clusters Score -1477210 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -1477212.250000 Penalty: 4687.349609 Iteration 30Q: 3 clusters Score -1477212 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1477226.625000 Penalty: 4687.349609 Iteration 31Q: 3 clusters Score -1477227 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1477235.000000 Penalty: 4687.349609 Iteration 32Q: 3 clusters Score -1477235 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1477242.750000 Penalty: 4687.349609 Iteration 33Q: 3 clusters Score -1477243 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1477246.750000 Penalty: 4687.349609 Iteration 34Q: 3 clusters Score -1477247 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1477257.500000 Penalty: 4687.349609 Iteration 35Q: 3 clusters Score -1477258 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1477264.625000 Penalty: 4687.349609 Iteration 36Q: 3 clusters Score -1477265 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -1477274.125000 Penalty: 4687.349609 Iteration 37Q: 3 clusters Score -1477274 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -1477287.625000 Penalty: 4687.349609 Iteration 38Q: 3 clusters Score -1477288 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -1477297.750000 Penalty: 4687.349609 Iteration 39Q: 3 clusters Score -1477298 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -1477307.125000 Penalty: 4687.349609 Iteration 40F: 3 clusters Score -1477307 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -1477318.000000 Penalty: 4687.349609 Iteration 41Q: 3 clusters Score -1477318 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -1477328.125000 Penalty: 4687.349609 Iteration 42Q: 3 clusters Score -1477328 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 8223 members Entering Unmasked Estep Score: -1477338.250000 Penalty: 4687.349609 Iteration 43Q: 3 clusters Score -1477338 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1477338.375000 Penalty: 4687.349609 Iteration 44Q: 3 clusters Score -1477338 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -1477340.125000 Penalty: 4687.349609 Iteration 45Q: 3 clusters Score -1477340 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 8286 members Entering Unmasked Estep Score: -1477344.875000 Penalty: 4687.349609 Iteration 46Q: 3 clusters Score -1477345 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -1477350.250000 Penalty: 4687.349609 Iteration 47Q: 3 clusters Score -1477350 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -1477350.000000 Penalty: 4687.349609 Iteration 48Q: 3 clusters Score -1477350 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1477363.500000 Penalty: 4687.349609 Iteration 49Q: 3 clusters Score -1477364 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -1477372.000000 Penalty: 4687.349609 Iteration 50Q: 3 clusters Score -1477372 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -1477373.250000 Penalty: 4687.349609 Iteration 51Q: 3 clusters Score -1477373 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1477383.250000 Penalty: 4687.349609 Iteration 52Q: 3 clusters Score -1477383 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -1477387.625000 Penalty: 4687.349609 Iteration 53Q: 3 clusters Score -1477388 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1477400.125000 Penalty: 4687.349609 Iteration 54Q: 3 clusters Score -1477400 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1477418.750000 Penalty: 4687.349609 Iteration 55Q: 3 clusters Score -1477419 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -1477435.625000 Penalty: 4687.349609 Iteration 56Q: 3 clusters Score -1477436 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -1477447.375000 Penalty: 4687.349609 Iteration 57Q: 3 clusters Score -1477447 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -1477468.625000 Penalty: 4687.349609 Iteration 58Q: 3 clusters Score -1477469 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -1477481.750000 Penalty: 4687.349609 Iteration 59Q: 3 clusters Score -1477482 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -1477502.125000 Penalty: 4687.349609 Iteration 60F: 3 clusters Score -1477502 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -1477529.750000 Penalty: 4687.349609 Iteration 61Q: 3 clusters Score -1477530 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1477568.375000 Penalty: 4687.349609 Iteration 62Q: 3 clusters Score -1477568 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1477616.625000 Penalty: 4687.349609 Iteration 63Q: 3 clusters Score -1477617 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1477684.125000 Penalty: 4687.349609 Iteration 64Q: 3 clusters Score -1477684 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -1477784.250000 Penalty: 4687.349609 Iteration 65Q: 3 clusters Score -1477784 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1477874.125000 Penalty: 4687.349609 Iteration 66Q: 3 clusters Score -1477874 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1477955.375000 Penalty: 4687.349609 Iteration 67Q: 3 clusters Score -1477955 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -1478021.375000 Penalty: 4687.349609 Iteration 68Q: 3 clusters Score -1478021 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1478076.000000 Penalty: 4687.349609 Iteration 69Q: 3 clusters Score -1478076 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1478114.750000 Penalty: 4687.349609 Iteration 70Q: 3 clusters Score -1478115 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -1478147.125000 Penalty: 4687.349609 Iteration 71Q: 3 clusters Score -1478147 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1478172.500000 Penalty: 4687.349609 Iteration 72Q: 3 clusters Score -1478172 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1478194.000000 Penalty: 4687.349609 Iteration 73Q: 3 clusters Score -1478194 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -1478205.625000 Penalty: 4687.349609 Iteration 74Q: 3 clusters Score -1478206 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1478211.375000 Penalty: 4687.349609 Iteration 75Q: 3 clusters Score -1478211 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -1478220.375000 Penalty: 4687.349609 Iteration 76Q: 3 clusters Score -1478220 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -1478225.750000 Penalty: 4687.349609 Iteration 77Q: 3 clusters Score -1478226 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 10215 members Entering Unmasked Estep Score: -1478228.500000 Penalty: 4687.349609 Iteration 78Q: 3 clusters Score -1478228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -1478228.000000 Penalty: 4687.349609 Iteration 79Q: 3 clusters Score -1478228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -1478231.875000 Penalty: 4687.349609 Iteration 80F: 3 clusters Score -1478232 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -1478235.500000 Penalty: 4687.349609 Iteration 81Q: 3 clusters Score -1478236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -1478233.750000 Penalty: 4687.349609 Iteration 82Q: 3 clusters Score -1478234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -1478232.500000 Penalty: 4687.349609 Iteration 83Q: 3 clusters Score -1478232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -1478231.750000 Penalty: 4687.349609 Iteration 84Q: 3 clusters Score -1478232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1478232.000000 Penalty: 4687.349609 Iteration 85Q: 3 clusters Score -1478232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1478232.000000 Penalty: 4687.349609 Iteration 86F: 3 clusters Score -1478232 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -93173.265625 Penalty: 1659.636841 Iteration 0F: 2 clusters Score -93173.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -91416.882812 Penalty: 3319.273682 Iteration 0F: 3 clusters Score -91416.88 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -91707.421875 Penalty: 3319.273682 Iteration 1F: 3 clusters Score -91707.42 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -91843.726562 Penalty: 3319.273682 Iteration 2F: 3 clusters Score -91843.73 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -92017.718750 Penalty: 3319.273682 Iteration 3F: 3 clusters Score -92017.72 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -92175.437500 Penalty: 3319.273682 Iteration 4F: 3 clusters Score -92175.44 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -92390.859375 Penalty: 3319.273682 Iteration 5Q: 3 clusters Score -92390.86 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -93008.695312 Penalty: 3319.273682 Iteration 6F: 3 clusters Score -93008.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -93691.531250 Penalty: 3319.273682 Iteration 7F: 3 clusters Score -93691.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -93800.218750 Penalty: 3319.273682 Iteration 8Q: 3 clusters Score -93800.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -93881.601562 Penalty: 3319.273682 Iteration 9Q: 3 clusters Score -93881.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -93963.234375 Penalty: 3319.273682 Iteration 10Q: 3 clusters Score -93963.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -93989.906250 Penalty: 3319.273682 Iteration 11Q: 3 clusters Score -93989.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -94020.835938 Penalty: 3319.273682 Iteration 12Q: 3 clusters Score -94020.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -94047.039062 Penalty: 3319.273682 Iteration 13Q: 3 clusters Score -94047.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -94080.093750 Penalty: 3319.273682 Iteration 14Q: 3 clusters Score -94080.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -94103.632812 Penalty: 3319.273682 Iteration 15Q: 3 clusters Score -94103.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -94103.632812 Penalty: 3319.273682 Iteration 16F: 3 clusters Score -94103.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 45836 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24605 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 12676 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8640 members Mstep: Class 10 contains 242 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64411 members Mstep: Class 15 contains 159408 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12712 members Mstep: Class 21 contains 564 members Mstep: Class 22 contains 2790 members Mstep: Class 23 contains 41204 members Entering Unmasked Estep Score: -52017052.000000 Penalty: 70805.890625 Splitting cluster 21 changes total score from -52017612.000000 to -52017052.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (2790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Entering Unmasked Estep Score: -319477.312500 Penalty: 1967.581665 Iteration 0F: 2 clusters Score -319477.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -316361.062500 Penalty: 3935.163330 Iteration 0F: 3 clusters Score -316361.1 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -317007.218750 Penalty: 3935.163330 Iteration 1F: 3 clusters Score -317007.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -317128.218750 Penalty: 3935.163330 Iteration 2F: 3 clusters Score -317128.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -317185.500000 Penalty: 3935.163330 Iteration 3Q: 3 clusters Score -317185.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -317221.281250 Penalty: 3935.163330 Iteration 4Q: 3 clusters Score -317221.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -317253.562500 Penalty: 3935.163330 Iteration 5Q: 3 clusters Score -317253.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -317272.250000 Penalty: 3935.163330 Iteration 6Q: 3 clusters Score -317272.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -317285.093750 Penalty: 3935.163330 Iteration 7Q: 3 clusters Score -317285.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -317299.500000 Penalty: 3935.163330 Iteration 8Q: 3 clusters Score -317299.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -317318.343750 Penalty: 3935.163330 Iteration 9Q: 3 clusters Score -317318.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -317330.718750 Penalty: 3935.163330 Iteration 10Q: 3 clusters Score -317330.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -317338.343750 Penalty: 3935.163330 Iteration 11Q: 3 clusters Score -317338.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -317342.593750 Penalty: 3935.163330 Iteration 12Q: 3 clusters Score -317342.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -317348.750000 Penalty: 3935.163330 Iteration 13Q: 3 clusters Score -317348.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -317355.093750 Penalty: 3935.163330 Iteration 14Q: 3 clusters Score -317355.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -317365.875000 Penalty: 3935.163330 Iteration 15Q: 3 clusters Score -317365.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -317380.281250 Penalty: 3935.163330 Iteration 16Q: 3 clusters Score -317380.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -317388.000000 Penalty: 3935.163330 Iteration 17Q: 3 clusters Score -317388 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -317394.656250 Penalty: 3935.163330 Iteration 18Q: 3 clusters Score -317394.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -317400.250000 Penalty: 3935.163330 Iteration 19Q: 3 clusters Score -317400.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -317403.093750 Penalty: 3935.163330 Iteration 20F: 3 clusters Score -317403.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -317405.312500 Penalty: 3935.163330 Iteration 21Q: 3 clusters Score -317405.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -317405.906250 Penalty: 3935.163330 Iteration 22Q: 3 clusters Score -317405.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -317406.562500 Penalty: 3935.163330 Iteration 23Q: 3 clusters Score -317406.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -317409.156250 Penalty: 3935.163330 Iteration 24Q: 3 clusters Score -317409.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -317413.218750 Penalty: 3935.163330 Iteration 25Q: 3 clusters Score -317413.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -317415.687500 Penalty: 3935.163330 Iteration 26Q: 3 clusters Score -317415.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -317421.031250 Penalty: 3935.163330 Iteration 27Q: 3 clusters Score -317421 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -317424.968750 Penalty: 3935.163330 Iteration 28Q: 3 clusters Score -317425 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -317426.781250 Penalty: 3935.163330 Iteration 29Q: 3 clusters Score -317426.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -317430.062500 Penalty: 3935.163330 Iteration 30Q: 3 clusters Score -317430.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -317436.781250 Penalty: 3935.163330 Iteration 31Q: 3 clusters Score -317436.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -317442.687500 Penalty: 3935.163330 Iteration 32Q: 3 clusters Score -317442.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -317449.875000 Penalty: 3935.163330 Iteration 33Q: 3 clusters Score -317449.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -317461.187500 Penalty: 3935.163330 Iteration 34Q: 3 clusters Score -317461.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -317467.468750 Penalty: 3935.163330 Iteration 35Q: 3 clusters Score -317467.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -317473.312500 Penalty: 3935.163330 Iteration 36Q: 3 clusters Score -317473.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -317474.531250 Penalty: 3935.163330 Iteration 37Q: 3 clusters Score -317474.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -317479.187500 Penalty: 3935.163330 Iteration 38Q: 3 clusters Score -317479.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -317481.718750 Penalty: 3935.163330 Iteration 39Q: 3 clusters Score -317481.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -317484.218750 Penalty: 3935.163330 Iteration 40F: 3 clusters Score -317484.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -317484.437500 Penalty: 3935.163330 Iteration 41Q: 3 clusters Score -317484.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -317485.500000 Penalty: 3935.163330 Iteration 42Q: 3 clusters Score -317485.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -317485.500000 Penalty: 3935.163330 Iteration 43F: 3 clusters Score -317485.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (41204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41204 members Entering Unmasked Estep Score: -5085342.500000 Penalty: 2635.320068 Iteration 0F: 2 clusters Score -5085342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20538 members Mstep: Class 2 contains 20666 members Entering Unmasked Estep Score: -5057500.500000 Penalty: 5270.640137 Iteration 0F: 3 clusters Score -5057500 nChanged 18816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19564 members Mstep: Class 2 contains 21640 members Entering Unmasked Estep Score: -5068002.500000 Penalty: 5270.640137 Iteration 1F: 3 clusters Score -5068002 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 22247 members Entering Unmasked Estep Score: -5068737.500000 Penalty: 5270.640137 Iteration 2Q: 3 clusters Score -5068738 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18096 members Mstep: Class 2 contains 23108 members Entering Unmasked Estep Score: -5069591.000000 Penalty: 5270.640137 Iteration 3Q: 3 clusters Score -5069591 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16915 members Mstep: Class 2 contains 24289 members Entering Unmasked Estep Score: -5070701.000000 Penalty: 5270.640137 Iteration 4F: 3 clusters Score -5070701 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 25750 members Entering Unmasked Estep Score: -5072134.000000 Penalty: 5270.640137 Iteration 5F: 3 clusters Score -5072134 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -5073678.000000 Penalty: 5270.640137 Iteration 6F: 3 clusters Score -5073678 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 29223 members Entering Unmasked Estep Score: -5075223.000000 Penalty: 5270.640137 Iteration 7F: 3 clusters Score -5075223 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 30900 members Entering Unmasked Estep Score: -5076530.000000 Penalty: 5270.640137 Iteration 8F: 3 clusters Score -5076530 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 32435 members Entering Unmasked Estep Score: -5077701.000000 Penalty: 5270.640137 Iteration 9Q: 3 clusters Score -5077701 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 33735 members Entering Unmasked Estep Score: -5078652.000000 Penalty: 5270.640137 Iteration 10Q: 3 clusters Score -5078652 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 34863 members Entering Unmasked Estep Score: -5079477.500000 Penalty: 5270.640137 Iteration 11Q: 3 clusters Score -5079478 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 35840 members Entering Unmasked Estep Score: -5080239.500000 Penalty: 5270.640137 Iteration 12Q: 3 clusters Score -5080240 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 36656 members Entering Unmasked Estep Score: -5080829.500000 Penalty: 5270.640137 Iteration 13Q: 3 clusters Score -5080830 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 37292 members Entering Unmasked Estep Score: -5081281.000000 Penalty: 5270.640137 Iteration 14Q: 3 clusters Score -5081281 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 37799 members Entering Unmasked Estep Score: -5081562.000000 Penalty: 5270.640137 Iteration 15Q: 3 clusters Score -5081562 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 38211 members Entering Unmasked Estep Score: -5081770.500000 Penalty: 5270.640137 Iteration 16Q: 3 clusters Score -5081770 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 38560 members Entering Unmasked Estep Score: -5081943.000000 Penalty: 5270.640137 Iteration 17Q: 3 clusters Score -5081943 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 38860 members Entering Unmasked Estep Score: -5082113.000000 Penalty: 5270.640137 Iteration 18Q: 3 clusters Score -5082113 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 39114 members Entering Unmasked Estep Score: -5082259.500000 Penalty: 5270.640137 Iteration 19Q: 3 clusters Score -5082260 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 39331 members Entering Unmasked Estep Score: -5082368.000000 Penalty: 5270.640137 Iteration 20F: 3 clusters Score -5082368 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 39519 members Entering Unmasked Estep Score: -5082468.500000 Penalty: 5270.640137 Iteration 21Q: 3 clusters Score -5082468 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 39690 members Entering Unmasked Estep Score: -5082576.500000 Penalty: 5270.640137 Iteration 22Q: 3 clusters Score -5082576 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 39825 members Entering Unmasked Estep Score: -5082659.500000 Penalty: 5270.640137 Iteration 23Q: 3 clusters Score -5082660 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 39946 members Entering Unmasked Estep Score: -5082742.500000 Penalty: 5270.640137 Iteration 24Q: 3 clusters Score -5082742 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 40047 members Entering Unmasked Estep Score: -5082804.500000 Penalty: 5270.640137 Iteration 25Q: 3 clusters Score -5082804 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 40131 members Entering Unmasked Estep Score: -5082852.500000 Penalty: 5270.640137 Iteration 26Q: 3 clusters Score -5082852 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 40198 members Entering Unmasked Estep Score: -5082892.000000 Penalty: 5270.640137 Iteration 27Q: 3 clusters Score -5082892 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 40256 members Entering Unmasked Estep Score: -5082927.000000 Penalty: 5270.640137 Iteration 28Q: 3 clusters Score -5082927 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 40313 members Entering Unmasked Estep Score: -5082960.500000 Penalty: 5270.640137 Iteration 29Q: 3 clusters Score -5082960 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 40357 members Entering Unmasked Estep Score: -5082990.500000 Penalty: 5270.640137 Iteration 30Q: 3 clusters Score -5082990 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 40404 members Entering Unmasked Estep Score: -5083012.500000 Penalty: 5270.640137 Iteration 31Q: 3 clusters Score -5083012 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 40447 members Entering Unmasked Estep Score: -5083048.500000 Penalty: 5270.640137 Iteration 32Q: 3 clusters Score -5083048 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 40479 members Entering Unmasked Estep Score: -5083079.500000 Penalty: 5270.640137 Iteration 33Q: 3 clusters Score -5083080 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 40511 members Entering Unmasked Estep Score: -5083105.000000 Penalty: 5270.640137 Iteration 34Q: 3 clusters Score -5083105 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 40530 members Entering Unmasked Estep Score: -5083117.500000 Penalty: 5270.640137 Iteration 35Q: 3 clusters Score -5083118 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 40551 members Entering Unmasked Estep Score: -5083138.000000 Penalty: 5270.640137 Iteration 36Q: 3 clusters Score -5083138 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 40569 members Entering Unmasked Estep Score: -5083156.500000 Penalty: 5270.640137 Iteration 37Q: 3 clusters Score -5083156 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 40576 members Entering Unmasked Estep Score: -5083169.500000 Penalty: 5270.640137 Iteration 38Q: 3 clusters Score -5083170 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 40587 members Entering Unmasked Estep Score: -5083185.500000 Penalty: 5270.640137 Iteration 39Q: 3 clusters Score -5083186 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40600 members Entering Unmasked Estep Score: -5083191.500000 Penalty: 5270.640137 Iteration 40F: 3 clusters Score -5083192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 40604 members Entering Unmasked Estep Score: -5083195.500000 Penalty: 5270.640137 Iteration 41Q: 3 clusters Score -5083196 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 40610 members Entering Unmasked Estep Score: -5083205.500000 Penalty: 5270.640137 Iteration 42Q: 3 clusters Score -5083206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 40610 members Entering Unmasked Estep Score: -5083213.000000 Penalty: 5270.640137 Iteration 43Q: 3 clusters Score -5083213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 40615 members Entering Unmasked Estep Score: -5083216.500000 Penalty: 5270.640137 Iteration 44Q: 3 clusters Score -5083216 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 40619 members Entering Unmasked Estep Score: -5083219.000000 Penalty: 5270.640137 Iteration 45Q: 3 clusters Score -5083219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 40622 members Entering Unmasked Estep Score: -5083221.500000 Penalty: 5270.640137 Iteration 46Q: 3 clusters Score -5083222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 40623 members Entering Unmasked Estep Score: -5083220.500000 Penalty: 5270.640137 Iteration 47Q: 3 clusters Score -5083220 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 40627 members Entering Unmasked Estep Score: -5083221.500000 Penalty: 5270.640137 Iteration 48Q: 3 clusters Score -5083222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 40628 members Entering Unmasked Estep Score: -5083221.500000 Penalty: 5270.640137 Iteration 49Q: 3 clusters Score -5083222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 40627 members Entering Unmasked Estep Score: -5083223.500000 Penalty: 5270.640137 Iteration 50Q: 3 clusters Score -5083224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 40628 members Entering Unmasked Estep Score: -5083220.500000 Penalty: 5270.640137 Iteration 51Q: 3 clusters Score -5083220 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 40629 members Entering Unmasked Estep Score: -5083225.000000 Penalty: 5270.640137 Iteration 52Q: 3 clusters Score -5083225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 40629 members Entering Unmasked Estep Score: -5083228.000000 Penalty: 5270.640137 Iteration 53Q: 3 clusters Score -5083228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 40629 members Entering Unmasked Estep Score: -5083231.000000 Penalty: 5270.640137 Iteration 54Q: 3 clusters Score -5083231 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 40628 members Entering Unmasked Estep Score: -5083230.000000 Penalty: 5270.640137 Iteration 55Q: 3 clusters Score -5083230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 40627 members Entering Unmasked Estep Score: -5083232.000000 Penalty: 5270.640137 Iteration 56Q: 3 clusters Score -5083232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 40626 members Entering Unmasked Estep Score: -5083228.500000 Penalty: 5270.640137 Iteration 57Q: 3 clusters Score -5083228 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 40625 members Entering Unmasked Estep Score: -5083232.500000 Penalty: 5270.640137 Iteration 58Q: 3 clusters Score -5083232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 40625 members Entering Unmasked Estep Score: -5083232.500000 Penalty: 5270.640137 Iteration 59F: 3 clusters Score -5083232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 45836 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24605 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 12676 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8640 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64411 members Mstep: Class 15 contains 159408 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 7000 members Mstep: Class 20 contains 12712 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2790 members Mstep: Class 23 contains 41204 members Entering Unmasked Estep ConsiderDeletion Score: -52017668.000000 Penalty: 67587.437500 Iteration 79Q: 22 clusters Score -5.201767e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18750 members Mstep: Class 2 contains 45813 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24578 members Mstep: Class 5 contains 11401 members Mstep: Class 6 contains 12663 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 5206 members Mstep: Class 9 contains 8625 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4552 members Mstep: Class 14 contains 64407 members Mstep: Class 15 contains 159392 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8975 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 7002 members Mstep: Class 20 contains 12730 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2768 members Mstep: Class 23 contains 41229 members Entering Unmasked Estep ConsiderDeletion Score: -52017804.000000 Penalty: 67587.437500 Iteration 80F: 22 clusters Score -5.20178e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 45800 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24565 members Mstep: Class 5 contains 11425 members Mstep: Class 6 contains 12659 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5207 members Mstep: Class 9 contains 8606 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4553 members Mstep: Class 14 contains 64406 members Mstep: Class 15 contains 159385 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 8990 members Mstep: Class 18 contains 1224 members Mstep: Class 19 contains 7001 members Mstep: Class 20 contains 12744 members Mstep: Class 21 contains 803 members Mstep: Class 22 contains 2749 members Mstep: Class 23 contains 41246 members Entering Unmasked Estep ConsiderDeletion Score: -52017892.000000 Penalty: 67587.437500 Iteration 81Q: 22 clusters Score -5.201789e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18769 members Mstep: Class 2 contains 45764 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24547 members Mstep: Class 5 contains 11447 members Mstep: Class 6 contains 12652 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5207 members Mstep: Class 9 contains 8596 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4554 members Mstep: Class 14 contains 64401 members Mstep: Class 15 contains 159368 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9019 members Mstep: Class 18 contains 1222 members Mstep: Class 19 contains 7008 members Mstep: Class 20 contains 12777 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2723 members Mstep: Class 23 contains 41259 members Entering Unmasked Estep ConsiderDeletion Score: -52017972.000000 Penalty: 67587.437500 Iteration 82Q: 22 clusters Score -5.201797e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18785 members Mstep: Class 2 contains 45742 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24534 members Mstep: Class 5 contains 11467 members Mstep: Class 6 contains 12651 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5210 members Mstep: Class 9 contains 8583 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4551 members Mstep: Class 14 contains 64392 members Mstep: Class 15 contains 159362 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9049 members Mstep: Class 18 contains 1219 members Mstep: Class 19 contains 7011 members Mstep: Class 20 contains 12786 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2700 members Mstep: Class 23 contains 41271 members Entering Unmasked Estep ConsiderDeletion Score: -52018120.000000 Penalty: 67587.437500 Iteration 83Q: 22 clusters Score -5.201812e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18796 members Mstep: Class 2 contains 45726 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24525 members Mstep: Class 5 contains 11490 members Mstep: Class 6 contains 12649 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5211 members Mstep: Class 9 contains 8577 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4553 members Mstep: Class 14 contains 64388 members Mstep: Class 15 contains 159347 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9073 members Mstep: Class 18 contains 1217 members Mstep: Class 19 contains 7019 members Mstep: Class 20 contains 12803 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2662 members Mstep: Class 23 contains 41277 members Entering Unmasked Estep ConsiderDeletion Score: -52018208.000000 Penalty: 67587.437500 Iteration 84Q: 22 clusters Score -5.201821e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18809 members Mstep: Class 2 contains 45714 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24517 members Mstep: Class 5 contains 11518 members Mstep: Class 6 contains 12650 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5215 members Mstep: Class 9 contains 8574 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4553 members Mstep: Class 14 contains 64386 members Mstep: Class 15 contains 159332 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9097 members Mstep: Class 18 contains 1213 members Mstep: Class 19 contains 7021 members Mstep: Class 20 contains 12803 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2628 members Mstep: Class 23 contains 41283 members Entering Unmasked Estep ConsiderDeletion Score: -52018392.000000 Penalty: 67587.437500 Iteration 85Q: 22 clusters Score -5.201839e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18820 members Mstep: Class 2 contains 45696 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24514 members Mstep: Class 5 contains 11540 members Mstep: Class 6 contains 12652 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5216 members Mstep: Class 9 contains 8568 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4554 members Mstep: Class 14 contains 64383 members Mstep: Class 15 contains 159311 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9118 members Mstep: Class 18 contains 1215 members Mstep: Class 19 contains 7024 members Mstep: Class 20 contains 12816 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2590 members Mstep: Class 23 contains 41296 members Entering Unmasked Estep ConsiderDeletion Score: -52018472.000000 Penalty: 67587.437500 Iteration 86Q: 22 clusters Score -5.201847e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18840 members Mstep: Class 2 contains 45676 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24500 members Mstep: Class 5 contains 11560 members Mstep: Class 6 contains 12649 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5215 members Mstep: Class 9 contains 8561 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4554 members Mstep: Class 14 contains 64380 members Mstep: Class 15 contains 159300 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9142 members Mstep: Class 18 contains 1215 members Mstep: Class 19 contains 7031 members Mstep: Class 20 contains 12839 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2554 members Mstep: Class 23 contains 41297 members Entering Unmasked Estep ConsiderDeletion Score: -52018528.000000 Penalty: 67587.437500 Iteration 87Q: 22 clusters Score -5.201853e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18856 members Mstep: Class 2 contains 45658 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24490 members Mstep: Class 5 contains 11581 members Mstep: Class 6 contains 12657 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5218 members Mstep: Class 9 contains 8556 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4555 members Mstep: Class 14 contains 64381 members Mstep: Class 15 contains 159273 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9148 members Mstep: Class 18 contains 1216 members Mstep: Class 19 contains 7034 members Mstep: Class 20 contains 12865 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2513 members Mstep: Class 23 contains 41312 members Entering Unmasked Estep ConsiderDeletion Score: -52018528.000000 Penalty: 67587.437500 Iteration 88Q: 22 clusters Score -5.201853e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18869 members Mstep: Class 2 contains 45631 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24480 members Mstep: Class 5 contains 11600 members Mstep: Class 6 contains 12655 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5218 members Mstep: Class 9 contains 8548 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4553 members Mstep: Class 14 contains 64384 members Mstep: Class 15 contains 159266 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9161 members Mstep: Class 18 contains 1213 members Mstep: Class 19 contains 7039 members Mstep: Class 20 contains 12895 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2482 members Mstep: Class 23 contains 41319 members Entering Unmasked Estep ConsiderDeletion Score: -52018612.000000 Penalty: 67587.437500 Iteration 89Q: 22 clusters Score -5.201861e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 45602 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24470 members Mstep: Class 5 contains 11614 members Mstep: Class 6 contains 12652 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5225 members Mstep: Class 9 contains 8545 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4546 members Mstep: Class 14 contains 64388 members Mstep: Class 15 contains 159258 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9171 members Mstep: Class 18 contains 1213 members Mstep: Class 19 contains 7044 members Mstep: Class 20 contains 12922 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 41330 members Entering Unmasked Estep ConsiderDeletion Score: -52018564.000000 Penalty: 67587.437500 Iteration 90Q: 22 clusters Score -5.201856e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18886 members Mstep: Class 2 contains 45575 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24462 members Mstep: Class 5 contains 11624 members Mstep: Class 6 contains 12647 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5225 members Mstep: Class 9 contains 8544 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64390 members Mstep: Class 15 contains 159249 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9182 members Mstep: Class 18 contains 1211 members Mstep: Class 19 contains 7049 members Mstep: Class 20 contains 12957 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2432 members Mstep: Class 23 contains 41339 members Entering Unmasked Estep ConsiderDeletion Score: -52018476.000000 Penalty: 67587.437500 Iteration 91Q: 22 clusters Score -5.201848e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18899 members Mstep: Class 2 contains 45542 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24460 members Mstep: Class 5 contains 11636 members Mstep: Class 6 contains 12629 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5224 members Mstep: Class 9 contains 8543 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64388 members Mstep: Class 15 contains 159235 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9201 members Mstep: Class 18 contains 1211 members Mstep: Class 19 contains 7047 members Mstep: Class 20 contains 13001 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2410 members Mstep: Class 23 contains 41346 members Entering Unmasked Estep ConsiderDeletion Score: -52018464.000000 Penalty: 67587.437500 Iteration 92Q: 22 clusters Score -5.201846e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18902 members Mstep: Class 2 contains 45511 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24454 members Mstep: Class 5 contains 11644 members Mstep: Class 6 contains 12621 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5230 members Mstep: Class 9 contains 8541 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64386 members Mstep: Class 15 contains 159222 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9218 members Mstep: Class 18 contains 1211 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 13044 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2376 members Mstep: Class 23 contains 41361 members Entering Unmasked Estep ConsiderDeletion Score: -52018516.000000 Penalty: 67587.437500 Iteration 93Q: 22 clusters Score -5.201852e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18910 members Mstep: Class 2 contains 45476 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24450 members Mstep: Class 5 contains 11658 members Mstep: Class 6 contains 12624 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5235 members Mstep: Class 9 contains 8538 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64387 members Mstep: Class 15 contains 159209 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9223 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 13085 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2347 members Mstep: Class 23 contains 41367 members Entering Unmasked Estep ConsiderDeletion Score: -52018548.000000 Penalty: 67587.437500 Iteration 94Q: 22 clusters Score -5.201855e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 45431 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24447 members Mstep: Class 5 contains 11667 members Mstep: Class 6 contains 12639 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5241 members Mstep: Class 9 contains 8533 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64381 members Mstep: Class 15 contains 159195 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9231 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7050 members Mstep: Class 20 contains 13141 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 2311 members Mstep: Class 23 contains 41375 members Entering Unmasked Estep ConsiderDeletion Score: -52018548.000000 Penalty: 67587.437500 Iteration 95Q: 22 clusters Score -5.201855e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18922 members Mstep: Class 2 contains 45397 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24444 members Mstep: Class 5 contains 11670 members Mstep: Class 6 contains 12644 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5242 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64378 members Mstep: Class 15 contains 159189 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9240 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7053 members Mstep: Class 20 contains 13181 members Mstep: Class 21 contains 807 members Mstep: Class 22 contains 2282 members Mstep: Class 23 contains 41383 members Entering Unmasked Estep ConsiderDeletion Score: -52018624.000000 Penalty: 67587.437500 Iteration 96Q: 22 clusters Score -5.201862e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18923 members Mstep: Class 2 contains 45376 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24442 members Mstep: Class 5 contains 11676 members Mstep: Class 6 contains 12658 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5240 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64375 members Mstep: Class 15 contains 159188 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9249 members Mstep: Class 18 contains 1211 members Mstep: Class 19 contains 7052 members Mstep: Class 20 contains 13218 members Mstep: Class 21 contains 807 members Mstep: Class 22 contains 2237 members Mstep: Class 23 contains 41392 members Entering Unmasked Estep ConsiderDeletion Score: -52018672.000000 Penalty: 67587.437500 Iteration 97Q: 22 clusters Score -5.201867e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18926 members Mstep: Class 2 contains 45345 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24440 members Mstep: Class 5 contains 11684 members Mstep: Class 6 contains 12659 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5242 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4542 members Mstep: Class 14 contains 64372 members Mstep: Class 15 contains 159185 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9261 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7054 members Mstep: Class 20 contains 13258 members Mstep: Class 21 contains 808 members Mstep: Class 22 contains 2203 members Mstep: Class 23 contains 41394 members Entering Unmasked Estep ConsiderDeletion Score: -52018624.000000 Penalty: 67587.437500 Iteration 98Q: 22 clusters Score -5.201862e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18931 members Mstep: Class 2 contains 45308 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24437 members Mstep: Class 5 contains 11692 members Mstep: Class 6 contains 12664 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 8531 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4543 members Mstep: Class 14 contains 64371 members Mstep: Class 15 contains 159176 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9270 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 13316 members Mstep: Class 21 contains 808 members Mstep: Class 22 contains 2159 members Mstep: Class 23 contains 41402 members Entering Unmasked Estep ConsiderDeletion Score: -52018616.000000 Penalty: 67587.437500 Iteration 99Q: 22 clusters Score -5.201862e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18931 members Mstep: Class 2 contains 45274 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24435 members Mstep: Class 5 contains 11697 members Mstep: Class 6 contains 12663 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5249 members Mstep: Class 9 contains 8526 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4542 members Mstep: Class 14 contains 64374 members Mstep: Class 15 contains 159164 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9292 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 7047 members Mstep: Class 20 contains 13368 members Mstep: Class 21 contains 808 members Mstep: Class 22 contains 2129 members Mstep: Class 23 contains 41408 members Entering Unmasked Estep ConsiderDeletion Score: -52018632.000000 Penalty: 67587.437500 Iteration 100F: 22 clusters Score -5.201863e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 45228 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24424 members Mstep: Class 5 contains 11703 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 8525 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4540 members Mstep: Class 14 contains 64370 members Mstep: Class 15 contains 159156 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9312 members Mstep: Class 18 contains 1211 members Mstep: Class 19 contains 7050 members Mstep: Class 20 contains 13436 members Mstep: Class 21 contains 808 members Mstep: Class 22 contains 2104 members Mstep: Class 23 contains 41418 members Entering Unmasked Estep ConsiderDeletion Score: -52018636.000000 Penalty: 67587.437500 Iteration 101Q: 22 clusters Score -5.201864e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18927 members Mstep: Class 2 contains 45181 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24416 members Mstep: Class 5 contains 11708 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 8525 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64370 members Mstep: Class 15 contains 159143 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9331 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 7050 members Mstep: Class 20 contains 13513 members Mstep: Class 21 contains 809 members Mstep: Class 22 contains 2057 members Mstep: Class 23 contains 41434 members Entering Unmasked Estep ConsiderDeletion Score: -52018640.000000 Penalty: 67587.437500 Iteration 102Q: 22 clusters Score -5.201864e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18921 members Mstep: Class 2 contains 45136 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24408 members Mstep: Class 5 contains 11720 members Mstep: Class 6 contains 12657 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5252 members Mstep: Class 9 contains 8531 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64374 members Mstep: Class 15 contains 159123 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9350 members Mstep: Class 18 contains 1206 members Mstep: Class 19 contains 7051 members Mstep: Class 20 contains 13606 members Mstep: Class 21 contains 810 members Mstep: Class 22 contains 1993 members Mstep: Class 23 contains 41440 members Entering Unmasked Estep ConsiderDeletion Score: -52018700.000000 Penalty: 67587.437500 Iteration 103Q: 22 clusters Score -5.20187e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 45095 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24401 members Mstep: Class 5 contains 11727 members Mstep: Class 6 contains 12670 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5251 members Mstep: Class 9 contains 8533 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64373 members Mstep: Class 15 contains 159109 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9367 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 7049 members Mstep: Class 20 contains 13695 members Mstep: Class 21 contains 811 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 41453 members Entering Unmasked Estep ConsiderDeletion Score: -52018700.000000 Penalty: 67587.437500 Iteration 104Q: 22 clusters Score -5.20187e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18924 members Mstep: Class 2 contains 45049 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24392 members Mstep: Class 5 contains 11710 members Mstep: Class 6 contains 12684 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5255 members Mstep: Class 9 contains 8532 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64370 members Mstep: Class 15 contains 159107 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9382 members Mstep: Class 18 contains 1201 members Mstep: Class 19 contains 7056 members Mstep: Class 20 contains 13778 members Mstep: Class 21 contains 811 members Mstep: Class 22 contains 1865 members Mstep: Class 23 contains 41462 members Entering Unmasked Estep ConsiderDeletion Score: -52018920.000000 Penalty: 67587.437500 Iteration 105Q: 22 clusters Score -5.201892e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18931 members Mstep: Class 2 contains 44992 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24386 members Mstep: Class 5 contains 11707 members Mstep: Class 6 contains 12714 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5262 members Mstep: Class 9 contains 8531 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64369 members Mstep: Class 15 contains 159083 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9394 members Mstep: Class 18 contains 1194 members Mstep: Class 19 contains 7060 members Mstep: Class 20 contains 13871 members Mstep: Class 21 contains 812 members Mstep: Class 22 contains 1796 members Mstep: Class 23 contains 41476 members Entering Unmasked Estep ConsiderDeletion Score: -52018956.000000 Penalty: 67587.437500 Iteration 106Q: 22 clusters Score -5.201896e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18936 members Mstep: Class 2 contains 44931 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24369 members Mstep: Class 5 contains 11700 members Mstep: Class 6 contains 12730 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5269 members Mstep: Class 9 contains 8539 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64368 members Mstep: Class 15 contains 159060 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9411 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7062 members Mstep: Class 20 contains 13972 members Mstep: Class 21 contains 812 members Mstep: Class 22 contains 1734 members Mstep: Class 23 contains 41495 members Entering Unmasked Estep ConsiderDeletion Score: -52019248.000000 Penalty: 67587.437500 Iteration 107Q: 22 clusters Score -5.201925e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18941 members Mstep: Class 2 contains 44871 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24348 members Mstep: Class 5 contains 11717 members Mstep: Class 6 contains 12765 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5273 members Mstep: Class 9 contains 8538 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4541 members Mstep: Class 14 contains 64365 members Mstep: Class 15 contains 159016 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9432 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7068 members Mstep: Class 20 contains 14068 members Mstep: Class 21 contains 812 members Mstep: Class 22 contains 1667 members Mstep: Class 23 contains 41506 members Entering Unmasked Estep ConsiderDeletion Score: -52019476.000000 Penalty: 67587.437500 Iteration 108Q: 22 clusters Score -5.201948e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18945 members Mstep: Class 2 contains 44819 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24334 members Mstep: Class 5 contains 11716 members Mstep: Class 6 contains 12801 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5280 members Mstep: Class 9 contains 8544 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4540 members Mstep: Class 14 contains 64373 members Mstep: Class 15 contains 158986 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9445 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7078 members Mstep: Class 20 contains 14130 members Mstep: Class 21 contains 812 members Mstep: Class 22 contains 1609 members Mstep: Class 23 contains 41516 members Entering Unmasked Estep ConsiderDeletion Score: -52019604.000000 Penalty: 67587.437500 Iteration 109Q: 22 clusters Score -5.20196e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18947 members Mstep: Class 2 contains 44780 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24326 members Mstep: Class 5 contains 11711 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5283 members Mstep: Class 9 contains 8545 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4540 members Mstep: Class 14 contains 64366 members Mstep: Class 15 contains 158968 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9470 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7088 members Mstep: Class 20 contains 14174 members Mstep: Class 21 contains 812 members Mstep: Class 22 contains 1558 members Mstep: Class 23 contains 41527 members Entering Unmasked Estep ConsiderDeletion Score: -52019896.000000 Penalty: 67587.437500 Iteration 110Q: 22 clusters Score -5.20199e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18956 members Mstep: Class 2 contains 44734 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24322 members Mstep: Class 5 contains 11715 members Mstep: Class 6 contains 12867 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5292 members Mstep: Class 9 contains 8547 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4540 members Mstep: Class 14 contains 64360 members Mstep: Class 15 contains 158938 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9490 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7090 members Mstep: Class 20 contains 14206 members Mstep: Class 21 contains 811 members Mstep: Class 22 contains 1527 members Mstep: Class 23 contains 41534 members Entering Unmasked Estep ConsiderDeletion Score: -52019956.000000 Penalty: 67587.437500 Iteration 111Q: 22 clusters Score -5.201996e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18961 members Mstep: Class 2 contains 44689 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24312 members Mstep: Class 5 contains 11719 members Mstep: Class 6 contains 12880 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5302 members Mstep: Class 9 contains 8549 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4539 members Mstep: Class 14 contains 64349 members Mstep: Class 15 contains 158918 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9508 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7098 members Mstep: Class 20 contains 14242 members Mstep: Class 21 contains 812 members Mstep: Class 22 contains 1508 members Mstep: Class 23 contains 41544 members Entering Unmasked Estep ConsiderDeletion Score: -52019948.000000 Penalty: 67587.437500 Iteration 112Q: 22 clusters Score -5.201995e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 44660 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24303 members Mstep: Class 5 contains 11719 members Mstep: Class 6 contains 12877 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5318 members Mstep: Class 9 contains 8544 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4539 members Mstep: Class 14 contains 64343 members Mstep: Class 15 contains 158912 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9530 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7098 members Mstep: Class 20 contains 14259 members Mstep: Class 21 contains 813 members Mstep: Class 22 contains 1500 members Mstep: Class 23 contains 41550 members Entering Unmasked Estep ConsiderDeletion Score: -52020112.000000 Penalty: 67587.437500 Iteration 113Q: 22 clusters Score -5.202011e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 44637 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24295 members Mstep: Class 5 contains 11725 members Mstep: Class 6 contains 12864 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5328 members Mstep: Class 9 contains 8537 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4538 members Mstep: Class 14 contains 64340 members Mstep: Class 15 contains 158905 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9554 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7097 members Mstep: Class 20 contains 14270 members Mstep: Class 21 contains 813 members Mstep: Class 22 contains 1500 members Mstep: Class 23 contains 41564 members Entering Unmasked Estep ConsiderDeletion Score: -52020176.000000 Penalty: 67587.437500 Iteration 114Q: 22 clusters Score -5.202018e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 44620 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24290 members Mstep: Class 5 contains 11740 members Mstep: Class 6 contains 12872 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5335 members Mstep: Class 9 contains 8538 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4536 members Mstep: Class 14 contains 64331 members Mstep: Class 15 contains 158891 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9569 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7104 members Mstep: Class 20 contains 14273 members Mstep: Class 21 contains 813 members Mstep: Class 22 contains 1490 members Mstep: Class 23 contains 41565 members Entering Unmasked Estep ConsiderDeletion Score: -52020236.000000 Penalty: 67587.437500 Iteration 115Q: 22 clusters Score -5.202024e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18970 members Mstep: Class 2 contains 44605 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24285 members Mstep: Class 5 contains 11761 members Mstep: Class 6 contains 12869 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5341 members Mstep: Class 9 contains 8539 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4535 members Mstep: Class 14 contains 64328 members Mstep: Class 15 contains 158873 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9579 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7107 members Mstep: Class 20 contains 14267 members Mstep: Class 21 contains 813 members Mstep: Class 22 contains 1482 members Mstep: Class 23 contains 41576 members Entering Unmasked Estep ConsiderDeletion Score: -52020248.000000 Penalty: 67587.437500 Iteration 116Q: 22 clusters Score -5.202025e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18973 members Mstep: Class 2 contains 44589 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24280 members Mstep: Class 5 contains 11777 members Mstep: Class 6 contains 12860 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5351 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4535 members Mstep: Class 14 contains 64323 members Mstep: Class 15 contains 158861 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9595 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7112 members Mstep: Class 20 contains 14264 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1482 members Mstep: Class 23 contains 41579 members Entering Unmasked Estep ConsiderDeletion Score: -52020248.000000 Penalty: 67587.437500 Iteration 117Q: 22 clusters Score -5.202025e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18981 members Mstep: Class 2 contains 44587 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24270 members Mstep: Class 5 contains 11783 members Mstep: Class 6 contains 12846 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5360 members Mstep: Class 9 contains 8531 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4534 members Mstep: Class 14 contains 64319 members Mstep: Class 15 contains 158853 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9623 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7117 members Mstep: Class 20 contains 14249 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1484 members Mstep: Class 23 contains 41579 members Entering Unmasked Estep ConsiderDeletion Score: -52020260.000000 Penalty: 67587.437500 Iteration 118Q: 22 clusters Score -5.202026e+07 nChanged 145 Entering ConstructFrom: Score: -52020260.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (18988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18988 members Entering Unmasked Estep Score: -2299730.250000 Penalty: 2443.187500 Iteration 0F: 2 clusters Score -2299730 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -2286242.250000 Penalty: 4886.375000 Iteration 0F: 3 clusters Score -2286242 nChanged 8318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -2290833.500000 Penalty: 4886.375000 Iteration 1F: 3 clusters Score -2290834 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -2291213.250000 Penalty: 4886.375000 Iteration 2F: 3 clusters Score -2291213 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -2291499.500000 Penalty: 4886.375000 Iteration 3Q: 3 clusters Score -2291500 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -2291677.500000 Penalty: 4886.375000 Iteration 4Q: 3 clusters Score -2291678 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -2291817.000000 Penalty: 4886.375000 Iteration 5Q: 3 clusters Score -2291817 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -2291909.750000 Penalty: 4886.375000 Iteration 6Q: 3 clusters Score -2291910 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -2292004.000000 Penalty: 4886.375000 Iteration 7Q: 3 clusters Score -2292004 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -2292089.750000 Penalty: 4886.375000 Iteration 8Q: 3 clusters Score -2292090 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -2292153.250000 Penalty: 4886.375000 Iteration 9Q: 3 clusters Score -2292153 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9942 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -2292240.250000 Penalty: 4886.375000 Iteration 10Q: 3 clusters Score -2292240 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -2292362.000000 Penalty: 4886.375000 Iteration 11Q: 3 clusters Score -2292362 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -2292495.000000 Penalty: 4886.375000 Iteration 12Q: 3 clusters Score -2292495 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -2292658.000000 Penalty: 4886.375000 Iteration 13Q: 3 clusters Score -2292658 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10618 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -2292870.750000 Penalty: 4886.375000 Iteration 14Q: 3 clusters Score -2292871 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -2293122.750000 Penalty: 4886.375000 Iteration 15Q: 3 clusters Score -2293123 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11170 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -2293468.500000 Penalty: 4886.375000 Iteration 16Q: 3 clusters Score -2293468 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2293859.250000 Penalty: 4886.375000 Iteration 17Q: 3 clusters Score -2293859 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11788 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2294285.000000 Penalty: 4886.375000 Iteration 18Q: 3 clusters Score -2294285 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -2294733.250000 Penalty: 4886.375000 Iteration 19Q: 3 clusters Score -2294733 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -2295107.500000 Penalty: 4886.375000 Iteration 20F: 3 clusters Score -2295108 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -2295352.250000 Penalty: 4886.375000 Iteration 21Q: 3 clusters Score -2295352 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12552 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2295501.250000 Penalty: 4886.375000 Iteration 22Q: 3 clusters Score -2295501 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -2295581.000000 Penalty: 4886.375000 Iteration 23Q: 3 clusters Score -2295581 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12794 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -2295648.750000 Penalty: 4886.375000 Iteration 24Q: 3 clusters Score -2295649 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -2295697.250000 Penalty: 4886.375000 Iteration 25Q: 3 clusters Score -2295697 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -2295739.750000 Penalty: 4886.375000 Iteration 26Q: 3 clusters Score -2295740 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -2295774.250000 Penalty: 4886.375000 Iteration 27Q: 3 clusters Score -2295774 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -2295822.750000 Penalty: 4886.375000 Iteration 28Q: 3 clusters Score -2295823 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13381 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2295856.000000 Penalty: 4886.375000 Iteration 29Q: 3 clusters Score -2295856 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -2295910.750000 Penalty: 4886.375000 Iteration 30Q: 3 clusters Score -2295911 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -2295939.750000 Penalty: 4886.375000 Iteration 31Q: 3 clusters Score -2295940 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -2295979.500000 Penalty: 4886.375000 Iteration 32Q: 3 clusters Score -2295980 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13873 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -2296012.500000 Penalty: 4886.375000 Iteration 33Q: 3 clusters Score -2296012 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -2296043.250000 Penalty: 4886.375000 Iteration 34Q: 3 clusters Score -2296043 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -2296085.750000 Penalty: 4886.375000 Iteration 35Q: 3 clusters Score -2296086 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14207 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -2296105.750000 Penalty: 4886.375000 Iteration 36Q: 3 clusters Score -2296106 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14309 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -2296140.250000 Penalty: 4886.375000 Iteration 37Q: 3 clusters Score -2296140 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -2296168.250000 Penalty: 4886.375000 Iteration 38Q: 3 clusters Score -2296168 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -2296211.250000 Penalty: 4886.375000 Iteration 39Q: 3 clusters Score -2296211 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14661 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -2296246.500000 Penalty: 4886.375000 Iteration 40F: 3 clusters Score -2296246 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -2296290.000000 Penalty: 4886.375000 Iteration 41Q: 3 clusters Score -2296290 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14898 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -2296328.000000 Penalty: 4886.375000 Iteration 42Q: 3 clusters Score -2296328 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -2296367.750000 Penalty: 4886.375000 Iteration 43Q: 3 clusters Score -2296368 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15143 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -2296412.000000 Penalty: 4886.375000 Iteration 44Q: 3 clusters Score -2296412 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -2296446.250000 Penalty: 4886.375000 Iteration 45Q: 3 clusters Score -2296446 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -2296494.250000 Penalty: 4886.375000 Iteration 46Q: 3 clusters Score -2296494 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -2296539.750000 Penalty: 4886.375000 Iteration 47Q: 3 clusters Score -2296540 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15667 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -2296597.000000 Penalty: 4886.375000 Iteration 48Q: 3 clusters Score -2296597 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -2296664.250000 Penalty: 4886.375000 Iteration 49Q: 3 clusters Score -2296664 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15963 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -2296734.000000 Penalty: 4886.375000 Iteration 50Q: 3 clusters Score -2296734 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16096 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -2296798.000000 Penalty: 4886.375000 Iteration 51Q: 3 clusters Score -2296798 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16225 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -2296847.250000 Penalty: 4886.375000 Iteration 52Q: 3 clusters Score -2296847 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -2296912.000000 Penalty: 4886.375000 Iteration 53Q: 3 clusters Score -2296912 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16448 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -2296959.750000 Penalty: 4886.375000 Iteration 54Q: 3 clusters Score -2296960 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16555 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -2297006.500000 Penalty: 4886.375000 Iteration 55Q: 3 clusters Score -2297006 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -2297056.750000 Penalty: 4886.375000 Iteration 56Q: 3 clusters Score -2297057 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16749 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -2297102.750000 Penalty: 4886.375000 Iteration 57Q: 3 clusters Score -2297103 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16853 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -2297168.500000 Penalty: 4886.375000 Iteration 58Q: 3 clusters Score -2297168 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16960 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -2297227.750000 Penalty: 4886.375000 Iteration 59Q: 3 clusters Score -2297228 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17056 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -2297295.000000 Penalty: 4886.375000 Iteration 60F: 3 clusters Score -2297295 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -2297346.750000 Penalty: 4886.375000 Iteration 61Q: 3 clusters Score -2297347 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -2297402.500000 Penalty: 4886.375000 Iteration 62Q: 3 clusters Score -2297402 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -2297460.250000 Penalty: 4886.375000 Iteration 63Q: 3 clusters Score -2297460 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -2297488.000000 Penalty: 4886.375000 Iteration 64Q: 3 clusters Score -2297488 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17436 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -2297511.000000 Penalty: 4886.375000 Iteration 65Q: 3 clusters Score -2297511 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17476 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -2297522.000000 Penalty: 4886.375000 Iteration 66Q: 3 clusters Score -2297522 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17516 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -2297540.500000 Penalty: 4886.375000 Iteration 67Q: 3 clusters Score -2297540 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -2297547.250000 Penalty: 4886.375000 Iteration 68Q: 3 clusters Score -2297547 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -2297559.500000 Penalty: 4886.375000 Iteration 69Q: 3 clusters Score -2297560 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17591 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -2297569.750000 Penalty: 4886.375000 Iteration 70Q: 3 clusters Score -2297570 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17607 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -2297578.000000 Penalty: 4886.375000 Iteration 71Q: 3 clusters Score -2297578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17620 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -2297580.250000 Penalty: 4886.375000 Iteration 72Q: 3 clusters Score -2297580 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17629 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -2297586.250000 Penalty: 4886.375000 Iteration 73Q: 3 clusters Score -2297586 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17642 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -2297595.000000 Penalty: 4886.375000 Iteration 74Q: 3 clusters Score -2297595 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17651 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -2297603.500000 Penalty: 4886.375000 Iteration 75Q: 3 clusters Score -2297604 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -2297607.250000 Penalty: 4886.375000 Iteration 76Q: 3 clusters Score -2297607 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17668 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -2297607.500000 Penalty: 4886.375000 Iteration 77Q: 3 clusters Score -2297608 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17680 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -2297607.000000 Penalty: 4886.375000 Iteration 78Q: 3 clusters Score -2297607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17680 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -2297607.500000 Penalty: 4886.375000 Iteration 79Q: 3 clusters Score -2297608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17681 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -2297605.000000 Penalty: 4886.375000 Iteration 80F: 3 clusters Score -2297605 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17683 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -2297605.500000 Penalty: 4886.375000 Iteration 81Q: 3 clusters Score -2297606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17686 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -2297610.250000 Penalty: 4886.375000 Iteration 82Q: 3 clusters Score -2297610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17687 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -2297606.750000 Penalty: 4886.375000 Iteration 83Q: 3 clusters Score -2297607 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17687 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -2297606.750000 Penalty: 4886.375000 Iteration 84F: 3 clusters Score -2297607 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (44577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44577 members Entering Unmasked Estep Score: -5509017.500000 Penalty: 2654.833252 Iteration 0F: 2 clusters Score -5509018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22020 members Mstep: Class 2 contains 22557 members Entering Unmasked Estep Score: -5479045.500000 Penalty: 5309.666504 Iteration 0F: 3 clusters Score -5479046 nChanged 20277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19793 members Mstep: Class 2 contains 24784 members Entering Unmasked Estep Score: -5490421.000000 Penalty: 5309.666504 Iteration 1F: 3 clusters Score -5490421 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18071 members Mstep: Class 2 contains 26506 members Entering Unmasked Estep Score: -5491821.000000 Penalty: 5309.666504 Iteration 2F: 3 clusters Score -5491821 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15604 members Mstep: Class 2 contains 28973 members Entering Unmasked Estep Score: -5493968.000000 Penalty: 5309.666504 Iteration 3F: 3 clusters Score -5493968 nChanged 3723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 32072 members Entering Unmasked Estep Score: -5496824.000000 Penalty: 5309.666504 Iteration 4F: 3 clusters Score -5496824 nChanged 3632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 35250 members Entering Unmasked Estep Score: -5499757.500000 Penalty: 5309.666504 Iteration 5F: 3 clusters Score -5499758 nChanged 2998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 37976 members Entering Unmasked Estep Score: -5502313.000000 Penalty: 5309.666504 Iteration 6F: 3 clusters Score -5502313 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 40046 members Entering Unmasked Estep Score: -5504115.000000 Penalty: 5309.666504 Iteration 7Q: 3 clusters Score -5504115 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 41426 members Entering Unmasked Estep Score: -5505225.000000 Penalty: 5309.666504 Iteration 8Q: 3 clusters Score -5505225 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 42243 members Entering Unmasked Estep Score: -5505869.000000 Penalty: 5309.666504 Iteration 9Q: 3 clusters Score -5505869 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 42744 members Entering Unmasked Estep Score: -5506236.000000 Penalty: 5309.666504 Iteration 10Q: 3 clusters Score -5506236 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 43037 members Entering Unmasked Estep Score: -5506422.500000 Penalty: 5309.666504 Iteration 11Q: 3 clusters Score -5506422 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 43235 members Entering Unmasked Estep Score: -5506562.000000 Penalty: 5309.666504 Iteration 12Q: 3 clusters Score -5506562 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 43335 members Entering Unmasked Estep Score: -5506652.000000 Penalty: 5309.666504 Iteration 13Q: 3 clusters Score -5506652 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 43410 members Entering Unmasked Estep Score: -5506721.500000 Penalty: 5309.666504 Iteration 14Q: 3 clusters Score -5506722 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 43460 members Entering Unmasked Estep Score: -5506764.000000 Penalty: 5309.666504 Iteration 15Q: 3 clusters Score -5506764 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 43505 members Entering Unmasked Estep Score: -5506802.000000 Penalty: 5309.666504 Iteration 16Q: 3 clusters Score -5506802 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 43541 members Entering Unmasked Estep Score: -5506840.500000 Penalty: 5309.666504 Iteration 17Q: 3 clusters Score -5506840 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 43563 members Entering Unmasked Estep Score: -5506867.500000 Penalty: 5309.666504 Iteration 18Q: 3 clusters Score -5506868 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 43587 members Entering Unmasked Estep Score: -5506877.500000 Penalty: 5309.666504 Iteration 19Q: 3 clusters Score -5506878 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 43604 members Entering Unmasked Estep Score: -5506892.500000 Penalty: 5309.666504 Iteration 20F: 3 clusters Score -5506892 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 43623 members Entering Unmasked Estep Score: -5506904.000000 Penalty: 5309.666504 Iteration 21Q: 3 clusters Score -5506904 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 43632 members Entering Unmasked Estep Score: -5506906.500000 Penalty: 5309.666504 Iteration 22Q: 3 clusters Score -5506906 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 43639 members Entering Unmasked Estep Score: -5506911.500000 Penalty: 5309.666504 Iteration 23Q: 3 clusters Score -5506912 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 43649 members Entering Unmasked Estep Score: -5506925.500000 Penalty: 5309.666504 Iteration 24Q: 3 clusters Score -5506926 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 43656 members Entering Unmasked Estep Score: -5506925.500000 Penalty: 5309.666504 Iteration 25Q: 3 clusters Score -5506926 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 43658 members Entering Unmasked Estep Score: -5506926.000000 Penalty: 5309.666504 Iteration 26Q: 3 clusters Score -5506926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 43663 members Entering Unmasked Estep Score: -5506926.500000 Penalty: 5309.666504 Iteration 27Q: 3 clusters Score -5506926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 43666 members Entering Unmasked Estep Score: -5506926.500000 Penalty: 5309.666504 Iteration 28Q: 3 clusters Score -5506926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 43667 members Entering Unmasked Estep Score: -5506926.500000 Penalty: 5309.666504 Iteration 29Q: 3 clusters Score -5506926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 43666 members Entering Unmasked Estep Score: -5506926.000000 Penalty: 5309.666504 Iteration 30Q: 3 clusters Score -5506926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 43666 members Entering Unmasked Estep Score: -5506926.000000 Penalty: 5309.666504 Iteration 31F: 3 clusters Score -5506926 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -80088.132812 Penalty: 1643.754272 Iteration 0F: 2 clusters Score -80088.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -78385.062500 Penalty: 3287.508545 Iteration 0F: 3 clusters Score -78385.06 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -78646.390625 Penalty: 3287.508545 Iteration 1F: 3 clusters Score -78646.39 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -78781.609375 Penalty: 3287.508545 Iteration 2F: 3 clusters Score -78781.61 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78887.289062 Penalty: 3287.508545 Iteration 3F: 3 clusters Score -78887.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -79071.523438 Penalty: 3287.508545 Iteration 4Q: 3 clusters Score -79071.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -79174.804688 Penalty: 3287.508545 Iteration 5Q: 3 clusters Score -79174.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -79258.398438 Penalty: 3287.508545 Iteration 6Q: 3 clusters Score -79258.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79381.078125 Penalty: 3287.508545 Iteration 7Q: 3 clusters Score -79381.08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -79554.515625 Penalty: 3287.508545 Iteration 8Q: 3 clusters Score -79554.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -79623.898438 Penalty: 3287.508545 Iteration 9Q: 3 clusters Score -79623.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -79662.664062 Penalty: 3287.508545 Iteration 10Q: 3 clusters Score -79662.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -79713.992188 Penalty: 3287.508545 Iteration 11Q: 3 clusters Score -79713.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -79741.445312 Penalty: 3287.508545 Iteration 12Q: 3 clusters Score -79741.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -79798.007812 Penalty: 3287.508545 Iteration 13Q: 3 clusters Score -79798.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -79917.671875 Penalty: 3287.508545 Iteration 14Q: 3 clusters Score -79917.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -80064.828125 Penalty: 3287.508545 Iteration 15Q: 3 clusters Score -80064.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -80099.742188 Penalty: 3287.508545 Iteration 16Q: 3 clusters Score -80099.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -80114.312500 Penalty: 3287.508545 Iteration 17Q: 3 clusters Score -80114.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -80150.132812 Penalty: 3287.508545 Iteration 18Q: 3 clusters Score -80150.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -80182.257812 Penalty: 3287.508545 Iteration 19Q: 3 clusters Score -80182.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -80206.539062 Penalty: 3287.508545 Iteration 20F: 3 clusters Score -80206.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -80229.992188 Penalty: 3287.508545 Iteration 21Q: 3 clusters Score -80229.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -80233.164062 Penalty: 3287.508545 Iteration 22Q: 3 clusters Score -80233.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -80233.164062 Penalty: 3287.508545 Iteration 23F: 3 clusters Score -80233.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18988 members Mstep: Class 2 contains 44577 members Mstep: Class 3 contains 467 members Mstep: Class 4 contains 24266 members Mstep: Class 5 contains 11791 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 8529 members Mstep: Class 10 contains 289 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64319 members Mstep: Class 15 contains 158844 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9644 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7117 members Mstep: Class 20 contains 14244 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1478 members Mstep: Class 23 contains 41588 members Entering Unmasked Estep Score: -52018800.000000 Penalty: 70805.890625 Splitting cluster 3 changes total score from -52020260.000000 to -52018800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (24266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Entering Unmasked Estep Score: -2939937.000000 Penalty: 2504.014160 Iteration 0F: 2 clusters Score -2939937 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -2923024.250000 Penalty: 5008.028320 Iteration 0F: 3 clusters Score -2923024 nChanged 10846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -2929249.000000 Penalty: 5008.028320 Iteration 1F: 3 clusters Score -2929249 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 12446 members Entering Unmasked Estep Score: -2930119.250000 Penalty: 5008.028320 Iteration 2F: 3 clusters Score -2930119 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 12364 members Entering Unmasked Estep Score: -2931118.500000 Penalty: 5008.028320 Iteration 3F: 3 clusters Score -2931118 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 12048 members Entering Unmasked Estep Score: -2932118.750000 Penalty: 5008.028320 Iteration 4F: 3 clusters Score -2932119 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12793 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -2933055.750000 Penalty: 5008.028320 Iteration 5F: 3 clusters Score -2933056 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13609 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -2933950.250000 Penalty: 5008.028320 Iteration 6F: 3 clusters Score -2933950 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14562 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -2934743.500000 Penalty: 5008.028320 Iteration 7F: 3 clusters Score -2934744 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15693 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -2935606.000000 Penalty: 5008.028320 Iteration 8F: 3 clusters Score -2935606 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -2936428.250000 Penalty: 5008.028320 Iteration 9F: 3 clusters Score -2936428 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17935 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -2937203.000000 Penalty: 5008.028320 Iteration 10Q: 3 clusters Score -2937203 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -2937828.750000 Penalty: 5008.028320 Iteration 11Q: 3 clusters Score -2937829 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -2938345.000000 Penalty: 5008.028320 Iteration 12Q: 3 clusters Score -2938345 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20403 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -2938744.250000 Penalty: 5008.028320 Iteration 13Q: 3 clusters Score -2938744 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20929 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -2939013.000000 Penalty: 5008.028320 Iteration 14Q: 3 clusters Score -2939013 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21319 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -2939199.500000 Penalty: 5008.028320 Iteration 15Q: 3 clusters Score -2939200 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21607 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -2939338.750000 Penalty: 5008.028320 Iteration 16Q: 3 clusters Score -2939339 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -2939424.000000 Penalty: 5008.028320 Iteration 17Q: 3 clusters Score -2939424 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22007 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -2939485.000000 Penalty: 5008.028320 Iteration 18Q: 3 clusters Score -2939485 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22139 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -2939535.500000 Penalty: 5008.028320 Iteration 19Q: 3 clusters Score -2939536 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22243 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -2939570.250000 Penalty: 5008.028320 Iteration 20F: 3 clusters Score -2939570 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22324 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -2939590.000000 Penalty: 5008.028320 Iteration 21Q: 3 clusters Score -2939590 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22378 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -2939611.500000 Penalty: 5008.028320 Iteration 22Q: 3 clusters Score -2939612 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -2939620.000000 Penalty: 5008.028320 Iteration 23Q: 3 clusters Score -2939620 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22455 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -2939623.750000 Penalty: 5008.028320 Iteration 24Q: 3 clusters Score -2939624 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22478 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -2939632.000000 Penalty: 5008.028320 Iteration 25Q: 3 clusters Score -2939632 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22507 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -2939631.750000 Penalty: 5008.028320 Iteration 26Q: 3 clusters Score -2939632 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -2939633.000000 Penalty: 5008.028320 Iteration 27Q: 3 clusters Score -2939633 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22553 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -2939641.500000 Penalty: 5008.028320 Iteration 28Q: 3 clusters Score -2939642 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22568 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -2939652.000000 Penalty: 5008.028320 Iteration 29Q: 3 clusters Score -2939652 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22588 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -2939660.000000 Penalty: 5008.028320 Iteration 30Q: 3 clusters Score -2939660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22605 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -2939657.250000 Penalty: 5008.028320 Iteration 31Q: 3 clusters Score -2939657 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -2939660.000000 Penalty: 5008.028320 Iteration 32Q: 3 clusters Score -2939660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22626 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -2939666.250000 Penalty: 5008.028320 Iteration 33Q: 3 clusters Score -2939666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22632 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -2939666.500000 Penalty: 5008.028320 Iteration 34Q: 3 clusters Score -2939666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22635 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -2939660.250000 Penalty: 5008.028320 Iteration 35Q: 3 clusters Score -2939660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22635 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -2939660.250000 Penalty: 5008.028320 Iteration 36F: 3 clusters Score -2939660 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Entering Unmasked Estep Score: -1384755.625000 Penalty: 2325.022705 Iteration 0F: 2 clusters Score -1384756 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1375968.875000 Penalty: 4650.045410 Iteration 0F: 3 clusters Score -1375969 nChanged 4973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1378859.625000 Penalty: 4650.045410 Iteration 1F: 3 clusters Score -1378860 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -1379463.375000 Penalty: 4650.045410 Iteration 2F: 3 clusters Score -1379463 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1380107.000000 Penalty: 4650.045410 Iteration 3F: 3 clusters Score -1380107 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1380803.000000 Penalty: 4650.045410 Iteration 4F: 3 clusters Score -1380803 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1381515.625000 Penalty: 4650.045410 Iteration 5F: 3 clusters Score -1381516 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -1382164.375000 Penalty: 4650.045410 Iteration 6F: 3 clusters Score -1382164 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1382670.125000 Penalty: 4650.045410 Iteration 7F: 3 clusters Score -1382670 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1383077.375000 Penalty: 4650.045410 Iteration 8Q: 3 clusters Score -1383077 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1383370.875000 Penalty: 4650.045410 Iteration 9Q: 3 clusters Score -1383371 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1383614.625000 Penalty: 4650.045410 Iteration 10Q: 3 clusters Score -1383615 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1383841.875000 Penalty: 4650.045410 Iteration 11Q: 3 clusters Score -1383842 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1384108.500000 Penalty: 4650.045410 Iteration 12Q: 3 clusters Score -1384108 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1384430.625000 Penalty: 4650.045410 Iteration 13Q: 3 clusters Score -1384431 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1384736.875000 Penalty: 4650.045410 Iteration 14Q: 3 clusters Score -1384737 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1384906.750000 Penalty: 4650.045410 Iteration 15Q: 3 clusters Score -1384907 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1385022.625000 Penalty: 4650.045410 Iteration 16Q: 3 clusters Score -1385023 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1385094.500000 Penalty: 4650.045410 Iteration 17Q: 3 clusters Score -1385094 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1385138.750000 Penalty: 4650.045410 Iteration 18Q: 3 clusters Score -1385139 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1385171.375000 Penalty: 4650.045410 Iteration 19Q: 3 clusters Score -1385171 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1385198.000000 Penalty: 4650.045410 Iteration 20F: 3 clusters Score -1385198 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -1385216.125000 Penalty: 4650.045410 Iteration 21Q: 3 clusters Score -1385216 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1385233.750000 Penalty: 4650.045410 Iteration 22Q: 3 clusters Score -1385234 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1385247.250000 Penalty: 4650.045410 Iteration 23Q: 3 clusters Score -1385247 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1385262.750000 Penalty: 4650.045410 Iteration 24Q: 3 clusters Score -1385263 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -1385271.750000 Penalty: 4650.045410 Iteration 25Q: 3 clusters Score -1385272 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1385277.625000 Penalty: 4650.045410 Iteration 26Q: 3 clusters Score -1385278 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1385283.375000 Penalty: 4650.045410 Iteration 27Q: 3 clusters Score -1385283 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1385289.375000 Penalty: 4650.045410 Iteration 28Q: 3 clusters Score -1385289 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1385295.125000 Penalty: 4650.045410 Iteration 29Q: 3 clusters Score -1385295 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1385290.875000 Penalty: 4650.045410 Iteration 30Q: 3 clusters Score -1385291 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1385301.875000 Penalty: 4650.045410 Iteration 31Q: 3 clusters Score -1385302 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1385307.750000 Penalty: 4650.045410 Iteration 32Q: 3 clusters Score -1385308 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1385308.125000 Penalty: 4650.045410 Iteration 33Q: 3 clusters Score -1385308 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1385309.875000 Penalty: 4650.045410 Iteration 34Q: 3 clusters Score -1385310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1385308.500000 Penalty: 4650.045410 Iteration 35Q: 3 clusters Score -1385308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8925 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1385311.500000 Penalty: 4650.045410 Iteration 36Q: 3 clusters Score -1385312 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1385312.000000 Penalty: 4650.045410 Iteration 37Q: 3 clusters Score -1385312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -1385313.375000 Penalty: 4650.045410 Iteration 38Q: 3 clusters Score -1385313 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -1385314.125000 Penalty: 4650.045410 Iteration 39Q: 3 clusters Score -1385314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1385314.250000 Penalty: 4650.045410 Iteration 40F: 3 clusters Score -1385314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -1385318.000000 Penalty: 4650.045410 Iteration 41Q: 3 clusters Score -1385318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1385318.250000 Penalty: 4650.045410 Iteration 42Q: 3 clusters Score -1385318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1385320.000000 Penalty: 4650.045410 Iteration 43Q: 3 clusters Score -1385320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1385321.000000 Penalty: 4650.045410 Iteration 44Q: 3 clusters Score -1385321 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1385321.250000 Penalty: 4650.045410 Iteration 45Q: 3 clusters Score -1385321 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1385321.750000 Penalty: 4650.045410 Iteration 46Q: 3 clusters Score -1385322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -1385318.625000 Penalty: 4650.045410 Iteration 47Q: 3 clusters Score -1385319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -1385320.125000 Penalty: 4650.045410 Iteration 48Q: 3 clusters Score -1385320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1385320.375000 Penalty: 4650.045410 Iteration 49Q: 3 clusters Score -1385320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1385322.750000 Penalty: 4650.045410 Iteration 50Q: 3 clusters Score -1385323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1385324.375000 Penalty: 4650.045410 Iteration 51Q: 3 clusters Score -1385324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1385323.875000 Penalty: 4650.045410 Iteration 52Q: 3 clusters Score -1385324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1385325.375000 Penalty: 4650.045410 Iteration 53Q: 3 clusters Score -1385325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -1385325.250000 Penalty: 4650.045410 Iteration 54Q: 3 clusters Score -1385325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1385325.625000 Penalty: 4650.045410 Iteration 55Q: 3 clusters Score -1385326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1385325.500000 Penalty: 4650.045410 Iteration 56Q: 3 clusters Score -1385326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1385325.500000 Penalty: 4650.045410 Iteration 57Q: 3 clusters Score -1385326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1385325.500000 Penalty: 4650.045410 Iteration 58F: 3 clusters Score -1385326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18988 members Mstep: Class 2 contains 44577 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24266 members Mstep: Class 5 contains 9000 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 8529 members Mstep: Class 10 contains 2791 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64319 members Mstep: Class 15 contains 158844 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9644 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7117 members Mstep: Class 20 contains 14244 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1478 members Mstep: Class 23 contains 41588 members Entering Unmasked Estep Score: -52019796.000000 Penalty: 70805.890625 Splitting cluster 5 changes total score from -52020260.000000 to -52019796.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (12833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12833 members Entering Unmasked Estep Score: -1451155.000000 Penalty: 2346.024170 Iteration 0F: 2 clusters Score -1451155 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1441706.125000 Penalty: 4692.048340 Iteration 0F: 3 clusters Score -1441706 nChanged 5376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -1444565.875000 Penalty: 4692.048340 Iteration 1F: 3 clusters Score -1444566 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -1444997.375000 Penalty: 4692.048340 Iteration 2F: 3 clusters Score -1444997 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -1445389.500000 Penalty: 4692.048340 Iteration 3F: 3 clusters Score -1445390 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -1445809.250000 Penalty: 4692.048340 Iteration 4F: 3 clusters Score -1445809 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -1446255.500000 Penalty: 4692.048340 Iteration 5F: 3 clusters Score -1446256 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1446722.625000 Penalty: 4692.048340 Iteration 6F: 3 clusters Score -1446723 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1447215.625000 Penalty: 4692.048340 Iteration 7F: 3 clusters Score -1447216 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1447627.625000 Penalty: 4692.048340 Iteration 8Q: 3 clusters Score -1447628 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -1448014.875000 Penalty: 4692.048340 Iteration 9Q: 3 clusters Score -1448015 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1448375.375000 Penalty: 4692.048340 Iteration 10Q: 3 clusters Score -1448375 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -1448684.750000 Penalty: 4692.048340 Iteration 11Q: 3 clusters Score -1448685 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -1448953.875000 Penalty: 4692.048340 Iteration 12Q: 3 clusters Score -1448954 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -1449154.875000 Penalty: 4692.048340 Iteration 13Q: 3 clusters Score -1449155 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 9604 members Entering Unmasked Estep Score: -1449333.375000 Penalty: 4692.048340 Iteration 14Q: 3 clusters Score -1449333 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -1449457.125000 Penalty: 4692.048340 Iteration 15Q: 3 clusters Score -1449457 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -1449570.750000 Penalty: 4692.048340 Iteration 16Q: 3 clusters Score -1449571 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -1449746.875000 Penalty: 4692.048340 Iteration 17Q: 3 clusters Score -1449747 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 10132 members Entering Unmasked Estep Score: -1449881.500000 Penalty: 4692.048340 Iteration 18Q: 3 clusters Score -1449882 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1449952.500000 Penalty: 4692.048340 Iteration 19Q: 3 clusters Score -1449952 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -1449986.000000 Penalty: 4692.048340 Iteration 20F: 3 clusters Score -1449986 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -1450010.000000 Penalty: 4692.048340 Iteration 21Q: 3 clusters Score -1450010 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -1450027.625000 Penalty: 4692.048340 Iteration 22Q: 3 clusters Score -1450028 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -1450040.625000 Penalty: 4692.048340 Iteration 23Q: 3 clusters Score -1450041 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -1450052.250000 Penalty: 4692.048340 Iteration 24Q: 3 clusters Score -1450052 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -1450062.375000 Penalty: 4692.048340 Iteration 25Q: 3 clusters Score -1450062 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -1450070.250000 Penalty: 4692.048340 Iteration 26Q: 3 clusters Score -1450070 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -1450077.125000 Penalty: 4692.048340 Iteration 27Q: 3 clusters Score -1450077 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -1450084.000000 Penalty: 4692.048340 Iteration 28Q: 3 clusters Score -1450084 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 10567 members Entering Unmasked Estep Score: -1450086.125000 Penalty: 4692.048340 Iteration 29Q: 3 clusters Score -1450086 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -1450092.625000 Penalty: 4692.048340 Iteration 30Q: 3 clusters Score -1450093 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -1450096.375000 Penalty: 4692.048340 Iteration 31Q: 3 clusters Score -1450096 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -1450095.875000 Penalty: 4692.048340 Iteration 32Q: 3 clusters Score -1450096 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -1450105.250000 Penalty: 4692.048340 Iteration 33Q: 3 clusters Score -1450105 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -1450111.500000 Penalty: 4692.048340 Iteration 34Q: 3 clusters Score -1450112 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -1450113.250000 Penalty: 4692.048340 Iteration 35Q: 3 clusters Score -1450113 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -1450116.250000 Penalty: 4692.048340 Iteration 36Q: 3 clusters Score -1450116 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 10672 members Entering Unmasked Estep Score: -1450121.375000 Penalty: 4692.048340 Iteration 37Q: 3 clusters Score -1450121 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -1450122.000000 Penalty: 4692.048340 Iteration 38Q: 3 clusters Score -1450122 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 10699 members Entering Unmasked Estep Score: -1450124.875000 Penalty: 4692.048340 Iteration 39Q: 3 clusters Score -1450125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -1450126.875000 Penalty: 4692.048340 Iteration 40F: 3 clusters Score -1450127 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -1450133.625000 Penalty: 4692.048340 Iteration 41Q: 3 clusters Score -1450134 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 10729 members Entering Unmasked Estep Score: -1450138.750000 Penalty: 4692.048340 Iteration 42Q: 3 clusters Score -1450139 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -1450140.625000 Penalty: 4692.048340 Iteration 43Q: 3 clusters Score -1450141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -1450138.875000 Penalty: 4692.048340 Iteration 44Q: 3 clusters Score -1450139 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -1450136.250000 Penalty: 4692.048340 Iteration 45Q: 3 clusters Score -1450136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -1450141.500000 Penalty: 4692.048340 Iteration 46Q: 3 clusters Score -1450142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 10765 members Entering Unmasked Estep Score: -1450143.000000 Penalty: 4692.048340 Iteration 47Q: 3 clusters Score -1450143 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -1450146.250000 Penalty: 4692.048340 Iteration 48Q: 3 clusters Score -1450146 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -1450147.375000 Penalty: 4692.048340 Iteration 49Q: 3 clusters Score -1450147 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 10780 members Entering Unmasked Estep Score: -1450146.375000 Penalty: 4692.048340 Iteration 50Q: 3 clusters Score -1450146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 10784 members Entering Unmasked Estep Score: -1450144.875000 Penalty: 4692.048340 Iteration 51Q: 3 clusters Score -1450145 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -1450145.250000 Penalty: 4692.048340 Iteration 52Q: 3 clusters Score -1450145 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -1450147.375000 Penalty: 4692.048340 Iteration 53Q: 3 clusters Score -1450147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -1450147.125000 Penalty: 4692.048340 Iteration 54Q: 3 clusters Score -1450147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1450145.250000 Penalty: 4692.048340 Iteration 55Q: 3 clusters Score -1450145 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1450145.250000 Penalty: 4692.048340 Iteration 56F: 3 clusters Score -1450145 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -42325.195312 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -42325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -40966.250000 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -40966.25 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -41212.000000 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -41212 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -41249.718750 Penalty: 2980.371338 Iteration 2Q: 3 clusters Score -41249.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -41281.234375 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -41281.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -41292.273438 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -41292.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -41292.273438 Penalty: 2980.371338 Iteration 5F: 3 clusters Score -41292.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Entering Unmasked Estep Score: -629115.750000 Penalty: 2129.830078 Iteration 0F: 2 clusters Score -629115.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -624411.062500 Penalty: 4259.660156 Iteration 0F: 3 clusters Score -624411.1 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -625557.375000 Penalty: 4259.660156 Iteration 1F: 3 clusters Score -625557.4 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -625775.562500 Penalty: 4259.660156 Iteration 2F: 3 clusters Score -625775.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -625895.687500 Penalty: 4259.660156 Iteration 3Q: 3 clusters Score -625895.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -625975.437500 Penalty: 4259.660156 Iteration 4Q: 3 clusters Score -625975.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -626033.937500 Penalty: 4259.660156 Iteration 5Q: 3 clusters Score -626033.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -626094.937500 Penalty: 4259.660156 Iteration 6Q: 3 clusters Score -626094.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -626148.125000 Penalty: 4259.660156 Iteration 7Q: 3 clusters Score -626148.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -626190.500000 Penalty: 4259.660156 Iteration 8Q: 3 clusters Score -626190.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -626235.750000 Penalty: 4259.660156 Iteration 9Q: 3 clusters Score -626235.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -626280.125000 Penalty: 4259.660156 Iteration 10Q: 3 clusters Score -626280.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -626322.500000 Penalty: 4259.660156 Iteration 11Q: 3 clusters Score -626322.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -626370.875000 Penalty: 4259.660156 Iteration 12Q: 3 clusters Score -626370.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -626411.250000 Penalty: 4259.660156 Iteration 13Q: 3 clusters Score -626411.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -626455.250000 Penalty: 4259.660156 Iteration 14Q: 3 clusters Score -626455.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -626507.875000 Penalty: 4259.660156 Iteration 15Q: 3 clusters Score -626507.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -626576.312500 Penalty: 4259.660156 Iteration 16Q: 3 clusters Score -626576.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -626650.375000 Penalty: 4259.660156 Iteration 17Q: 3 clusters Score -626650.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -626709.937500 Penalty: 4259.660156 Iteration 18Q: 3 clusters Score -626709.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -626759.000000 Penalty: 4259.660156 Iteration 19Q: 3 clusters Score -626759 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -626804.750000 Penalty: 4259.660156 Iteration 20F: 3 clusters Score -626804.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -626852.437500 Penalty: 4259.660156 Iteration 21Q: 3 clusters Score -626852.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -626908.687500 Penalty: 4259.660156 Iteration 22Q: 3 clusters Score -626908.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -626964.937500 Penalty: 4259.660156 Iteration 23Q: 3 clusters Score -626964.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -627015.812500 Penalty: 4259.660156 Iteration 24Q: 3 clusters Score -627015.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -627067.437500 Penalty: 4259.660156 Iteration 25Q: 3 clusters Score -627067.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -627111.937500 Penalty: 4259.660156 Iteration 26Q: 3 clusters Score -627111.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -627148.125000 Penalty: 4259.660156 Iteration 27Q: 3 clusters Score -627148.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -627175.437500 Penalty: 4259.660156 Iteration 28Q: 3 clusters Score -627175.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -627195.375000 Penalty: 4259.660156 Iteration 29Q: 3 clusters Score -627195.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -627213.687500 Penalty: 4259.660156 Iteration 30Q: 3 clusters Score -627213.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -627228.500000 Penalty: 4259.660156 Iteration 31Q: 3 clusters Score -627228.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -627245.437500 Penalty: 4259.660156 Iteration 32Q: 3 clusters Score -627245.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -627258.937500 Penalty: 4259.660156 Iteration 33Q: 3 clusters Score -627258.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -627272.312500 Penalty: 4259.660156 Iteration 34Q: 3 clusters Score -627272.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -627282.125000 Penalty: 4259.660156 Iteration 35Q: 3 clusters Score -627282.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -627293.875000 Penalty: 4259.660156 Iteration 36Q: 3 clusters Score -627293.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -627302.437500 Penalty: 4259.660156 Iteration 37Q: 3 clusters Score -627302.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -627309.562500 Penalty: 4259.660156 Iteration 38Q: 3 clusters Score -627309.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -627317.312500 Penalty: 4259.660156 Iteration 39Q: 3 clusters Score -627317.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -627326.250000 Penalty: 4259.660156 Iteration 40F: 3 clusters Score -627326.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -627339.437500 Penalty: 4259.660156 Iteration 41Q: 3 clusters Score -627339.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -627346.437500 Penalty: 4259.660156 Iteration 42Q: 3 clusters Score -627346.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -627348.875000 Penalty: 4259.660156 Iteration 43Q: 3 clusters Score -627348.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -627353.000000 Penalty: 4259.660156 Iteration 44Q: 3 clusters Score -627353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -627356.250000 Penalty: 4259.660156 Iteration 45Q: 3 clusters Score -627356.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -627357.687500 Penalty: 4259.660156 Iteration 46Q: 3 clusters Score -627357.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -627360.250000 Penalty: 4259.660156 Iteration 47Q: 3 clusters Score -627360.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -627361.625000 Penalty: 4259.660156 Iteration 48Q: 3 clusters Score -627361.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -627362.937500 Penalty: 4259.660156 Iteration 49Q: 3 clusters Score -627362.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -627365.875000 Penalty: 4259.660156 Iteration 50Q: 3 clusters Score -627365.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -627367.125000 Penalty: 4259.660156 Iteration 51Q: 3 clusters Score -627367.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -627367.062500 Penalty: 4259.660156 Iteration 52Q: 3 clusters Score -627367.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -627367.062500 Penalty: 4259.660156 Iteration 53F: 3 clusters Score -627367.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Entering Unmasked Estep Score: -1043554.812500 Penalty: 2244.704346 Iteration 0F: 2 clusters Score -1043555 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1036909.937500 Penalty: 4489.408691 Iteration 0F: 3 clusters Score -1036910 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1038645.000000 Penalty: 4489.408691 Iteration 1F: 3 clusters Score -1038645 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1039000.750000 Penalty: 4489.408691 Iteration 2F: 3 clusters Score -1039001 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1039287.000000 Penalty: 4489.408691 Iteration 3F: 3 clusters Score -1039287 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1039568.000000 Penalty: 4489.408691 Iteration 4F: 3 clusters Score -1039568 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1039835.437500 Penalty: 4489.408691 Iteration 5F: 3 clusters Score -1039835 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1040081.437500 Penalty: 4489.408691 Iteration 6Q: 3 clusters Score -1040081 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -1040296.625000 Penalty: 4489.408691 Iteration 7Q: 3 clusters Score -1040297 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -1040492.187500 Penalty: 4489.408691 Iteration 8Q: 3 clusters Score -1040492 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1040675.750000 Penalty: 4489.408691 Iteration 9Q: 3 clusters Score -1040676 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -1040827.187500 Penalty: 4489.408691 Iteration 10Q: 3 clusters Score -1040827 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -1040952.875000 Penalty: 4489.408691 Iteration 11Q: 3 clusters Score -1040953 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1041071.125000 Penalty: 4489.408691 Iteration 12Q: 3 clusters Score -1041071 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1041170.500000 Penalty: 4489.408691 Iteration 13Q: 3 clusters Score -1041170 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1041259.812500 Penalty: 4489.408691 Iteration 14Q: 3 clusters Score -1041260 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -1041327.750000 Penalty: 4489.408691 Iteration 15Q: 3 clusters Score -1041328 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -1041382.562500 Penalty: 4489.408691 Iteration 16Q: 3 clusters Score -1041383 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -1041426.937500 Penalty: 4489.408691 Iteration 17Q: 3 clusters Score -1041427 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -1041460.812500 Penalty: 4489.408691 Iteration 18Q: 3 clusters Score -1041461 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -1041481.375000 Penalty: 4489.408691 Iteration 19Q: 3 clusters Score -1041481 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1041496.937500 Penalty: 4489.408691 Iteration 20F: 3 clusters Score -1041497 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -1041505.812500 Penalty: 4489.408691 Iteration 21Q: 3 clusters Score -1041506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -1041511.812500 Penalty: 4489.408691 Iteration 22Q: 3 clusters Score -1041512 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -1041519.625000 Penalty: 4489.408691 Iteration 23Q: 3 clusters Score -1041520 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -1041526.187500 Penalty: 4489.408691 Iteration 24Q: 3 clusters Score -1041526 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1041532.437500 Penalty: 4489.408691 Iteration 25Q: 3 clusters Score -1041532 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -1041542.062500 Penalty: 4489.408691 Iteration 26Q: 3 clusters Score -1041542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1041553.625000 Penalty: 4489.408691 Iteration 27Q: 3 clusters Score -1041554 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -1041564.437500 Penalty: 4489.408691 Iteration 28Q: 3 clusters Score -1041564 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1041570.750000 Penalty: 4489.408691 Iteration 29Q: 3 clusters Score -1041571 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -1041575.750000 Penalty: 4489.408691 Iteration 30Q: 3 clusters Score -1041576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1041577.000000 Penalty: 4489.408691 Iteration 31Q: 3 clusters Score -1041577 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -1041583.000000 Penalty: 4489.408691 Iteration 32Q: 3 clusters Score -1041583 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1041585.687500 Penalty: 4489.408691 Iteration 33Q: 3 clusters Score -1041586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -1041588.937500 Penalty: 4489.408691 Iteration 34Q: 3 clusters Score -1041589 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -1041592.062500 Penalty: 4489.408691 Iteration 35Q: 3 clusters Score -1041592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -1041592.187500 Penalty: 4489.408691 Iteration 36Q: 3 clusters Score -1041592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -1041591.312500 Penalty: 4489.408691 Iteration 37Q: 3 clusters Score -1041591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -1041591.312500 Penalty: 4489.408691 Iteration 38F: 3 clusters Score -1041591 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -74035.257812 Penalty: 1626.784546 Iteration 0F: 2 clusters Score -74035.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -72312.984375 Penalty: 3253.569092 Iteration 0F: 3 clusters Score -72312.98 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -72576.953125 Penalty: 3253.569092 Iteration 1F: 3 clusters Score -72576.95 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -72718.898438 Penalty: 3253.569092 Iteration 2F: 3 clusters Score -72718.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -72819.109375 Penalty: 3253.569092 Iteration 3Q: 3 clusters Score -72819.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -72858.414062 Penalty: 3253.569092 Iteration 4Q: 3 clusters Score -72858.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -72884.828125 Penalty: 3253.569092 Iteration 5Q: 3 clusters Score -72884.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -72908.906250 Penalty: 3253.569092 Iteration 6Q: 3 clusters Score -72908.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -72915.140625 Penalty: 3253.569092 Iteration 7Q: 3 clusters Score -72915.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -72921.093750 Penalty: 3253.569092 Iteration 8Q: 3 clusters Score -72921.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -72927.703125 Penalty: 3253.569092 Iteration 9Q: 3 clusters Score -72927.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -72929.679688 Penalty: 3253.569092 Iteration 10Q: 3 clusters Score -72929.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -72931.234375 Penalty: 3253.569092 Iteration 11Q: 3 clusters Score -72931.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -72932.210938 Penalty: 3253.569092 Iteration 12Q: 3 clusters Score -72932.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -72932.210938 Penalty: 3253.569092 Iteration 13F: 3 clusters Score -72932.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Entering Unmasked Estep Score: -554841.625000 Penalty: 2087.837158 Iteration 0F: 2 clusters Score -554841.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -550616.000000 Penalty: 4175.674316 Iteration 0F: 3 clusters Score -550616 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -551519.937500 Penalty: 4175.674316 Iteration 1F: 3 clusters Score -551519.9 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -551722.375000 Penalty: 4175.674316 Iteration 2F: 3 clusters Score -551722.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -551878.000000 Penalty: 4175.674316 Iteration 3Q: 3 clusters Score -551878 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -552023.500000 Penalty: 4175.674316 Iteration 4Q: 3 clusters Score -552023.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -552209.000000 Penalty: 4175.674316 Iteration 5Q: 3 clusters Score -552209 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -552414.250000 Penalty: 4175.674316 Iteration 6F: 3 clusters Score -552414.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -552614.375000 Penalty: 4175.674316 Iteration 7F: 3 clusters Score -552614.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -552809.500000 Penalty: 4175.674316 Iteration 8F: 3 clusters Score -552809.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -552975.500000 Penalty: 4175.674316 Iteration 9Q: 3 clusters Score -552975.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -553106.125000 Penalty: 4175.674316 Iteration 10Q: 3 clusters Score -553106.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -553198.125000 Penalty: 4175.674316 Iteration 11Q: 3 clusters Score -553198.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -553275.750000 Penalty: 4175.674316 Iteration 12Q: 3 clusters Score -553275.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -553337.062500 Penalty: 4175.674316 Iteration 13Q: 3 clusters Score -553337.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -553390.500000 Penalty: 4175.674316 Iteration 14Q: 3 clusters Score -553390.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -553424.312500 Penalty: 4175.674316 Iteration 15Q: 3 clusters Score -553424.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -553449.375000 Penalty: 4175.674316 Iteration 16Q: 3 clusters Score -553449.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -553471.250000 Penalty: 4175.674316 Iteration 17Q: 3 clusters Score -553471.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -553478.687500 Penalty: 4175.674316 Iteration 18Q: 3 clusters Score -553478.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -553482.625000 Penalty: 4175.674316 Iteration 19Q: 3 clusters Score -553482.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -553489.000000 Penalty: 4175.674316 Iteration 20F: 3 clusters Score -553489 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -553502.500000 Penalty: 4175.674316 Iteration 21Q: 3 clusters Score -553502.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -553512.687500 Penalty: 4175.674316 Iteration 22Q: 3 clusters Score -553512.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -553518.000000 Penalty: 4175.674316 Iteration 23Q: 3 clusters Score -553518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -553521.937500 Penalty: 4175.674316 Iteration 24Q: 3 clusters Score -553521.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -553522.750000 Penalty: 4175.674316 Iteration 25Q: 3 clusters Score -553522.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -553524.000000 Penalty: 4175.674316 Iteration 26Q: 3 clusters Score -553524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -553524.937500 Penalty: 4175.674316 Iteration 27Q: 3 clusters Score -553524.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -553530.437500 Penalty: 4175.674316 Iteration 28Q: 3 clusters Score -553530.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -553537.000000 Penalty: 4175.674316 Iteration 29Q: 3 clusters Score -553537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -553539.125000 Penalty: 4175.674316 Iteration 30Q: 3 clusters Score -553539.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -553540.437500 Penalty: 4175.674316 Iteration 31Q: 3 clusters Score -553540.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -553541.562500 Penalty: 4175.674316 Iteration 32Q: 3 clusters Score -553541.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -553541.562500 Penalty: 4175.674316 Iteration 33F: 3 clusters Score -553541.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (64319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64319 members Entering Unmasked Estep Score: -7910687.500000 Penalty: 2745.759277 Iteration 0F: 2 clusters Score -7910688 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32283 members Mstep: Class 2 contains 32036 members Entering Unmasked Estep Score: -7867600.000000 Penalty: 5491.518555 Iteration 0F: 3 clusters Score -7867600 nChanged 30065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33424 members Mstep: Class 2 contains 30895 members Entering Unmasked Estep Score: -7884674.000000 Penalty: 5491.518555 Iteration 1F: 3 clusters Score -7884674 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34196 members Mstep: Class 2 contains 30123 members Entering Unmasked Estep Score: -7885477.000000 Penalty: 5491.518555 Iteration 2Q: 3 clusters Score -7885477 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35431 members Mstep: Class 2 contains 28888 members Entering Unmasked Estep Score: -7886415.500000 Penalty: 5491.518555 Iteration 3Q: 3 clusters Score -7886416 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37287 members Mstep: Class 2 contains 27032 members Entering Unmasked Estep Score: -7887661.000000 Penalty: 5491.518555 Iteration 4Q: 3 clusters Score -7887661 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39989 members Mstep: Class 2 contains 24330 members Entering Unmasked Estep Score: -7889491.000000 Penalty: 5491.518555 Iteration 5F: 3 clusters Score -7889491 nChanged 4316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43673 members Mstep: Class 2 contains 20646 members Entering Unmasked Estep Score: -7892217.500000 Penalty: 5491.518555 Iteration 6F: 3 clusters Score -7892218 nChanged 4778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48005 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -7895784.000000 Penalty: 5491.518555 Iteration 7F: 3 clusters Score -7895784 nChanged 4591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52304 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -7899405.000000 Penalty: 5491.518555 Iteration 8F: 3 clusters Score -7899405 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55814 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -7902327.000000 Penalty: 5491.518555 Iteration 9F: 3 clusters Score -7902327 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58374 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -7904506.500000 Penalty: 5491.518555 Iteration 10Q: 3 clusters Score -7904506 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60036 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -7905966.000000 Penalty: 5491.518555 Iteration 11Q: 3 clusters Score -7905966 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61096 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -7906937.000000 Penalty: 5491.518555 Iteration 12Q: 3 clusters Score -7906937 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61697 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -7907510.500000 Penalty: 5491.518555 Iteration 13Q: 3 clusters Score -7907510 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62028 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -7907849.500000 Penalty: 5491.518555 Iteration 14Q: 3 clusters Score -7907850 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62233 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -7908049.500000 Penalty: 5491.518555 Iteration 15Q: 3 clusters Score -7908050 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62378 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -7908238.500000 Penalty: 5491.518555 Iteration 16Q: 3 clusters Score -7908238 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62490 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -7908338.000000 Penalty: 5491.518555 Iteration 17Q: 3 clusters Score -7908338 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62568 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -7908453.000000 Penalty: 5491.518555 Iteration 18Q: 3 clusters Score -7908453 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62629 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -7908513.500000 Penalty: 5491.518555 Iteration 19Q: 3 clusters Score -7908514 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62683 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -7908562.000000 Penalty: 5491.518555 Iteration 20F: 3 clusters Score -7908562 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62742 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -7908611.500000 Penalty: 5491.518555 Iteration 21Q: 3 clusters Score -7908612 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62781 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -7908631.500000 Penalty: 5491.518555 Iteration 22Q: 3 clusters Score -7908632 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62817 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -7908658.500000 Penalty: 5491.518555 Iteration 23Q: 3 clusters Score -7908658 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62846 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -7908688.000000 Penalty: 5491.518555 Iteration 24Q: 3 clusters Score -7908688 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62866 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -7908705.500000 Penalty: 5491.518555 Iteration 25Q: 3 clusters Score -7908706 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62879 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -7908711.500000 Penalty: 5491.518555 Iteration 26Q: 3 clusters Score -7908712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62893 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -7908724.500000 Penalty: 5491.518555 Iteration 27Q: 3 clusters Score -7908724 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62903 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -7908732.000000 Penalty: 5491.518555 Iteration 28Q: 3 clusters Score -7908732 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62918 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -7908744.500000 Penalty: 5491.518555 Iteration 29Q: 3 clusters Score -7908744 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62929 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -7908762.000000 Penalty: 5491.518555 Iteration 30Q: 3 clusters Score -7908762 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62944 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -7908771.500000 Penalty: 5491.518555 Iteration 31Q: 3 clusters Score -7908772 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62957 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -7908769.000000 Penalty: 5491.518555 Iteration 32Q: 3 clusters Score -7908769 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62975 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -7908776.500000 Penalty: 5491.518555 Iteration 33Q: 3 clusters Score -7908776 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62988 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -7908785.500000 Penalty: 5491.518555 Iteration 34Q: 3 clusters Score -7908786 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63005 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -7908790.000000 Penalty: 5491.518555 Iteration 35Q: 3 clusters Score -7908790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63016 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -7908783.000000 Penalty: 5491.518555 Iteration 36Q: 3 clusters Score -7908783 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63029 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -7908791.000000 Penalty: 5491.518555 Iteration 37Q: 3 clusters Score -7908791 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63037 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -7908791.000000 Penalty: 5491.518555 Iteration 38Q: 3 clusters Score -7908791 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63039 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -7908796.500000 Penalty: 5491.518555 Iteration 39Q: 3 clusters Score -7908796 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63045 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -7908803.000000 Penalty: 5491.518555 Iteration 40F: 3 clusters Score -7908803 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63046 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -7908805.500000 Penalty: 5491.518555 Iteration 41Q: 3 clusters Score -7908806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63047 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -7908804.000000 Penalty: 5491.518555 Iteration 42Q: 3 clusters Score -7908804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63048 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -7908807.500000 Penalty: 5491.518555 Iteration 43Q: 3 clusters Score -7908808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63049 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -7908805.000000 Penalty: 5491.518555 Iteration 44Q: 3 clusters Score -7908805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63049 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -7908804.000000 Penalty: 5491.518555 Iteration 45Q: 3 clusters Score -7908804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63050 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -7908802.000000 Penalty: 5491.518555 Iteration 46Q: 3 clusters Score -7908802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63051 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -7908801.000000 Penalty: 5491.518555 Iteration 47Q: 3 clusters Score -7908801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63052 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -7908802.000000 Penalty: 5491.518555 Iteration 48Q: 3 clusters Score -7908802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63053 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -7908799.000000 Penalty: 5491.518555 Iteration 49Q: 3 clusters Score -7908799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63053 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -7908799.000000 Penalty: 5491.518555 Iteration 50F: 3 clusters Score -7908799 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (158844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158844 members Entering Unmasked Estep Score: -19819190.000000 Penalty: 2969.968018 Iteration 0F: 2 clusters Score -1.981919e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79391 members Mstep: Class 2 contains 79453 members Entering Unmasked Estep Score: -19714456.000000 Penalty: 5939.936035 Iteration 0F: 3 clusters Score -1.971446e+07 nChanged 75923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79880 members Mstep: Class 2 contains 78964 members Entering Unmasked Estep Score: -19758808.000000 Penalty: 5939.936035 Iteration 1F: 3 clusters Score -1.975881e+07 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80211 members Mstep: Class 2 contains 78633 members Entering Unmasked Estep Score: -19759524.000000 Penalty: 5939.936035 Iteration 2Q: 3 clusters Score -1.975952e+07 nChanged 4237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80820 members Mstep: Class 2 contains 78024 members Entering Unmasked Estep Score: -19760418.000000 Penalty: 5939.936035 Iteration 3Q: 3 clusters Score -1.976042e+07 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81861 members Mstep: Class 2 contains 76983 members Entering Unmasked Estep Score: -19761666.000000 Penalty: 5939.936035 Iteration 4Q: 3 clusters Score -1.976167e+07 nChanged 5546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83549 members Mstep: Class 2 contains 75295 members Entering Unmasked Estep Score: -19763280.000000 Penalty: 5939.936035 Iteration 5Q: 3 clusters Score -1.976328e+07 nChanged 6663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85956 members Mstep: Class 2 contains 72888 members Entering Unmasked Estep Score: -19765834.000000 Penalty: 5939.936035 Iteration 6Q: 3 clusters Score -1.976583e+07 nChanged 8140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89432 members Mstep: Class 2 contains 69412 members Entering Unmasked Estep Score: -19769534.000000 Penalty: 5939.936035 Iteration 7F: 3 clusters Score -1.976953e+07 nChanged 9407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93919 members Mstep: Class 2 contains 64925 members Entering Unmasked Estep Score: -19774350.000000 Penalty: 5939.936035 Iteration 8F: 3 clusters Score -1.977435e+07 nChanged 10122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99075 members Mstep: Class 2 contains 59769 members Entering Unmasked Estep Score: -19779646.000000 Penalty: 5939.936035 Iteration 9F: 3 clusters Score -1.977965e+07 nChanged 9440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104299 members Mstep: Class 2 contains 54545 members Entering Unmasked Estep Score: -19784302.000000 Penalty: 5939.936035 Iteration 10F: 3 clusters Score -1.97843e+07 nChanged 8216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109439 members Mstep: Class 2 contains 49405 members Entering Unmasked Estep Score: -19787908.000000 Penalty: 5939.936035 Iteration 11F: 3 clusters Score -1.978791e+07 nChanged 6789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114482 members Mstep: Class 2 contains 44362 members Entering Unmasked Estep Score: -19790676.000000 Penalty: 5939.936035 Iteration 12Q: 3 clusters Score -1.979068e+07 nChanged 5956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119624 members Mstep: Class 2 contains 39220 members Entering Unmasked Estep Score: -19793152.000000 Penalty: 5939.936035 Iteration 13Q: 3 clusters Score -1.979315e+07 nChanged 5653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125009 members Mstep: Class 2 contains 33835 members Entering Unmasked Estep Score: -19795698.000000 Penalty: 5939.936035 Iteration 14Q: 3 clusters Score -1.97957e+07 nChanged 5679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130620 members Mstep: Class 2 contains 28224 members Entering Unmasked Estep Score: -19798532.000000 Penalty: 5939.936035 Iteration 15Q: 3 clusters Score -1.979853e+07 nChanged 5714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136318 members Mstep: Class 2 contains 22526 members Entering Unmasked Estep Score: -19801822.000000 Penalty: 5939.936035 Iteration 16Q: 3 clusters Score -1.980182e+07 nChanged 5564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141882 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -19805476.000000 Penalty: 5939.936035 Iteration 17Q: 3 clusters Score -1.980548e+07 nChanged 5060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146942 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -19809094.000000 Penalty: 5939.936035 Iteration 18Q: 3 clusters Score -1.980909e+07 nChanged 4116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151058 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -19812008.000000 Penalty: 5939.936035 Iteration 19Q: 3 clusters Score -1.981201e+07 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154008 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -19814040.000000 Penalty: 5939.936035 Iteration 20F: 3 clusters Score -1.981404e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155837 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -19815244.000000 Penalty: 5939.936035 Iteration 21Q: 3 clusters Score -1.981524e+07 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156854 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -19815852.000000 Penalty: 5939.936035 Iteration 22Q: 3 clusters Score -1.981585e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157386 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -19816168.000000 Penalty: 5939.936035 Iteration 23Q: 3 clusters Score -1.981617e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157669 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -19816434.000000 Penalty: 5939.936035 Iteration 24Q: 3 clusters Score -1.981643e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157849 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -19816578.000000 Penalty: 5939.936035 Iteration 25Q: 3 clusters Score -1.981658e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157946 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -19816640.000000 Penalty: 5939.936035 Iteration 26Q: 3 clusters Score -1.981664e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158003 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -19816734.000000 Penalty: 5939.936035 Iteration 27Q: 3 clusters Score -1.981673e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158050 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -19816760.000000 Penalty: 5939.936035 Iteration 28Q: 3 clusters Score -1.981676e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158076 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -19816788.000000 Penalty: 5939.936035 Iteration 29Q: 3 clusters Score -1.981679e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158094 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -19816818.000000 Penalty: 5939.936035 Iteration 30Q: 3 clusters Score -1.981682e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158110 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -19816832.000000 Penalty: 5939.936035 Iteration 31Q: 3 clusters Score -1.981683e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158125 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -19816844.000000 Penalty: 5939.936035 Iteration 32Q: 3 clusters Score -1.981684e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158135 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -19816856.000000 Penalty: 5939.936035 Iteration 33Q: 3 clusters Score -1.981686e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158143 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -19816850.000000 Penalty: 5939.936035 Iteration 34Q: 3 clusters Score -1.981685e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158145 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -19816856.000000 Penalty: 5939.936035 Iteration 35Q: 3 clusters Score -1.981686e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158147 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -19816872.000000 Penalty: 5939.936035 Iteration 36Q: 3 clusters Score -1.981687e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158148 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -19816878.000000 Penalty: 5939.936035 Iteration 37Q: 3 clusters Score -1.981688e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158151 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -19816882.000000 Penalty: 5939.936035 Iteration 38Q: 3 clusters Score -1.981688e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158151 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -19816880.000000 Penalty: 5939.936035 Iteration 39Q: 3 clusters Score -1.981688e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158153 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -19816908.000000 Penalty: 5939.936035 Iteration 40F: 3 clusters Score -1.981691e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158155 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -19816910.000000 Penalty: 5939.936035 Iteration 41Q: 3 clusters Score -1.981691e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158157 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -19816910.000000 Penalty: 5939.936035 Iteration 42Q: 3 clusters Score -1.981691e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158159 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -19816890.000000 Penalty: 5939.936035 Iteration 43Q: 3 clusters Score -1.981689e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158161 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -19816910.000000 Penalty: 5939.936035 Iteration 44Q: 3 clusters Score -1.981691e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158158 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -19816898.000000 Penalty: 5939.936035 Iteration 45Q: 3 clusters Score -1.98169e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158157 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -19816910.000000 Penalty: 5939.936035 Iteration 46Q: 3 clusters Score -1.981691e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158157 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -19816918.000000 Penalty: 5939.936035 Iteration 47Q: 3 clusters Score -1.981692e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158157 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -19816918.000000 Penalty: 5939.936035 Iteration 48F: 3 clusters Score -1.981692e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -63742.578125 Penalty: 1592.562378 Iteration 0F: 2 clusters Score -63742.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -62199.296875 Penalty: 3185.124756 Iteration 0F: 3 clusters Score -62199.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -62559.808594 Penalty: 3185.124756 Iteration 1F: 3 clusters Score -62559.81 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -62775.187500 Penalty: 3185.124756 Iteration 2F: 3 clusters Score -62775.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -62952.281250 Penalty: 3185.124756 Iteration 3F: 3 clusters Score -62952.28 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -63173.433594 Penalty: 3185.124756 Iteration 4F: 3 clusters Score -63173.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -63377.472656 Penalty: 3185.124756 Iteration 5Q: 3 clusters Score -63377.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -63530.671875 Penalty: 3185.124756 Iteration 6Q: 3 clusters Score -63530.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -63622.421875 Penalty: 3185.124756 Iteration 7Q: 3 clusters Score -63622.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -63672.453125 Penalty: 3185.124756 Iteration 8Q: 3 clusters Score -63672.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -63685.089844 Penalty: 3185.124756 Iteration 9Q: 3 clusters Score -63685.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -63688.781250 Penalty: 3185.124756 Iteration 10Q: 3 clusters Score -63688.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -63704.085938 Penalty: 3185.124756 Iteration 11Q: 3 clusters Score -63704.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -63709.691406 Penalty: 3185.124756 Iteration 12Q: 3 clusters Score -63709.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -63719.687500 Penalty: 3185.124756 Iteration 13Q: 3 clusters Score -63719.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -63769.820312 Penalty: 3185.124756 Iteration 14Q: 3 clusters Score -63769.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -63830.917969 Penalty: 3185.124756 Iteration 15Q: 3 clusters Score -63830.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -63863.382812 Penalty: 3185.124756 Iteration 16Q: 3 clusters Score -63863.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -63867.945312 Penalty: 3185.124756 Iteration 17Q: 3 clusters Score -63867.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -63872.476562 Penalty: 3185.124756 Iteration 18Q: 3 clusters Score -63872.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -63877.707031 Penalty: 3185.124756 Iteration 19Q: 3 clusters Score -63877.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -63884.093750 Penalty: 3185.124756 Iteration 20F: 3 clusters Score -63884.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18988 members Mstep: Class 2 contains 44577 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24266 members Mstep: Class 5 contains 11791 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 8529 members Mstep: Class 10 contains 214 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64319 members Mstep: Class 15 contains 158844 members Mstep: Class 16 contains 401 members Mstep: Class 17 contains 9644 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7117 members Mstep: Class 20 contains 14244 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1478 members Mstep: Class 23 contains 41588 members Entering Unmasked Estep Score: -52018780.000000 Penalty: 70805.890625 Splitting cluster 16 changes total score from -52020260.000000 to -52018780.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (9644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Entering Unmasked Estep Score: -1150443.000000 Penalty: 2275.174561 Iteration 0F: 2 clusters Score -1150443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1142925.625000 Penalty: 4550.349121 Iteration 0F: 3 clusters Score -1142926 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1145159.750000 Penalty: 4550.349121 Iteration 1F: 3 clusters Score -1145160 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1145449.000000 Penalty: 4550.349121 Iteration 2F: 3 clusters Score -1145449 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -1145652.125000 Penalty: 4550.349121 Iteration 3Q: 3 clusters Score -1145652 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1145828.500000 Penalty: 4550.349121 Iteration 4Q: 3 clusters Score -1145828 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1146000.250000 Penalty: 4550.349121 Iteration 5Q: 3 clusters Score -1146000 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1146183.625000 Penalty: 4550.349121 Iteration 6Q: 3 clusters Score -1146184 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -1146355.000000 Penalty: 4550.349121 Iteration 7Q: 3 clusters Score -1146355 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1146535.000000 Penalty: 4550.349121 Iteration 8Q: 3 clusters Score -1146535 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1146722.375000 Penalty: 4550.349121 Iteration 9Q: 3 clusters Score -1146722 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -1146904.125000 Penalty: 4550.349121 Iteration 10Q: 3 clusters Score -1146904 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1147066.250000 Penalty: 4550.349121 Iteration 11Q: 3 clusters Score -1147066 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1147265.000000 Penalty: 4550.349121 Iteration 12Q: 3 clusters Score -1147265 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1147448.625000 Penalty: 4550.349121 Iteration 13Q: 3 clusters Score -1147449 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1147640.125000 Penalty: 4550.349121 Iteration 14Q: 3 clusters Score -1147640 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1147830.500000 Penalty: 4550.349121 Iteration 15Q: 3 clusters Score -1147830 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1148009.125000 Penalty: 4550.349121 Iteration 16Q: 3 clusters Score -1148009 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1148167.750000 Penalty: 4550.349121 Iteration 17Q: 3 clusters Score -1148168 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1148305.375000 Penalty: 4550.349121 Iteration 18Q: 3 clusters Score -1148305 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1148428.500000 Penalty: 4550.349121 Iteration 19Q: 3 clusters Score -1148428 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1148517.625000 Penalty: 4550.349121 Iteration 20F: 3 clusters Score -1148518 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -1148593.625000 Penalty: 4550.349121 Iteration 21Q: 3 clusters Score -1148594 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1148656.000000 Penalty: 4550.349121 Iteration 22Q: 3 clusters Score -1148656 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1148715.750000 Penalty: 4550.349121 Iteration 23Q: 3 clusters Score -1148716 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1148761.875000 Penalty: 4550.349121 Iteration 24Q: 3 clusters Score -1148762 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1148790.000000 Penalty: 4550.349121 Iteration 25Q: 3 clusters Score -1148790 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1148823.375000 Penalty: 4550.349121 Iteration 26Q: 3 clusters Score -1148823 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1148852.625000 Penalty: 4550.349121 Iteration 27Q: 3 clusters Score -1148853 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1148877.500000 Penalty: 4550.349121 Iteration 28Q: 3 clusters Score -1148878 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -1148894.125000 Penalty: 4550.349121 Iteration 29Q: 3 clusters Score -1148894 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1148912.375000 Penalty: 4550.349121 Iteration 30Q: 3 clusters Score -1148912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1148926.750000 Penalty: 4550.349121 Iteration 31Q: 3 clusters Score -1148927 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1148936.000000 Penalty: 4550.349121 Iteration 32Q: 3 clusters Score -1148936 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1148948.000000 Penalty: 4550.349121 Iteration 33Q: 3 clusters Score -1148948 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1148960.625000 Penalty: 4550.349121 Iteration 34Q: 3 clusters Score -1148961 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1148968.125000 Penalty: 4550.349121 Iteration 35Q: 3 clusters Score -1148968 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1148977.125000 Penalty: 4550.349121 Iteration 36Q: 3 clusters Score -1148977 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1148982.125000 Penalty: 4550.349121 Iteration 37Q: 3 clusters Score -1148982 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1148982.250000 Penalty: 4550.349121 Iteration 38Q: 3 clusters Score -1148982 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1148983.500000 Penalty: 4550.349121 Iteration 39Q: 3 clusters Score -1148984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1148986.750000 Penalty: 4550.349121 Iteration 40F: 3 clusters Score -1148987 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1148989.875000 Penalty: 4550.349121 Iteration 41Q: 3 clusters Score -1148990 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1148991.875000 Penalty: 4550.349121 Iteration 42Q: 3 clusters Score -1148992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1148995.500000 Penalty: 4550.349121 Iteration 43Q: 3 clusters Score -1148996 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1148997.750000 Penalty: 4550.349121 Iteration 44Q: 3 clusters Score -1148998 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1149000.250000 Penalty: 4550.349121 Iteration 45Q: 3 clusters Score -1149000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1149003.875000 Penalty: 4550.349121 Iteration 46Q: 3 clusters Score -1149004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1149003.375000 Penalty: 4550.349121 Iteration 47Q: 3 clusters Score -1149003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1149003.750000 Penalty: 4550.349121 Iteration 48Q: 3 clusters Score -1149004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1149004.375000 Penalty: 4550.349121 Iteration 49Q: 3 clusters Score -1149004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1149008.500000 Penalty: 4550.349121 Iteration 50Q: 3 clusters Score -1149008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1149011.500000 Penalty: 4550.349121 Iteration 51Q: 3 clusters Score -1149012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1149011.625000 Penalty: 4550.349121 Iteration 52Q: 3 clusters Score -1149012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1149012.750000 Penalty: 4550.349121 Iteration 53Q: 3 clusters Score -1149013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1149012.875000 Penalty: 4550.349121 Iteration 54Q: 3 clusters Score -1149013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1149014.000000 Penalty: 4550.349121 Iteration 55Q: 3 clusters Score -1149014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -1149016.875000 Penalty: 4550.349121 Iteration 56Q: 3 clusters Score -1149017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1149017.625000 Penalty: 4550.349121 Iteration 57Q: 3 clusters Score -1149018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1149016.250000 Penalty: 4550.349121 Iteration 58Q: 3 clusters Score -1149016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1149017.500000 Penalty: 4550.349121 Iteration 59Q: 3 clusters Score -1149018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1149019.000000 Penalty: 4550.349121 Iteration 60F: 3 clusters Score -1149019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1149018.125000 Penalty: 4550.349121 Iteration 61Q: 3 clusters Score -1149018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1149018.125000 Penalty: 4550.349121 Iteration 62F: 3 clusters Score -1149018 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Entering Unmasked Estep Score: -131024.101562 Penalty: 1756.055176 Iteration 0F: 2 clusters Score -131024.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -129017.835938 Penalty: 3512.110352 Iteration 0F: 3 clusters Score -129017.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -129500.101562 Penalty: 3512.110352 Iteration 1F: 3 clusters Score -129500.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -130082.148438 Penalty: 3512.110352 Iteration 2F: 3 clusters Score -130082.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -130926.500000 Penalty: 3512.110352 Iteration 3F: 3 clusters Score -130926.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -131650.765625 Penalty: 3512.110352 Iteration 4F: 3 clusters Score -131650.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -131992.218750 Penalty: 3512.110352 Iteration 5F: 3 clusters Score -131992.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -132136.656250 Penalty: 3512.110352 Iteration 6Q: 3 clusters Score -132136.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -132185.437500 Penalty: 3512.110352 Iteration 7Q: 3 clusters Score -132185.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -132199.062500 Penalty: 3512.110352 Iteration 8Q: 3 clusters Score -132199.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -132203.687500 Penalty: 3512.110352 Iteration 9Q: 3 clusters Score -132203.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -132204.750000 Penalty: 3512.110352 Iteration 10Q: 3 clusters Score -132204.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -132205.718750 Penalty: 3512.110352 Iteration 11Q: 3 clusters Score -132205.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -132205.718750 Penalty: 3512.110352 Iteration 12F: 3 clusters Score -132205.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18988 members Mstep: Class 2 contains 44577 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24266 members Mstep: Class 5 contains 11791 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 8529 members Mstep: Class 10 contains 721 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64319 members Mstep: Class 15 contains 158844 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9644 members Mstep: Class 18 contains 468 members Mstep: Class 19 contains 7117 members Mstep: Class 20 contains 14244 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1478 members Mstep: Class 23 contains 41588 members Entering Unmasked Estep Score: -52019968.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52020260.000000 to -52019968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (7117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Entering Unmasked Estep Score: -831816.937500 Penalty: 2199.819824 Iteration 0F: 2 clusters Score -831816.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -825878.375000 Penalty: 4399.639648 Iteration 0F: 3 clusters Score -825878.4 nChanged 2868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -827414.437500 Penalty: 4399.639648 Iteration 1F: 3 clusters Score -827414.4 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -827679.750000 Penalty: 4399.639648 Iteration 2F: 3 clusters Score -827679.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -827877.750000 Penalty: 4399.639648 Iteration 3F: 3 clusters Score -827877.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -828052.812500 Penalty: 4399.639648 Iteration 4Q: 3 clusters Score -828052.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -828202.000000 Penalty: 4399.639648 Iteration 5Q: 3 clusters Score -828202 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -828347.125000 Penalty: 4399.639648 Iteration 6Q: 3 clusters Score -828347.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -828503.812500 Penalty: 4399.639648 Iteration 7Q: 3 clusters Score -828503.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -828654.937500 Penalty: 4399.639648 Iteration 8Q: 3 clusters Score -828654.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -828786.000000 Penalty: 4399.639648 Iteration 9Q: 3 clusters Score -828786 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -828923.500000 Penalty: 4399.639648 Iteration 10Q: 3 clusters Score -828923.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -829066.437500 Penalty: 4399.639648 Iteration 11Q: 3 clusters Score -829066.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -829198.812500 Penalty: 4399.639648 Iteration 12Q: 3 clusters Score -829198.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -829338.375000 Penalty: 4399.639648 Iteration 13Q: 3 clusters Score -829338.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -829475.437500 Penalty: 4399.639648 Iteration 14Q: 3 clusters Score -829475.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -829576.687500 Penalty: 4399.639648 Iteration 15Q: 3 clusters Score -829576.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -829654.937500 Penalty: 4399.639648 Iteration 16Q: 3 clusters Score -829654.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -829723.812500 Penalty: 4399.639648 Iteration 17Q: 3 clusters Score -829723.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -829774.500000 Penalty: 4399.639648 Iteration 18Q: 3 clusters Score -829774.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -829818.937500 Penalty: 4399.639648 Iteration 19Q: 3 clusters Score -829818.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -829867.937500 Penalty: 4399.639648 Iteration 20F: 3 clusters Score -829867.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -829901.500000 Penalty: 4399.639648 Iteration 21Q: 3 clusters Score -829901.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -829923.875000 Penalty: 4399.639648 Iteration 22Q: 3 clusters Score -829923.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -829939.187500 Penalty: 4399.639648 Iteration 23Q: 3 clusters Score -829939.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -829955.062500 Penalty: 4399.639648 Iteration 24Q: 3 clusters Score -829955.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -829969.062500 Penalty: 4399.639648 Iteration 25Q: 3 clusters Score -829969.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -829986.625000 Penalty: 4399.639648 Iteration 26Q: 3 clusters Score -829986.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -830000.500000 Penalty: 4399.639648 Iteration 27Q: 3 clusters Score -830000.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -830010.250000 Penalty: 4399.639648 Iteration 28Q: 3 clusters Score -830010.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -830019.000000 Penalty: 4399.639648 Iteration 29Q: 3 clusters Score -830019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -830025.187500 Penalty: 4399.639648 Iteration 30Q: 3 clusters Score -830025.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -830027.000000 Penalty: 4399.639648 Iteration 31Q: 3 clusters Score -830027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -830031.250000 Penalty: 4399.639648 Iteration 32Q: 3 clusters Score -830031.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -830032.750000 Penalty: 4399.639648 Iteration 33Q: 3 clusters Score -830032.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -830034.250000 Penalty: 4399.639648 Iteration 34Q: 3 clusters Score -830034.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -830038.687500 Penalty: 4399.639648 Iteration 35Q: 3 clusters Score -830038.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -830040.937500 Penalty: 4399.639648 Iteration 36Q: 3 clusters Score -830040.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -830043.187500 Penalty: 4399.639648 Iteration 37Q: 3 clusters Score -830043.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -830045.000000 Penalty: 4399.639648 Iteration 38Q: 3 clusters Score -830045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -830046.062500 Penalty: 4399.639648 Iteration 39Q: 3 clusters Score -830046.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -830047.312500 Penalty: 4399.639648 Iteration 40F: 3 clusters Score -830047.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -830048.687500 Penalty: 4399.639648 Iteration 41Q: 3 clusters Score -830048.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -830048.875000 Penalty: 4399.639648 Iteration 42Q: 3 clusters Score -830048.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -830048.750000 Penalty: 4399.639648 Iteration 43Q: 3 clusters Score -830048.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -830048.750000 Penalty: 4399.639648 Iteration 44F: 3 clusters Score -830048.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Entering Unmasked Estep Score: -1659677.875000 Penalty: 2371.894531 Iteration 0F: 2 clusters Score -1659678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1649347.500000 Penalty: 4743.789062 Iteration 0F: 3 clusters Score -1649348 nChanged 6042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -1652801.000000 Penalty: 4743.789062 Iteration 1F: 3 clusters Score -1652801 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -1653418.125000 Penalty: 4743.789062 Iteration 2F: 3 clusters Score -1653418 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1654054.125000 Penalty: 4743.789062 Iteration 3F: 3 clusters Score -1654054 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1654817.375000 Penalty: 4743.789062 Iteration 4F: 3 clusters Score -1654817 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -1655807.375000 Penalty: 4743.789062 Iteration 5F: 3 clusters Score -1655807 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -1656813.750000 Penalty: 4743.789062 Iteration 6F: 3 clusters Score -1656814 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -1657456.125000 Penalty: 4743.789062 Iteration 7F: 3 clusters Score -1657456 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1657843.500000 Penalty: 4743.789062 Iteration 8Q: 3 clusters Score -1657844 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -1658042.500000 Penalty: 4743.789062 Iteration 9Q: 3 clusters Score -1658042 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -1658149.000000 Penalty: 4743.789062 Iteration 10Q: 3 clusters Score -1658149 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -1658208.500000 Penalty: 4743.789062 Iteration 11Q: 3 clusters Score -1658208 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -1658242.875000 Penalty: 4743.789062 Iteration 12Q: 3 clusters Score -1658243 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 8229 members Entering Unmasked Estep Score: -1658267.000000 Penalty: 4743.789062 Iteration 13Q: 3 clusters Score -1658267 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -1658283.875000 Penalty: 4743.789062 Iteration 14Q: 3 clusters Score -1658284 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 8233 members Entering Unmasked Estep Score: -1658293.875000 Penalty: 4743.789062 Iteration 15Q: 3 clusters Score -1658294 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -1658304.375000 Penalty: 4743.789062 Iteration 16Q: 3 clusters Score -1658304 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -1658309.625000 Penalty: 4743.789062 Iteration 17Q: 3 clusters Score -1658310 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1658322.375000 Penalty: 4743.789062 Iteration 18Q: 3 clusters Score -1658322 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -1658321.125000 Penalty: 4743.789062 Iteration 19Q: 3 clusters Score -1658321 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -1658331.250000 Penalty: 4743.789062 Iteration 20F: 3 clusters Score -1658331 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -1658331.375000 Penalty: 4743.789062 Iteration 21Q: 3 clusters Score -1658331 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -1658331.625000 Penalty: 4743.789062 Iteration 22Q: 3 clusters Score -1658332 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -1658335.875000 Penalty: 4743.789062 Iteration 23Q: 3 clusters Score -1658336 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -1658338.125000 Penalty: 4743.789062 Iteration 24Q: 3 clusters Score -1658338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -1658340.125000 Penalty: 4743.789062 Iteration 25Q: 3 clusters Score -1658340 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -1658340.750000 Penalty: 4743.789062 Iteration 26Q: 3 clusters Score -1658341 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -1658345.125000 Penalty: 4743.789062 Iteration 27Q: 3 clusters Score -1658345 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1658346.875000 Penalty: 4743.789062 Iteration 28Q: 3 clusters Score -1658347 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -1658348.125000 Penalty: 4743.789062 Iteration 29Q: 3 clusters Score -1658348 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -1658348.375000 Penalty: 4743.789062 Iteration 30Q: 3 clusters Score -1658348 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -1658345.750000 Penalty: 4743.789062 Iteration 31Q: 3 clusters Score -1658346 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1658349.000000 Penalty: 4743.789062 Iteration 32Q: 3 clusters Score -1658349 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -1658350.250000 Penalty: 4743.789062 Iteration 33Q: 3 clusters Score -1658350 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -1658349.000000 Penalty: 4743.789062 Iteration 34Q: 3 clusters Score -1658349 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1658350.000000 Penalty: 4743.789062 Iteration 35Q: 3 clusters Score -1658350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1658352.125000 Penalty: 4743.789062 Iteration 36Q: 3 clusters Score -1658352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -1658352.250000 Penalty: 4743.789062 Iteration 37Q: 3 clusters Score -1658352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -1658354.750000 Penalty: 4743.789062 Iteration 38Q: 3 clusters Score -1658355 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1658358.375000 Penalty: 4743.789062 Iteration 39Q: 3 clusters Score -1658358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -1658362.375000 Penalty: 4743.789062 Iteration 40F: 3 clusters Score -1658362 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -1658360.250000 Penalty: 4743.789062 Iteration 41Q: 3 clusters Score -1658360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -1658362.250000 Penalty: 4743.789062 Iteration 42Q: 3 clusters Score -1658362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1658363.500000 Penalty: 4743.789062 Iteration 43Q: 3 clusters Score -1658364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -1658362.750000 Penalty: 4743.789062 Iteration 44Q: 3 clusters Score -1658363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1658361.625000 Penalty: 4743.789062 Iteration 45Q: 3 clusters Score -1658362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -1658362.500000 Penalty: 4743.789062 Iteration 46Q: 3 clusters Score -1658362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1658362.750000 Penalty: 4743.789062 Iteration 47Q: 3 clusters Score -1658363 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1658363.500000 Penalty: 4743.789062 Iteration 48Q: 3 clusters Score -1658364 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -1658363.625000 Penalty: 4743.789062 Iteration 49Q: 3 clusters Score -1658364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -1658359.500000 Penalty: 4743.789062 Iteration 50Q: 3 clusters Score -1658360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -1658361.375000 Penalty: 4743.789062 Iteration 51Q: 3 clusters Score -1658361 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1658361.875000 Penalty: 4743.789062 Iteration 52Q: 3 clusters Score -1658362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1658361.875000 Penalty: 4743.789062 Iteration 53F: 3 clusters Score -1658362 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Entering Unmasked Estep Score: -94179.812500 Penalty: 1662.086182 Iteration 0F: 2 clusters Score -94179.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -92401.953125 Penalty: 3324.172363 Iteration 0F: 3 clusters Score -92401.95 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -92701.859375 Penalty: 3324.172363 Iteration 1F: 3 clusters Score -92701.86 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -92792.437500 Penalty: 3324.172363 Iteration 2F: 3 clusters Score -92792.44 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -92840.250000 Penalty: 3324.172363 Iteration 3Q: 3 clusters Score -92840.25 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -92913.507812 Penalty: 3324.172363 Iteration 4Q: 3 clusters Score -92913.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -92954.000000 Penalty: 3324.172363 Iteration 5Q: 3 clusters Score -92954 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -92986.375000 Penalty: 3324.172363 Iteration 6Q: 3 clusters Score -92986.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -93018.468750 Penalty: 3324.172363 Iteration 7Q: 3 clusters Score -93018.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -93039.039062 Penalty: 3324.172363 Iteration 8Q: 3 clusters Score -93039.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -93046.085938 Penalty: 3324.172363 Iteration 9Q: 3 clusters Score -93046.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -93050.062500 Penalty: 3324.172363 Iteration 10Q: 3 clusters Score -93050.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -93053.359375 Penalty: 3324.172363 Iteration 11Q: 3 clusters Score -93053.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -93053.968750 Penalty: 3324.172363 Iteration 12Q: 3 clusters Score -93053.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -93053.968750 Penalty: 3324.172363 Iteration 13F: 3 clusters Score -93053.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Entering Unmasked Estep Score: -168069.765625 Penalty: 1810.014404 Iteration 0F: 2 clusters Score -168069.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -165829.453125 Penalty: 3620.028809 Iteration 0F: 3 clusters Score -165829.5 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -166196.671875 Penalty: 3620.028809 Iteration 1F: 3 clusters Score -166196.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -166310.859375 Penalty: 3620.028809 Iteration 2F: 3 clusters Score -166310.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -166376.109375 Penalty: 3620.028809 Iteration 3Q: 3 clusters Score -166376.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -166419.781250 Penalty: 3620.028809 Iteration 4Q: 3 clusters Score -166419.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -166456.750000 Penalty: 3620.028809 Iteration 5Q: 3 clusters Score -166456.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -166487.312500 Penalty: 3620.028809 Iteration 6Q: 3 clusters Score -166487.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -166504.125000 Penalty: 3620.028809 Iteration 7Q: 3 clusters Score -166504.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -166520.203125 Penalty: 3620.028809 Iteration 8Q: 3 clusters Score -166520.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -166530.968750 Penalty: 3620.028809 Iteration 9Q: 3 clusters Score -166531 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -166536.125000 Penalty: 3620.028809 Iteration 10Q: 3 clusters Score -166536.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -166538.484375 Penalty: 3620.028809 Iteration 11Q: 3 clusters Score -166538.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -166540.171875 Penalty: 3620.028809 Iteration 12Q: 3 clusters Score -166540.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -166542.593750 Penalty: 3620.028809 Iteration 13Q: 3 clusters Score -166542.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -166544.000000 Penalty: 3620.028809 Iteration 14Q: 3 clusters Score -166544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -166545.125000 Penalty: 3620.028809 Iteration 15Q: 3 clusters Score -166545.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -166545.125000 Penalty: 3620.028809 Iteration 16F: 3 clusters Score -166545.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (41588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41588 members Entering Unmasked Estep Score: -5131223.000000 Penalty: 2637.620605 Iteration 0F: 2 clusters Score -5131223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20974 members Mstep: Class 2 contains 20614 members Entering Unmasked Estep Score: -5102784.500000 Penalty: 5275.241211 Iteration 0F: 3 clusters Score -5102784 nChanged 19328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 19666 members Entering Unmasked Estep Score: -5113828.000000 Penalty: 5275.241211 Iteration 1F: 3 clusters Score -5113828 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22460 members Mstep: Class 2 contains 19128 members Entering Unmasked Estep Score: -5114462.000000 Penalty: 5275.241211 Iteration 2Q: 3 clusters Score -5114462 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23288 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -5115166.500000 Penalty: 5275.241211 Iteration 3Q: 3 clusters Score -5115166 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24525 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -5116066.000000 Penalty: 5275.241211 Iteration 4Q: 3 clusters Score -5116066 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26106 members Mstep: Class 2 contains 15482 members Entering Unmasked Estep Score: -5117281.000000 Penalty: 5275.241211 Iteration 5Q: 3 clusters Score -5117281 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28137 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -5118929.500000 Penalty: 5275.241211 Iteration 6F: 3 clusters Score -5118930 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30425 members Mstep: Class 2 contains 11163 members Entering Unmasked Estep Score: -5120936.500000 Penalty: 5275.241211 Iteration 7F: 3 clusters Score -5120936 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32700 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -5122991.500000 Penalty: 5275.241211 Iteration 8F: 3 clusters Score -5122992 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34660 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -5124693.000000 Penalty: 5275.241211 Iteration 9F: 3 clusters Score -5124693 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36203 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -5125956.000000 Penalty: 5275.241211 Iteration 10Q: 3 clusters Score -5125956 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37326 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -5126822.500000 Penalty: 5275.241211 Iteration 11Q: 3 clusters Score -5126822 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38164 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -5127417.500000 Penalty: 5275.241211 Iteration 12Q: 3 clusters Score -5127418 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38765 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -5127858.500000 Penalty: 5275.241211 Iteration 13Q: 3 clusters Score -5127858 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39204 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -5128110.500000 Penalty: 5275.241211 Iteration 14Q: 3 clusters Score -5128110 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39525 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -5128294.500000 Penalty: 5275.241211 Iteration 15Q: 3 clusters Score -5128294 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39798 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -5128468.500000 Penalty: 5275.241211 Iteration 16Q: 3 clusters Score -5128468 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40012 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -5128584.500000 Penalty: 5275.241211 Iteration 17Q: 3 clusters Score -5128584 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40170 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -5128667.500000 Penalty: 5275.241211 Iteration 18Q: 3 clusters Score -5128668 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40305 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -5128744.500000 Penalty: 5275.241211 Iteration 19Q: 3 clusters Score -5128744 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40399 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -5128776.500000 Penalty: 5275.241211 Iteration 20F: 3 clusters Score -5128776 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40467 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -5128805.500000 Penalty: 5275.241211 Iteration 21Q: 3 clusters Score -5128806 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40525 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -5128820.000000 Penalty: 5275.241211 Iteration 22Q: 3 clusters Score -5128820 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40566 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -5128848.000000 Penalty: 5275.241211 Iteration 23Q: 3 clusters Score -5128848 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40593 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -5128856.000000 Penalty: 5275.241211 Iteration 24Q: 3 clusters Score -5128856 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40614 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -5128871.000000 Penalty: 5275.241211 Iteration 25Q: 3 clusters Score -5128871 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40634 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -5128888.500000 Penalty: 5275.241211 Iteration 26Q: 3 clusters Score -5128888 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40659 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -5128919.000000 Penalty: 5275.241211 Iteration 27Q: 3 clusters Score -5128919 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40688 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -5128931.000000 Penalty: 5275.241211 Iteration 28Q: 3 clusters Score -5128931 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40702 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -5128956.000000 Penalty: 5275.241211 Iteration 29Q: 3 clusters Score -5128956 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40727 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -5128973.000000 Penalty: 5275.241211 Iteration 30Q: 3 clusters Score -5128973 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40743 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -5128974.000000 Penalty: 5275.241211 Iteration 31Q: 3 clusters Score -5128974 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40756 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -5128971.500000 Penalty: 5275.241211 Iteration 32Q: 3 clusters Score -5128972 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40768 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -5128992.500000 Penalty: 5275.241211 Iteration 33Q: 3 clusters Score -5128992 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40772 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -5128997.000000 Penalty: 5275.241211 Iteration 34Q: 3 clusters Score -5128997 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40782 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -5128997.000000 Penalty: 5275.241211 Iteration 35Q: 3 clusters Score -5128997 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40789 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5129006.000000 Penalty: 5275.241211 Iteration 36Q: 3 clusters Score -5129006 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40795 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -5129005.000000 Penalty: 5275.241211 Iteration 37Q: 3 clusters Score -5129005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40797 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -5129013.000000 Penalty: 5275.241211 Iteration 38Q: 3 clusters Score -5129013 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40800 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -5129010.500000 Penalty: 5275.241211 Iteration 39Q: 3 clusters Score -5129010 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40805 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -5129017.000000 Penalty: 5275.241211 Iteration 40F: 3 clusters Score -5129017 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40811 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -5129016.500000 Penalty: 5275.241211 Iteration 41Q: 3 clusters Score -5129016 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40816 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -5129027.000000 Penalty: 5275.241211 Iteration 42Q: 3 clusters Score -5129027 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40823 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -5129026.500000 Penalty: 5275.241211 Iteration 43Q: 3 clusters Score -5129026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40827 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -5129029.000000 Penalty: 5275.241211 Iteration 44Q: 3 clusters Score -5129029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40831 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -5129040.500000 Penalty: 5275.241211 Iteration 45Q: 3 clusters Score -5129040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40836 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -5129047.000000 Penalty: 5275.241211 Iteration 46Q: 3 clusters Score -5129047 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40835 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -5129050.000000 Penalty: 5275.241211 Iteration 47Q: 3 clusters Score -5129050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40838 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -5129052.500000 Penalty: 5275.241211 Iteration 48Q: 3 clusters Score -5129052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40839 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -5129053.000000 Penalty: 5275.241211 Iteration 49Q: 3 clusters Score -5129053 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40843 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -5129053.500000 Penalty: 5275.241211 Iteration 50Q: 3 clusters Score -5129054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40843 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -5129054.000000 Penalty: 5275.241211 Iteration 51Q: 3 clusters Score -5129054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40846 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -5129050.000000 Penalty: 5275.241211 Iteration 52Q: 3 clusters Score -5129050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40850 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5129052.000000 Penalty: 5275.241211 Iteration 53Q: 3 clusters Score -5129052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40851 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -5129056.500000 Penalty: 5275.241211 Iteration 54Q: 3 clusters Score -5129056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40851 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -5129056.000000 Penalty: 5275.241211 Iteration 55Q: 3 clusters Score -5129056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40850 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5129057.500000 Penalty: 5275.241211 Iteration 56Q: 3 clusters Score -5129058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40850 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5129057.500000 Penalty: 5275.241211 Iteration 57F: 3 clusters Score -5129058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18988 members Mstep: Class 2 contains 44577 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24266 members Mstep: Class 5 contains 11791 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 8529 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64319 members Mstep: Class 15 contains 158844 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9644 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7117 members Mstep: Class 20 contains 14244 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1478 members Mstep: Class 23 contains 41588 members Entering Unmasked Estep ConsiderDeletion Score: -52020256.000000 Penalty: 67587.437500 Iteration 119Q: 22 clusters Score -5.202026e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 44570 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24263 members Mstep: Class 5 contains 11797 members Mstep: Class 6 contains 12819 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 8523 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64314 members Mstep: Class 15 contains 158835 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9664 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7115 members Mstep: Class 20 contains 14243 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1484 members Mstep: Class 23 contains 41589 members Entering Unmasked Estep ConsiderDeletion Score: -52020420.000000 Penalty: 67587.437500 Iteration 120F: 22 clusters Score -5.202042e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18997 members Mstep: Class 2 contains 44559 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24247 members Mstep: Class 5 contains 11758 members Mstep: Class 6 contains 12797 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5384 members Mstep: Class 9 contains 8523 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64307 members Mstep: Class 15 contains 158827 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9691 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 7115 members Mstep: Class 20 contains 14244 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1545 members Mstep: Class 23 contains 41593 members Entering Unmasked Estep ConsiderDeletion Score: -52020532.000000 Penalty: 67587.437500 Iteration 121Q: 22 clusters Score -5.202053e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19007 members Mstep: Class 2 contains 44556 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24223 members Mstep: Class 5 contains 11751 members Mstep: Class 6 contains 12790 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5394 members Mstep: Class 9 contains 8527 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4531 members Mstep: Class 14 contains 64296 members Mstep: Class 15 contains 158784 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9716 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7113 members Mstep: Class 20 contains 14240 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 41598 members Entering Unmasked Estep ConsiderDeletion Score: -52020556.000000 Penalty: 67587.437500 Iteration 122Q: 22 clusters Score -5.202056e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19008 members Mstep: Class 2 contains 44556 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24202 members Mstep: Class 5 contains 11762 members Mstep: Class 6 contains 12798 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5400 members Mstep: Class 9 contains 8531 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4530 members Mstep: Class 14 contains 64288 members Mstep: Class 15 contains 158743 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9726 members Mstep: Class 18 contains 1184 members Mstep: Class 19 contains 7103 members Mstep: Class 20 contains 14237 members Mstep: Class 21 contains 814 members Mstep: Class 22 contains 1629 members Mstep: Class 23 contains 41608 members Entering Unmasked Estep ConsiderDeletion Score: -52020800.000000 Penalty: 67587.437500 Iteration 123Q: 22 clusters Score -5.20208e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19007 members Mstep: Class 2 contains 44545 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24178 members Mstep: Class 5 contains 11789 members Mstep: Class 6 contains 12800 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5405 members Mstep: Class 9 contains 8536 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4529 members Mstep: Class 14 contains 64274 members Mstep: Class 15 contains 158687 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9746 members Mstep: Class 18 contains 1183 members Mstep: Class 19 contains 7103 members Mstep: Class 20 contains 14255 members Mstep: Class 21 contains 813 members Mstep: Class 22 contains 1657 members Mstep: Class 23 contains 41612 members Entering Unmasked Estep ConsiderDeletion Score: -52020796.000000 Penalty: 67587.437500 Iteration 124Q: 22 clusters Score -5.20208e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19007 members Mstep: Class 2 contains 44535 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24154 members Mstep: Class 5 contains 11843 members Mstep: Class 6 contains 12807 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5413 members Mstep: Class 9 contains 8540 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4528 members Mstep: Class 14 contains 64257 members Mstep: Class 15 contains 158630 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9748 members Mstep: Class 18 contains 1182 members Mstep: Class 19 contains 7108 members Mstep: Class 20 contains 14255 members Mstep: Class 21 contains 810 members Mstep: Class 22 contains 1679 members Mstep: Class 23 contains 41623 members Entering Unmasked Estep ConsiderDeletion Score: -52020972.000000 Penalty: 67587.437500 Iteration 125Q: 22 clusters Score -5.202097e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 44523 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24134 members Mstep: Class 5 contains 11889 members Mstep: Class 6 contains 12812 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5419 members Mstep: Class 9 contains 8541 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4528 members Mstep: Class 14 contains 64252 members Mstep: Class 15 contains 158571 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9750 members Mstep: Class 18 contains 1182 members Mstep: Class 19 contains 7110 members Mstep: Class 20 contains 14265 members Mstep: Class 21 contains 810 members Mstep: Class 22 contains 1694 members Mstep: Class 23 contains 41634 members Entering Unmasked Estep ConsiderDeletion Score: -52021040.000000 Penalty: 67587.437500 Iteration 126Q: 22 clusters Score -5.202104e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18997 members Mstep: Class 2 contains 44515 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24108 members Mstep: Class 5 contains 11958 members Mstep: Class 6 contains 12813 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5430 members Mstep: Class 9 contains 8538 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4527 members Mstep: Class 14 contains 64245 members Mstep: Class 15 contains 158502 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9763 members Mstep: Class 18 contains 1182 members Mstep: Class 19 contains 7112 members Mstep: Class 20 contains 14263 members Mstep: Class 21 contains 810 members Mstep: Class 22 contains 1713 members Mstep: Class 23 contains 41643 members Entering Unmasked Estep ConsiderDeletion Score: -52021188.000000 Penalty: 67587.437500 Iteration 127Q: 22 clusters Score -5.202119e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19002 members Mstep: Class 2 contains 44506 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24086 members Mstep: Class 5 contains 12004 members Mstep: Class 6 contains 12814 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5435 members Mstep: Class 9 contains 8536 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64238 members Mstep: Class 15 contains 158454 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9770 members Mstep: Class 18 contains 1183 members Mstep: Class 19 contains 7115 members Mstep: Class 20 contains 14261 members Mstep: Class 21 contains 807 members Mstep: Class 22 contains 1737 members Mstep: Class 23 contains 41646 members Entering Unmasked Estep ConsiderDeletion Score: -52021132.000000 Penalty: 67587.437500 Iteration 128Q: 22 clusters Score -5.202113e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 44496 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24065 members Mstep: Class 5 contains 12046 members Mstep: Class 6 contains 12805 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5441 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64236 members Mstep: Class 15 contains 158401 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9789 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7119 members Mstep: Class 20 contains 14257 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1763 members Mstep: Class 23 contains 41646 members Entering Unmasked Estep ConsiderDeletion Score: -52021228.000000 Penalty: 67587.437500 Iteration 129Q: 22 clusters Score -5.202123e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19009 members Mstep: Class 2 contains 44490 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24051 members Mstep: Class 5 contains 12081 members Mstep: Class 6 contains 12782 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5446 members Mstep: Class 9 contains 8537 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4521 members Mstep: Class 14 contains 64233 members Mstep: Class 15 contains 158354 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9825 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7126 members Mstep: Class 20 contains 14255 members Mstep: Class 21 contains 804 members Mstep: Class 22 contains 1775 members Mstep: Class 23 contains 41645 members Entering Unmasked Estep ConsiderDeletion Score: -52021300.000000 Penalty: 67587.437500 Iteration 130Q: 22 clusters Score -5.20213e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19018 members Mstep: Class 2 contains 44490 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24042 members Mstep: Class 5 contains 12106 members Mstep: Class 6 contains 12752 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5456 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64222 members Mstep: Class 15 contains 158314 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 1184 members Mstep: Class 19 contains 7130 members Mstep: Class 20 contains 14238 members Mstep: Class 21 contains 803 members Mstep: Class 22 contains 1797 members Mstep: Class 23 contains 41651 members Entering Unmasked Estep ConsiderDeletion Score: -52021220.000000 Penalty: 67587.437500 Iteration 131Q: 22 clusters Score -5.202122e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19019 members Mstep: Class 2 contains 44490 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24030 members Mstep: Class 5 contains 12134 members Mstep: Class 6 contains 12732 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5468 members Mstep: Class 9 contains 8533 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64208 members Mstep: Class 15 contains 158264 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9894 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7130 members Mstep: Class 20 contains 14229 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1825 members Mstep: Class 23 contains 41652 members Entering Unmasked Estep ConsiderDeletion Score: -52021352.000000 Penalty: 67587.437500 Iteration 132Q: 22 clusters Score -5.202135e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 44487 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24028 members Mstep: Class 5 contains 12158 members Mstep: Class 6 contains 12712 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5479 members Mstep: Class 9 contains 8530 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64197 members Mstep: Class 15 contains 158224 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9934 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7135 members Mstep: Class 20 contains 14224 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1836 members Mstep: Class 23 contains 41650 members Entering Unmasked Estep ConsiderDeletion Score: -52021340.000000 Penalty: 67587.437500 Iteration 133Q: 22 clusters Score -5.202134e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19018 members Mstep: Class 2 contains 44486 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24031 members Mstep: Class 5 contains 12170 members Mstep: Class 6 contains 12699 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5483 members Mstep: Class 9 contains 8529 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64193 members Mstep: Class 15 contains 158186 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9958 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7140 members Mstep: Class 20 contains 14214 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1851 members Mstep: Class 23 contains 41650 members Entering Unmasked Estep ConsiderDeletion Score: -52021336.000000 Penalty: 67587.437500 Iteration 134Q: 22 clusters Score -5.202134e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19013 members Mstep: Class 2 contains 44490 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24027 members Mstep: Class 5 contains 12192 members Mstep: Class 6 contains 12675 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5491 members Mstep: Class 9 contains 8530 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64194 members Mstep: Class 15 contains 158158 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 9980 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7145 members Mstep: Class 20 contains 14204 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1852 members Mstep: Class 23 contains 41658 members Entering Unmasked Estep ConsiderDeletion Score: -52021392.000000 Penalty: 67587.437500 Iteration 135Q: 22 clusters Score -5.202139e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 44489 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24026 members Mstep: Class 5 contains 12211 members Mstep: Class 6 contains 12647 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5500 members Mstep: Class 9 contains 8530 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64190 members Mstep: Class 15 contains 158133 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10004 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7152 members Mstep: Class 20 contains 14199 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1852 members Mstep: Class 23 contains 41662 members Entering Unmasked Estep ConsiderDeletion Score: -52021324.000000 Penalty: 67587.437500 Iteration 136Q: 22 clusters Score -5.202132e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19019 members Mstep: Class 2 contains 44489 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24022 members Mstep: Class 5 contains 12219 members Mstep: Class 6 contains 12619 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5510 members Mstep: Class 9 contains 8530 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64186 members Mstep: Class 15 contains 158107 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10043 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7161 members Mstep: Class 20 contains 14181 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1860 members Mstep: Class 23 contains 41664 members Entering Unmasked Estep ConsiderDeletion Score: -52021424.000000 Penalty: 67587.437500 Iteration 137Q: 22 clusters Score -5.202142e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19031 members Mstep: Class 2 contains 44488 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24019 members Mstep: Class 5 contains 12223 members Mstep: Class 6 contains 12577 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5523 members Mstep: Class 9 contains 8528 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64175 members Mstep: Class 15 contains 158082 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10094 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7168 members Mstep: Class 20 contains 14167 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1866 members Mstep: Class 23 contains 41669 members Entering Unmasked Estep ConsiderDeletion Score: -52021440.000000 Penalty: 67587.437500 Iteration 138Q: 22 clusters Score -5.202144e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19043 members Mstep: Class 2 contains 44487 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24020 members Mstep: Class 5 contains 12225 members Mstep: Class 6 contains 12533 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5537 members Mstep: Class 9 contains 8528 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64173 members Mstep: Class 15 contains 158050 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10143 members Mstep: Class 18 contains 1184 members Mstep: Class 19 contains 7176 members Mstep: Class 20 contains 14152 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1872 members Mstep: Class 23 contains 41672 members Entering Unmasked Estep ConsiderDeletion Score: -52021412.000000 Penalty: 67587.437500 Iteration 139Q: 22 clusters Score -5.202141e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19058 members Mstep: Class 2 contains 44488 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 24012 members Mstep: Class 5 contains 12240 members Mstep: Class 6 contains 12484 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5546 members Mstep: Class 9 contains 8528 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64174 members Mstep: Class 15 contains 158027 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10187 members Mstep: Class 18 contains 1184 members Mstep: Class 19 contains 7183 members Mstep: Class 20 contains 14136 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1873 members Mstep: Class 23 contains 41674 members Entering Unmasked Estep ConsiderDeletion Score: -52021568.000000 Penalty: 67587.437500 Iteration 140F: 22 clusters Score -5.202157e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19066 members Mstep: Class 2 contains 44488 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23991 members Mstep: Class 5 contains 12232 members Mstep: Class 6 contains 12436 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5556 members Mstep: Class 9 contains 8526 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64167 members Mstep: Class 15 contains 158002 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10242 members Mstep: Class 18 contains 1184 members Mstep: Class 19 contains 7193 members Mstep: Class 20 contains 14122 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1907 members Mstep: Class 23 contains 41681 members Entering Unmasked Estep ConsiderDeletion Score: -52021560.000000 Penalty: 67587.437500 Iteration 141Q: 22 clusters Score -5.202156e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19068 members Mstep: Class 2 contains 44491 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23971 members Mstep: Class 5 contains 12245 members Mstep: Class 6 contains 12404 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5564 members Mstep: Class 9 contains 8524 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64165 members Mstep: Class 15 contains 157964 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10282 members Mstep: Class 18 contains 1184 members Mstep: Class 19 contains 7197 members Mstep: Class 20 contains 14114 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1932 members Mstep: Class 23 contains 41688 members Entering Unmasked Estep ConsiderDeletion Score: -52021548.000000 Penalty: 67587.437500 Iteration 142Q: 22 clusters Score -5.202155e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 44491 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23960 members Mstep: Class 5 contains 12254 members Mstep: Class 6 contains 12369 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5579 members Mstep: Class 9 contains 8524 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64163 members Mstep: Class 15 contains 157928 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10329 members Mstep: Class 18 contains 1183 members Mstep: Class 19 contains 7199 members Mstep: Class 20 contains 14105 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1937 members Mstep: Class 23 contains 41694 members Entering Unmasked Estep ConsiderDeletion Score: -52021536.000000 Penalty: 67587.437500 Iteration 143Q: 22 clusters Score -5.202154e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 44495 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23949 members Mstep: Class 5 contains 12260 members Mstep: Class 6 contains 12336 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5596 members Mstep: Class 9 contains 8522 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64164 members Mstep: Class 15 contains 157888 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10367 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7200 members Mstep: Class 20 contains 14090 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1954 members Mstep: Class 23 contains 41703 members Entering Unmasked Estep ConsiderDeletion Score: -52021596.000000 Penalty: 67587.437500 Iteration 144Q: 22 clusters Score -5.20216e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19080 members Mstep: Class 2 contains 44495 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23937 members Mstep: Class 5 contains 12265 members Mstep: Class 6 contains 12306 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5607 members Mstep: Class 9 contains 8519 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4526 members Mstep: Class 14 contains 64167 members Mstep: Class 15 contains 157832 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10420 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7208 members Mstep: Class 20 contains 14086 members Mstep: Class 21 contains 801 members Mstep: Class 22 contains 1966 members Mstep: Class 23 contains 41719 members Entering Unmasked Estep ConsiderDeletion Score: -52021592.000000 Penalty: 67587.437500 Iteration 145Q: 22 clusters Score -5.202159e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 44495 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23919 members Mstep: Class 5 contains 12276 members Mstep: Class 6 contains 12263 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5620 members Mstep: Class 9 contains 8523 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4526 members Mstep: Class 14 contains 64177 members Mstep: Class 15 contains 157791 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10473 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7212 members Mstep: Class 20 contains 14081 members Mstep: Class 21 contains 800 members Mstep: Class 22 contains 1968 members Mstep: Class 23 contains 41725 members Entering Unmasked Estep ConsiderDeletion Score: -52021808.000000 Penalty: 67587.437500 Iteration 146Q: 22 clusters Score -5.202181e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19091 members Mstep: Class 2 contains 44496 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23898 members Mstep: Class 5 contains 12314 members Mstep: Class 6 contains 12220 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5627 members Mstep: Class 9 contains 8523 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4526 members Mstep: Class 14 contains 64180 members Mstep: Class 15 contains 157748 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10520 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7220 members Mstep: Class 20 contains 14079 members Mstep: Class 21 contains 800 members Mstep: Class 22 contains 1967 members Mstep: Class 23 contains 41725 members Entering Unmasked Estep ConsiderDeletion Score: -52021812.000000 Penalty: 67587.437500 Iteration 147Q: 22 clusters Score -5.202181e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19091 members Mstep: Class 2 contains 44499 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23889 members Mstep: Class 5 contains 12348 members Mstep: Class 6 contains 12179 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5638 members Mstep: Class 9 contains 8518 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4527 members Mstep: Class 14 contains 64193 members Mstep: Class 15 contains 157706 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10566 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7221 members Mstep: Class 20 contains 14066 members Mstep: Class 21 contains 797 members Mstep: Class 22 contains 1961 members Mstep: Class 23 contains 41735 members Entering Unmasked Estep ConsiderDeletion Score: -52021844.000000 Penalty: 67587.437500 Iteration 148Q: 22 clusters Score -5.202184e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 44504 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23878 members Mstep: Class 5 contains 12365 members Mstep: Class 6 contains 12139 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5649 members Mstep: Class 9 contains 8518 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4529 members Mstep: Class 14 contains 64200 members Mstep: Class 15 contains 157677 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10606 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7226 members Mstep: Class 20 contains 14053 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1960 members Mstep: Class 23 contains 41735 members Entering Unmasked Estep ConsiderDeletion Score: -52021916.000000 Penalty: 67587.437500 Iteration 149Q: 22 clusters Score -5.202192e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 44506 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23869 members Mstep: Class 5 contains 12380 members Mstep: Class 6 contains 12102 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5659 members Mstep: Class 9 contains 8520 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4529 members Mstep: Class 14 contains 64205 members Mstep: Class 15 contains 157646 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10657 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 7227 members Mstep: Class 20 contains 14042 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 1959 members Mstep: Class 23 contains 41733 members Entering Unmasked Estep ConsiderDeletion Score: -52021992.000000 Penalty: 67587.437500 Iteration 150Q: 22 clusters Score -5.202199e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19112 members Mstep: Class 2 contains 44508 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23859 members Mstep: Class 5 contains 12406 members Mstep: Class 6 contains 12058 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5664 members Mstep: Class 9 contains 8524 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4529 members Mstep: Class 14 contains 64211 members Mstep: Class 15 contains 157621 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10696 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7230 members Mstep: Class 20 contains 14030 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 1959 members Mstep: Class 23 contains 41730 members Entering Unmasked Estep ConsiderDeletion Score: -52022020.000000 Penalty: 67587.437500 Iteration 151Q: 22 clusters Score -5.202202e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19115 members Mstep: Class 2 contains 44510 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23851 members Mstep: Class 5 contains 12417 members Mstep: Class 6 contains 12011 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5669 members Mstep: Class 9 contains 8524 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4529 members Mstep: Class 14 contains 64222 members Mstep: Class 15 contains 157609 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10733 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7239 members Mstep: Class 20 contains 14016 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 41730 members Entering Unmasked Estep ConsiderDeletion Score: -52022168.000000 Penalty: 67587.437500 Iteration 152Q: 22 clusters Score -5.202217e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19116 members Mstep: Class 2 contains 44509 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23843 members Mstep: Class 5 contains 12428 members Mstep: Class 6 contains 11978 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5679 members Mstep: Class 9 contains 8524 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4528 members Mstep: Class 14 contains 64238 members Mstep: Class 15 contains 157589 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10753 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7252 members Mstep: Class 20 contains 14001 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 1966 members Mstep: Class 23 contains 41733 members Entering Unmasked Estep ConsiderDeletion Score: -52022156.000000 Penalty: 67587.437500 Iteration 153Q: 22 clusters Score -5.202216e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19121 members Mstep: Class 2 contains 44507 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23838 members Mstep: Class 5 contains 12444 members Mstep: Class 6 contains 11938 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5690 members Mstep: Class 9 contains 8525 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4528 members Mstep: Class 14 contains 64249 members Mstep: Class 15 contains 157577 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10772 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7259 members Mstep: Class 20 contains 13991 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 1963 members Mstep: Class 23 contains 41735 members Entering Unmasked Estep ConsiderDeletion Score: -52022220.000000 Penalty: 67587.437500 Iteration 154Q: 22 clusters Score -5.202222e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19127 members Mstep: Class 2 contains 44504 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23833 members Mstep: Class 5 contains 12471 members Mstep: Class 6 contains 11899 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5697 members Mstep: Class 9 contains 8526 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4526 members Mstep: Class 14 contains 64263 members Mstep: Class 15 contains 157556 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10789 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7267 members Mstep: Class 20 contains 13969 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 1969 members Mstep: Class 23 contains 41741 members Entering Unmasked Estep ConsiderDeletion Score: -52022108.000000 Penalty: 67587.437500 Iteration 155Q: 22 clusters Score -5.202211e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 44497 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23826 members Mstep: Class 5 contains 12500 members Mstep: Class 6 contains 11857 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5704 members Mstep: Class 9 contains 8527 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64269 members Mstep: Class 15 contains 157524 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10821 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 7271 members Mstep: Class 20 contains 13966 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1974 members Mstep: Class 23 contains 41745 members Entering Unmasked Estep ConsiderDeletion Score: -52022120.000000 Penalty: 67587.437500 Iteration 156Q: 22 clusters Score -5.202212e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19132 members Mstep: Class 2 contains 44493 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23819 members Mstep: Class 5 contains 12530 members Mstep: Class 6 contains 11824 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5706 members Mstep: Class 9 contains 8527 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64266 members Mstep: Class 15 contains 157495 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10865 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 7280 members Mstep: Class 20 contains 13957 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1975 members Mstep: Class 23 contains 41745 members Entering Unmasked Estep ConsiderDeletion Score: -52022204.000000 Penalty: 67587.437500 Iteration 157Q: 22 clusters Score -5.20222e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 44494 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23808 members Mstep: Class 5 contains 12550 members Mstep: Class 6 contains 11785 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5712 members Mstep: Class 9 contains 8528 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64270 members Mstep: Class 15 contains 157473 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10910 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7285 members Mstep: Class 20 contains 13946 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1974 members Mstep: Class 23 contains 41750 members Entering Unmasked Estep ConsiderDeletion Score: -52022336.000000 Penalty: 67587.437500 Iteration 158Q: 22 clusters Score -5.202234e+07 nChanged 205 Entering ConstructFrom: Score: -52022336.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (19126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19126 members Entering Unmasked Estep Score: -2314694.500000 Penalty: 2444.983398 Iteration 0F: 2 clusters Score -2314694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -2301257.750000 Penalty: 4889.966797 Iteration 0F: 3 clusters Score -2301258 nChanged 8283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -2305696.000000 Penalty: 4889.966797 Iteration 1F: 3 clusters Score -2305696 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9052 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -2306031.500000 Penalty: 4889.966797 Iteration 2F: 3 clusters Score -2306032 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -2306311.750000 Penalty: 4889.966797 Iteration 3Q: 3 clusters Score -2306312 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 10482 members Entering Unmasked Estep Score: -2306580.750000 Penalty: 4889.966797 Iteration 4Q: 3 clusters Score -2306581 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -2306856.250000 Penalty: 4889.966797 Iteration 5Q: 3 clusters Score -2306856 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -2307152.000000 Penalty: 4889.966797 Iteration 6Q: 3 clusters Score -2307152 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -2307477.250000 Penalty: 4889.966797 Iteration 7Q: 3 clusters Score -2307477 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -2307909.250000 Penalty: 4889.966797 Iteration 8Q: 3 clusters Score -2307909 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 12382 members Entering Unmasked Estep Score: -2308379.750000 Penalty: 4889.966797 Iteration 9Q: 3 clusters Score -2308380 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -2308871.500000 Penalty: 4889.966797 Iteration 10Q: 3 clusters Score -2308872 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -2309346.750000 Penalty: 4889.966797 Iteration 11Q: 3 clusters Score -2309347 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 13864 members Entering Unmasked Estep Score: -2309796.500000 Penalty: 4889.966797 Iteration 12Q: 3 clusters Score -2309796 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 14286 members Entering Unmasked Estep Score: -2310198.000000 Penalty: 4889.966797 Iteration 13Q: 3 clusters Score -2310198 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 14683 members Entering Unmasked Estep Score: -2310502.000000 Penalty: 4889.966797 Iteration 14Q: 3 clusters Score -2310502 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -2310733.500000 Penalty: 4889.966797 Iteration 15Q: 3 clusters Score -2310734 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -2310924.250000 Penalty: 4889.966797 Iteration 16Q: 3 clusters Score -2310924 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -2311062.500000 Penalty: 4889.966797 Iteration 17Q: 3 clusters Score -2311062 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 15810 members Entering Unmasked Estep Score: -2311172.000000 Penalty: 4889.966797 Iteration 18Q: 3 clusters Score -2311172 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 16019 members Entering Unmasked Estep Score: -2311282.750000 Penalty: 4889.966797 Iteration 19Q: 3 clusters Score -2311283 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 16214 members Entering Unmasked Estep Score: -2311381.000000 Penalty: 4889.966797 Iteration 20F: 3 clusters Score -2311381 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 16405 members Entering Unmasked Estep Score: -2311485.000000 Penalty: 4889.966797 Iteration 21Q: 3 clusters Score -2311485 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -2311607.250000 Penalty: 4889.966797 Iteration 22Q: 3 clusters Score -2311607 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 16790 members Entering Unmasked Estep Score: -2311714.750000 Penalty: 4889.966797 Iteration 23Q: 3 clusters Score -2311715 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 16955 members Entering Unmasked Estep Score: -2311815.750000 Penalty: 4889.966797 Iteration 24Q: 3 clusters Score -2311816 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 17111 members Entering Unmasked Estep Score: -2311930.250000 Penalty: 4889.966797 Iteration 25Q: 3 clusters Score -2311930 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -2312023.000000 Penalty: 4889.966797 Iteration 26Q: 3 clusters Score -2312023 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 17394 members Entering Unmasked Estep Score: -2312096.750000 Penalty: 4889.966797 Iteration 27Q: 3 clusters Score -2312097 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 17507 members Entering Unmasked Estep Score: -2312162.000000 Penalty: 4889.966797 Iteration 28Q: 3 clusters Score -2312162 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 17603 members Entering Unmasked Estep Score: -2312211.000000 Penalty: 4889.966797 Iteration 29Q: 3 clusters Score -2312211 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 17685 members Entering Unmasked Estep Score: -2312249.000000 Penalty: 4889.966797 Iteration 30Q: 3 clusters Score -2312249 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 17758 members Entering Unmasked Estep Score: -2312291.000000 Penalty: 4889.966797 Iteration 31Q: 3 clusters Score -2312291 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 17843 members Entering Unmasked Estep Score: -2312341.000000 Penalty: 4889.966797 Iteration 32Q: 3 clusters Score -2312341 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -2312392.250000 Penalty: 4889.966797 Iteration 33Q: 3 clusters Score -2312392 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 17980 members Entering Unmasked Estep Score: -2312425.500000 Penalty: 4889.966797 Iteration 34Q: 3 clusters Score -2312426 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 18041 members Entering Unmasked Estep Score: -2312458.250000 Penalty: 4889.966797 Iteration 35Q: 3 clusters Score -2312458 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 18088 members Entering Unmasked Estep Score: -2312480.000000 Penalty: 4889.966797 Iteration 36Q: 3 clusters Score -2312480 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 18120 members Entering Unmasked Estep Score: -2312498.500000 Penalty: 4889.966797 Iteration 37Q: 3 clusters Score -2312498 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 18149 members Entering Unmasked Estep Score: -2312515.750000 Penalty: 4889.966797 Iteration 38Q: 3 clusters Score -2312516 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -2312524.250000 Penalty: 4889.966797 Iteration 39Q: 3 clusters Score -2312524 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -2312532.500000 Penalty: 4889.966797 Iteration 40F: 3 clusters Score -2312532 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 18201 members Entering Unmasked Estep Score: -2312539.500000 Penalty: 4889.966797 Iteration 41Q: 3 clusters Score -2312540 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 18213 members Entering Unmasked Estep Score: -2312549.000000 Penalty: 4889.966797 Iteration 42Q: 3 clusters Score -2312549 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 18227 members Entering Unmasked Estep Score: -2312558.250000 Penalty: 4889.966797 Iteration 43Q: 3 clusters Score -2312558 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -2312567.000000 Penalty: 4889.966797 Iteration 44Q: 3 clusters Score -2312567 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 18251 members Entering Unmasked Estep Score: -2312571.500000 Penalty: 4889.966797 Iteration 45Q: 3 clusters Score -2312572 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -2312574.500000 Penalty: 4889.966797 Iteration 46Q: 3 clusters Score -2312574 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -2312578.500000 Penalty: 4889.966797 Iteration 47Q: 3 clusters Score -2312578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 18277 members Entering Unmasked Estep Score: -2312580.250000 Penalty: 4889.966797 Iteration 48Q: 3 clusters Score -2312580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -2312583.000000 Penalty: 4889.966797 Iteration 49Q: 3 clusters Score -2312583 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 18286 members Entering Unmasked Estep Score: -2312588.000000 Penalty: 4889.966797 Iteration 50Q: 3 clusters Score -2312588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 18290 members Entering Unmasked Estep Score: -2312589.000000 Penalty: 4889.966797 Iteration 51Q: 3 clusters Score -2312589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 18293 members Entering Unmasked Estep Score: -2312593.500000 Penalty: 4889.966797 Iteration 52Q: 3 clusters Score -2312594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 18296 members Entering Unmasked Estep Score: -2312596.500000 Penalty: 4889.966797 Iteration 53Q: 3 clusters Score -2312596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -2312597.000000 Penalty: 4889.966797 Iteration 54Q: 3 clusters Score -2312597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -2312596.750000 Penalty: 4889.966797 Iteration 55Q: 3 clusters Score -2312597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -2312598.000000 Penalty: 4889.966797 Iteration 56Q: 3 clusters Score -2312598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -2312598.000000 Penalty: 4889.966797 Iteration 57F: 3 clusters Score -2312598 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (44493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44493 members Entering Unmasked Estep Score: -5498863.500000 Penalty: 2654.365479 Iteration 0F: 2 clusters Score -5498864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 22309 members Entering Unmasked Estep Score: -5468896.000000 Penalty: 5308.730957 Iteration 0F: 3 clusters Score -5468896 nChanged 20285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21771 members Mstep: Class 2 contains 22722 members Entering Unmasked Estep Score: -5480102.500000 Penalty: 5308.730957 Iteration 1F: 3 clusters Score -5480102 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21635 members Mstep: Class 2 contains 22858 members Entering Unmasked Estep Score: -5480726.000000 Penalty: 5308.730957 Iteration 2Q: 3 clusters Score -5480726 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21377 members Mstep: Class 2 contains 23116 members Entering Unmasked Estep Score: -5481348.500000 Penalty: 5308.730957 Iteration 3Q: 3 clusters Score -5481348 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 23454 members Entering Unmasked Estep Score: -5481928.000000 Penalty: 5308.730957 Iteration 4Q: 3 clusters Score -5481928 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20559 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -5482462.000000 Penalty: 5308.730957 Iteration 5Q: 3 clusters Score -5482462 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 24546 members Entering Unmasked Estep Score: -5483015.000000 Penalty: 5308.730957 Iteration 6Q: 3 clusters Score -5483015 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19195 members Mstep: Class 2 contains 25298 members Entering Unmasked Estep Score: -5483659.500000 Penalty: 5308.730957 Iteration 7Q: 3 clusters Score -5483660 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18247 members Mstep: Class 2 contains 26246 members Entering Unmasked Estep Score: -5484326.500000 Penalty: 5308.730957 Iteration 8Q: 3 clusters Score -5484326 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 27361 members Entering Unmasked Estep Score: -5484988.000000 Penalty: 5308.730957 Iteration 9Q: 3 clusters Score -5484988 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15660 members Mstep: Class 2 contains 28833 members Entering Unmasked Estep Score: -5485950.000000 Penalty: 5308.730957 Iteration 10Q: 3 clusters Score -5485950 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13996 members Mstep: Class 2 contains 30497 members Entering Unmasked Estep Score: -5487113.500000 Penalty: 5308.730957 Iteration 11Q: 3 clusters Score -5487114 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 32312 members Entering Unmasked Estep Score: -5488455.000000 Penalty: 5308.730957 Iteration 12Q: 3 clusters Score -5488455 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 34043 members Entering Unmasked Estep Score: -5489845.500000 Penalty: 5308.730957 Iteration 13Q: 3 clusters Score -5489846 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 35690 members Entering Unmasked Estep Score: -5491232.500000 Penalty: 5308.730957 Iteration 14Q: 3 clusters Score -5491232 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 37124 members Entering Unmasked Estep Score: -5492426.500000 Penalty: 5308.730957 Iteration 15Q: 3 clusters Score -5492426 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 38306 members Entering Unmasked Estep Score: -5493267.500000 Penalty: 5308.730957 Iteration 16Q: 3 clusters Score -5493268 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 39291 members Entering Unmasked Estep Score: -5493898.500000 Penalty: 5308.730957 Iteration 17Q: 3 clusters Score -5493898 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 40156 members Entering Unmasked Estep Score: -5494446.000000 Penalty: 5308.730957 Iteration 18Q: 3 clusters Score -5494446 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 40870 members Entering Unmasked Estep Score: -5494823.500000 Penalty: 5308.730957 Iteration 19Q: 3 clusters Score -5494824 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 41462 members Entering Unmasked Estep Score: -5495134.000000 Penalty: 5308.730957 Iteration 20F: 3 clusters Score -5495134 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 41935 members Entering Unmasked Estep Score: -5495387.000000 Penalty: 5308.730957 Iteration 21Q: 3 clusters Score -5495387 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 42320 members Entering Unmasked Estep Score: -5495593.000000 Penalty: 5308.730957 Iteration 22Q: 3 clusters Score -5495593 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 42669 members Entering Unmasked Estep Score: -5495783.000000 Penalty: 5308.730957 Iteration 23Q: 3 clusters Score -5495783 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 42945 members Entering Unmasked Estep Score: -5495937.000000 Penalty: 5308.730957 Iteration 24Q: 3 clusters Score -5495937 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 43183 members Entering Unmasked Estep Score: -5496067.500000 Penalty: 5308.730957 Iteration 25Q: 3 clusters Score -5496068 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 43363 members Entering Unmasked Estep Score: -5496186.500000 Penalty: 5308.730957 Iteration 26Q: 3 clusters Score -5496186 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 43504 members Entering Unmasked Estep Score: -5496274.000000 Penalty: 5308.730957 Iteration 27Q: 3 clusters Score -5496274 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 43612 members Entering Unmasked Estep Score: -5496322.500000 Penalty: 5308.730957 Iteration 28Q: 3 clusters Score -5496322 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 43698 members Entering Unmasked Estep Score: -5496395.500000 Penalty: 5308.730957 Iteration 29Q: 3 clusters Score -5496396 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 43756 members Entering Unmasked Estep Score: -5496428.000000 Penalty: 5308.730957 Iteration 30Q: 3 clusters Score -5496428 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 43796 members Entering Unmasked Estep Score: -5496460.000000 Penalty: 5308.730957 Iteration 31Q: 3 clusters Score -5496460 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 43830 members Entering Unmasked Estep Score: -5496483.500000 Penalty: 5308.730957 Iteration 32Q: 3 clusters Score -5496484 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 43854 members Entering Unmasked Estep Score: -5496502.000000 Penalty: 5308.730957 Iteration 33Q: 3 clusters Score -5496502 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 43877 members Entering Unmasked Estep Score: -5496526.500000 Penalty: 5308.730957 Iteration 34Q: 3 clusters Score -5496526 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 43896 members Entering Unmasked Estep Score: -5496539.000000 Penalty: 5308.730957 Iteration 35Q: 3 clusters Score -5496539 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 43917 members Entering Unmasked Estep Score: -5496559.000000 Penalty: 5308.730957 Iteration 36Q: 3 clusters Score -5496559 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 43933 members Entering Unmasked Estep Score: -5496571.000000 Penalty: 5308.730957 Iteration 37Q: 3 clusters Score -5496571 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 43949 members Entering Unmasked Estep Score: -5496587.500000 Penalty: 5308.730957 Iteration 38Q: 3 clusters Score -5496588 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 43958 members Entering Unmasked Estep Score: -5496594.500000 Penalty: 5308.730957 Iteration 39Q: 3 clusters Score -5496594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 43969 members Entering Unmasked Estep Score: -5496596.000000 Penalty: 5308.730957 Iteration 40F: 3 clusters Score -5496596 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 43974 members Entering Unmasked Estep Score: -5496601.500000 Penalty: 5308.730957 Iteration 41Q: 3 clusters Score -5496602 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 43979 members Entering Unmasked Estep Score: -5496604.000000 Penalty: 5308.730957 Iteration 42Q: 3 clusters Score -5496604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 43983 members Entering Unmasked Estep Score: -5496607.500000 Penalty: 5308.730957 Iteration 43Q: 3 clusters Score -5496608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 43983 members Entering Unmasked Estep Score: -5496607.500000 Penalty: 5308.730957 Iteration 44F: 3 clusters Score -5496608 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -80088.132812 Penalty: 1643.754272 Iteration 0F: 2 clusters Score -80088.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78429.054688 Penalty: 3287.508545 Iteration 0F: 3 clusters Score -78429.05 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -78870.468750 Penalty: 3287.508545 Iteration 1F: 3 clusters Score -78870.47 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -79112.960938 Penalty: 3287.508545 Iteration 2F: 3 clusters Score -79112.96 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -79266.226562 Penalty: 3287.508545 Iteration 3F: 3 clusters Score -79266.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -79338.929688 Penalty: 3287.508545 Iteration 4Q: 3 clusters Score -79338.93 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -79398.117188 Penalty: 3287.508545 Iteration 5Q: 3 clusters Score -79398.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -79416.421875 Penalty: 3287.508545 Iteration 6Q: 3 clusters Score -79416.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -79421.007812 Penalty: 3287.508545 Iteration 7Q: 3 clusters Score -79421.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -79421.007812 Penalty: 3287.508545 Iteration 8F: 3 clusters Score -79421.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (23802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23802 members Entering Unmasked Estep Score: -2887146.750000 Penalty: 2499.226318 Iteration 0F: 2 clusters Score -2887147 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -2870661.750000 Penalty: 4998.452637 Iteration 0F: 3 clusters Score -2870662 nChanged 10548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -2876361.000000 Penalty: 4998.452637 Iteration 1F: 3 clusters Score -2876361 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -2876856.250000 Penalty: 4998.452637 Iteration 2F: 3 clusters Score -2876856 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -2877345.500000 Penalty: 4998.452637 Iteration 3Q: 3 clusters Score -2877346 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11733 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -2877847.250000 Penalty: 4998.452637 Iteration 4Q: 3 clusters Score -2877847 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -2878405.250000 Penalty: 4998.452637 Iteration 5Q: 3 clusters Score -2878405 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -2879032.750000 Penalty: 4998.452637 Iteration 6Q: 3 clusters Score -2879033 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -2879674.750000 Penalty: 4998.452637 Iteration 7Q: 3 clusters Score -2879675 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -2880375.750000 Penalty: 4998.452637 Iteration 8F: 3 clusters Score -2880376 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13726 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -2881005.750000 Penalty: 4998.452637 Iteration 9Q: 3 clusters Score -2881006 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14460 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -2881591.250000 Penalty: 4998.452637 Iteration 10Q: 3 clusters Score -2881591 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -2882118.250000 Penalty: 4998.452637 Iteration 11Q: 3 clusters Score -2882118 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16068 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -2882650.500000 Penalty: 4998.452637 Iteration 12Q: 3 clusters Score -2882650 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16982 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -2883227.500000 Penalty: 4998.452637 Iteration 13Q: 3 clusters Score -2883228 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17932 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -2883879.250000 Penalty: 4998.452637 Iteration 14Q: 3 clusters Score -2883879 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18883 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -2884558.750000 Penalty: 4998.452637 Iteration 15Q: 3 clusters Score -2884559 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19668 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -2885066.750000 Penalty: 4998.452637 Iteration 16Q: 3 clusters Score -2885067 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20279 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -2885450.000000 Penalty: 4998.452637 Iteration 17Q: 3 clusters Score -2885450 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -2885729.500000 Penalty: 4998.452637 Iteration 18Q: 3 clusters Score -2885730 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21132 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -2885900.000000 Penalty: 4998.452637 Iteration 19Q: 3 clusters Score -2885900 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21406 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -2886029.000000 Penalty: 4998.452637 Iteration 20F: 3 clusters Score -2886029 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21605 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -2886112.500000 Penalty: 4998.452637 Iteration 21Q: 3 clusters Score -2886112 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21772 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -2886185.500000 Penalty: 4998.452637 Iteration 22Q: 3 clusters Score -2886186 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -2886224.750000 Penalty: 4998.452637 Iteration 23Q: 3 clusters Score -2886225 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -2886248.750000 Penalty: 4998.452637 Iteration 24Q: 3 clusters Score -2886249 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22038 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -2886282.500000 Penalty: 4998.452637 Iteration 25Q: 3 clusters Score -2886282 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22078 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -2886287.500000 Penalty: 4998.452637 Iteration 26Q: 3 clusters Score -2886288 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -2886299.250000 Penalty: 4998.452637 Iteration 27Q: 3 clusters Score -2886299 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22143 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -2886307.750000 Penalty: 4998.452637 Iteration 28Q: 3 clusters Score -2886308 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -2886304.000000 Penalty: 4998.452637 Iteration 29Q: 3 clusters Score -2886304 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -2886305.250000 Penalty: 4998.452637 Iteration 30Q: 3 clusters Score -2886305 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22199 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2886307.750000 Penalty: 4998.452637 Iteration 31Q: 3 clusters Score -2886308 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22218 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -2886319.750000 Penalty: 4998.452637 Iteration 32Q: 3 clusters Score -2886320 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22235 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -2886320.000000 Penalty: 4998.452637 Iteration 33Q: 3 clusters Score -2886320 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22252 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -2886325.750000 Penalty: 4998.452637 Iteration 34Q: 3 clusters Score -2886326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22262 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -2886335.750000 Penalty: 4998.452637 Iteration 35Q: 3 clusters Score -2886336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -2886337.000000 Penalty: 4998.452637 Iteration 36Q: 3 clusters Score -2886337 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22281 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -2886334.000000 Penalty: 4998.452637 Iteration 37Q: 3 clusters Score -2886334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22291 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -2886335.500000 Penalty: 4998.452637 Iteration 38Q: 3 clusters Score -2886336 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22297 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -2886334.250000 Penalty: 4998.452637 Iteration 39Q: 3 clusters Score -2886334 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22305 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -2886335.000000 Penalty: 4998.452637 Iteration 40F: 3 clusters Score -2886335 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22316 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -2886335.500000 Penalty: 4998.452637 Iteration 41Q: 3 clusters Score -2886336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22324 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -2886335.000000 Penalty: 4998.452637 Iteration 42Q: 3 clusters Score -2886335 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22331 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -2886337.500000 Penalty: 4998.452637 Iteration 43Q: 3 clusters Score -2886338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22337 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -2886333.250000 Penalty: 4998.452637 Iteration 44Q: 3 clusters Score -2886333 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22340 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -2886336.250000 Penalty: 4998.452637 Iteration 45Q: 3 clusters Score -2886336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -2886342.500000 Penalty: 4998.452637 Iteration 46Q: 3 clusters Score -2886342 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22351 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2886340.500000 Penalty: 4998.452637 Iteration 47Q: 3 clusters Score -2886340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -2886339.750000 Penalty: 4998.452637 Iteration 48Q: 3 clusters Score -2886340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22356 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2886338.250000 Penalty: 4998.452637 Iteration 49Q: 3 clusters Score -2886338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22356 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2886338.250000 Penalty: 4998.452637 Iteration 50F: 3 clusters Score -2886338 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Entering Unmasked Estep Score: -1487805.625000 Penalty: 2340.869141 Iteration 0F: 2 clusters Score -1487806 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1478482.000000 Penalty: 4681.738281 Iteration 0F: 3 clusters Score -1478482 nChanged 5326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -1481842.375000 Penalty: 4681.738281 Iteration 1F: 3 clusters Score -1481842 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1482856.875000 Penalty: 4681.738281 Iteration 2F: 3 clusters Score -1482857 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -1483976.375000 Penalty: 4681.738281 Iteration 3F: 3 clusters Score -1483976 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1484999.500000 Penalty: 4681.738281 Iteration 4F: 3 clusters Score -1485000 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1485739.125000 Penalty: 4681.738281 Iteration 5F: 3 clusters Score -1485739 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1486267.875000 Penalty: 4681.738281 Iteration 6F: 3 clusters Score -1486268 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1486647.875000 Penalty: 4681.738281 Iteration 7Q: 3 clusters Score -1486648 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1486920.750000 Penalty: 4681.738281 Iteration 8Q: 3 clusters Score -1486921 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1487107.125000 Penalty: 4681.738281 Iteration 9Q: 3 clusters Score -1487107 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -1487223.500000 Penalty: 4681.738281 Iteration 10Q: 3 clusters Score -1487224 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1487306.750000 Penalty: 4681.738281 Iteration 11Q: 3 clusters Score -1487307 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -1487361.750000 Penalty: 4681.738281 Iteration 12Q: 3 clusters Score -1487362 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -1487405.500000 Penalty: 4681.738281 Iteration 13Q: 3 clusters Score -1487406 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -1487438.750000 Penalty: 4681.738281 Iteration 14Q: 3 clusters Score -1487439 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -1487462.250000 Penalty: 4681.738281 Iteration 15Q: 3 clusters Score -1487462 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -1487478.750000 Penalty: 4681.738281 Iteration 16Q: 3 clusters Score -1487479 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -1487488.750000 Penalty: 4681.738281 Iteration 17Q: 3 clusters Score -1487489 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1487502.000000 Penalty: 4681.738281 Iteration 18Q: 3 clusters Score -1487502 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1487520.750000 Penalty: 4681.738281 Iteration 19Q: 3 clusters Score -1487521 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -1487534.250000 Penalty: 4681.738281 Iteration 20F: 3 clusters Score -1487534 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1487547.250000 Penalty: 4681.738281 Iteration 21Q: 3 clusters Score -1487547 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1487561.875000 Penalty: 4681.738281 Iteration 22Q: 3 clusters Score -1487562 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -1487576.500000 Penalty: 4681.738281 Iteration 23Q: 3 clusters Score -1487576 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -1487585.250000 Penalty: 4681.738281 Iteration 24Q: 3 clusters Score -1487585 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1487591.375000 Penalty: 4681.738281 Iteration 25Q: 3 clusters Score -1487591 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -1487604.125000 Penalty: 4681.738281 Iteration 26Q: 3 clusters Score -1487604 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -1487607.750000 Penalty: 4681.738281 Iteration 27Q: 3 clusters Score -1487608 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -1487616.375000 Penalty: 4681.738281 Iteration 28Q: 3 clusters Score -1487616 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1487629.125000 Penalty: 4681.738281 Iteration 29Q: 3 clusters Score -1487629 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -1487633.125000 Penalty: 4681.738281 Iteration 30Q: 3 clusters Score -1487633 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -1487634.125000 Penalty: 4681.738281 Iteration 31Q: 3 clusters Score -1487634 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -1487640.875000 Penalty: 4681.738281 Iteration 32Q: 3 clusters Score -1487641 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -1487643.375000 Penalty: 4681.738281 Iteration 33Q: 3 clusters Score -1487643 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1487649.375000 Penalty: 4681.738281 Iteration 34Q: 3 clusters Score -1487649 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -1487649.250000 Penalty: 4681.738281 Iteration 35Q: 3 clusters Score -1487649 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -1487653.375000 Penalty: 4681.738281 Iteration 36Q: 3 clusters Score -1487653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -1487654.625000 Penalty: 4681.738281 Iteration 37Q: 3 clusters Score -1487655 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -1487658.125000 Penalty: 4681.738281 Iteration 38Q: 3 clusters Score -1487658 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -1487660.500000 Penalty: 4681.738281 Iteration 39Q: 3 clusters Score -1487660 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -1487661.625000 Penalty: 4681.738281 Iteration 40F: 3 clusters Score -1487662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -1487666.500000 Penalty: 4681.738281 Iteration 41Q: 3 clusters Score -1487666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -1487665.875000 Penalty: 4681.738281 Iteration 42Q: 3 clusters Score -1487666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -1487667.125000 Penalty: 4681.738281 Iteration 43Q: 3 clusters Score -1487667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -1487668.375000 Penalty: 4681.738281 Iteration 44Q: 3 clusters Score -1487668 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -1487669.125000 Penalty: 4681.738281 Iteration 45Q: 3 clusters Score -1487669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -1487669.125000 Penalty: 4681.738281 Iteration 46Q: 3 clusters Score -1487669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1487670.750000 Penalty: 4681.738281 Iteration 47Q: 3 clusters Score -1487671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -1487674.250000 Penalty: 4681.738281 Iteration 48Q: 3 clusters Score -1487674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -1487673.500000 Penalty: 4681.738281 Iteration 49Q: 3 clusters Score -1487674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 8710 members Entering Unmasked Estep Score: -1487678.875000 Penalty: 4681.738281 Iteration 50Q: 3 clusters Score -1487679 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1487678.875000 Penalty: 4681.738281 Iteration 51Q: 3 clusters Score -1487679 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -1487682.375000 Penalty: 4681.738281 Iteration 52Q: 3 clusters Score -1487682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 8731 members Entering Unmasked Estep Score: -1487682.000000 Penalty: 4681.738281 Iteration 53Q: 3 clusters Score -1487682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 8740 members Entering Unmasked Estep Score: -1487681.000000 Penalty: 4681.738281 Iteration 54Q: 3 clusters Score -1487681 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -1487685.125000 Penalty: 4681.738281 Iteration 55Q: 3 clusters Score -1487685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1487683.250000 Penalty: 4681.738281 Iteration 56Q: 3 clusters Score -1487683 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -1487688.625000 Penalty: 4681.738281 Iteration 57Q: 3 clusters Score -1487689 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -1487689.125000 Penalty: 4681.738281 Iteration 58Q: 3 clusters Score -1487689 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -1487692.125000 Penalty: 4681.738281 Iteration 59Q: 3 clusters Score -1487692 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -1487698.250000 Penalty: 4681.738281 Iteration 60F: 3 clusters Score -1487698 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -1487699.625000 Penalty: 4681.738281 Iteration 61Q: 3 clusters Score -1487700 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -1487699.000000 Penalty: 4681.738281 Iteration 62Q: 3 clusters Score -1487699 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -1487698.875000 Penalty: 4681.738281 Iteration 63Q: 3 clusters Score -1487699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1487702.000000 Penalty: 4681.738281 Iteration 64Q: 3 clusters Score -1487702 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -1487699.875000 Penalty: 4681.738281 Iteration 65Q: 3 clusters Score -1487700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1487705.125000 Penalty: 4681.738281 Iteration 66Q: 3 clusters Score -1487705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -1487706.750000 Penalty: 4681.738281 Iteration 67Q: 3 clusters Score -1487707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -1487706.375000 Penalty: 4681.738281 Iteration 68Q: 3 clusters Score -1487706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1487707.250000 Penalty: 4681.738281 Iteration 69Q: 3 clusters Score -1487707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1487705.875000 Penalty: 4681.738281 Iteration 70Q: 3 clusters Score -1487706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 8883 members Entering Unmasked Estep Score: -1487705.500000 Penalty: 4681.738281 Iteration 71Q: 3 clusters Score -1487706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -1487704.625000 Penalty: 4681.738281 Iteration 72Q: 3 clusters Score -1487705 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -1487707.125000 Penalty: 4681.738281 Iteration 73Q: 3 clusters Score -1487707 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -1487707.125000 Penalty: 4681.738281 Iteration 74F: 3 clusters Score -1487707 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Entering Unmasked Estep Score: -1322447.375000 Penalty: 2323.672852 Iteration 0F: 2 clusters Score -1322447 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1313640.000000 Penalty: 4647.345703 Iteration 0F: 3 clusters Score -1313640 nChanged 5020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -1316645.500000 Penalty: 4647.345703 Iteration 1F: 3 clusters Score -1316646 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1317069.750000 Penalty: 4647.345703 Iteration 2F: 3 clusters Score -1317070 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1317454.375000 Penalty: 4647.345703 Iteration 3F: 3 clusters Score -1317454 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1317769.500000 Penalty: 4647.345703 Iteration 4Q: 3 clusters Score -1317770 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1318083.500000 Penalty: 4647.345703 Iteration 5Q: 3 clusters Score -1318084 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1318386.500000 Penalty: 4647.345703 Iteration 6Q: 3 clusters Score -1318386 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1318652.500000 Penalty: 4647.345703 Iteration 7Q: 3 clusters Score -1318652 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1318871.250000 Penalty: 4647.345703 Iteration 8Q: 3 clusters Score -1318871 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1319068.125000 Penalty: 4647.345703 Iteration 9Q: 3 clusters Score -1319068 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1319262.875000 Penalty: 4647.345703 Iteration 10Q: 3 clusters Score -1319263 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -1319439.000000 Penalty: 4647.345703 Iteration 11Q: 3 clusters Score -1319439 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1319581.250000 Penalty: 4647.345703 Iteration 12Q: 3 clusters Score -1319581 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -1319705.625000 Penalty: 4647.345703 Iteration 13Q: 3 clusters Score -1319706 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -1319788.000000 Penalty: 4647.345703 Iteration 14Q: 3 clusters Score -1319788 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -1319873.000000 Penalty: 4647.345703 Iteration 15Q: 3 clusters Score -1319873 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -1319958.625000 Penalty: 4647.345703 Iteration 16Q: 3 clusters Score -1319959 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -1320029.375000 Penalty: 4647.345703 Iteration 17Q: 3 clusters Score -1320029 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -1320082.625000 Penalty: 4647.345703 Iteration 18Q: 3 clusters Score -1320083 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1320113.125000 Penalty: 4647.345703 Iteration 19Q: 3 clusters Score -1320113 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1320142.250000 Penalty: 4647.345703 Iteration 20F: 3 clusters Score -1320142 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1320166.125000 Penalty: 4647.345703 Iteration 21Q: 3 clusters Score -1320166 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1320184.250000 Penalty: 4647.345703 Iteration 22Q: 3 clusters Score -1320184 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -1320190.375000 Penalty: 4647.345703 Iteration 23Q: 3 clusters Score -1320190 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1320202.875000 Penalty: 4647.345703 Iteration 24Q: 3 clusters Score -1320203 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1320213.000000 Penalty: 4647.345703 Iteration 25Q: 3 clusters Score -1320213 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -1320216.625000 Penalty: 4647.345703 Iteration 26Q: 3 clusters Score -1320217 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -1320221.250000 Penalty: 4647.345703 Iteration 27Q: 3 clusters Score -1320221 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1320224.375000 Penalty: 4647.345703 Iteration 28Q: 3 clusters Score -1320224 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -1320233.125000 Penalty: 4647.345703 Iteration 29Q: 3 clusters Score -1320233 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1320229.875000 Penalty: 4647.345703 Iteration 30Q: 3 clusters Score -1320230 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1320233.750000 Penalty: 4647.345703 Iteration 31Q: 3 clusters Score -1320234 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1320237.500000 Penalty: 4647.345703 Iteration 32Q: 3 clusters Score -1320238 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1320237.375000 Penalty: 4647.345703 Iteration 33Q: 3 clusters Score -1320237 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -1320238.500000 Penalty: 4647.345703 Iteration 34Q: 3 clusters Score -1320238 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1320239.250000 Penalty: 4647.345703 Iteration 35Q: 3 clusters Score -1320239 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1320240.000000 Penalty: 4647.345703 Iteration 36Q: 3 clusters Score -1320240 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -1320244.125000 Penalty: 4647.345703 Iteration 37Q: 3 clusters Score -1320244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -1320243.750000 Penalty: 4647.345703 Iteration 38Q: 3 clusters Score -1320244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1320246.750000 Penalty: 4647.345703 Iteration 39Q: 3 clusters Score -1320247 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -1320246.250000 Penalty: 4647.345703 Iteration 40F: 3 clusters Score -1320246 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -1320246.500000 Penalty: 4647.345703 Iteration 41Q: 3 clusters Score -1320246 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -1320249.125000 Penalty: 4647.345703 Iteration 42Q: 3 clusters Score -1320249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -1320250.125000 Penalty: 4647.345703 Iteration 43Q: 3 clusters Score -1320250 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -1320250.875000 Penalty: 4647.345703 Iteration 44Q: 3 clusters Score -1320251 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -1320258.125000 Penalty: 4647.345703 Iteration 45Q: 3 clusters Score -1320258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1320256.500000 Penalty: 4647.345703 Iteration 46Q: 3 clusters Score -1320256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1320257.125000 Penalty: 4647.345703 Iteration 47Q: 3 clusters Score -1320257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -1320259.250000 Penalty: 4647.345703 Iteration 48Q: 3 clusters Score -1320259 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1320258.750000 Penalty: 4647.345703 Iteration 49Q: 3 clusters Score -1320259 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1320261.625000 Penalty: 4647.345703 Iteration 50Q: 3 clusters Score -1320262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1320261.875000 Penalty: 4647.345703 Iteration 51Q: 3 clusters Score -1320262 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1320261.750000 Penalty: 4647.345703 Iteration 52Q: 3 clusters Score -1320262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1320261.750000 Penalty: 4647.345703 Iteration 53F: 3 clusters Score -1320262 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -42325.195312 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -42325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -41066.601562 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -41066.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -41261.113281 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -41261.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -41298.023438 Penalty: 2980.371338 Iteration 2Q: 3 clusters Score -41298.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -41309.742188 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -41309.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -41311.777344 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -41311.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -41311.777344 Penalty: 2980.371338 Iteration 5F: 3 clusters Score -41311.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Entering Unmasked Estep Score: -670243.625000 Penalty: 2145.714355 Iteration 0F: 2 clusters Score -670243.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -665222.187500 Penalty: 4291.428711 Iteration 0F: 3 clusters Score -665222.2 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -666496.375000 Penalty: 4291.428711 Iteration 1F: 3 clusters Score -666496.4 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -666775.500000 Penalty: 4291.428711 Iteration 2F: 3 clusters Score -666775.5 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -666988.187500 Penalty: 4291.428711 Iteration 3F: 3 clusters Score -666988.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -667148.562500 Penalty: 4291.428711 Iteration 4Q: 3 clusters Score -667148.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -667276.875000 Penalty: 4291.428711 Iteration 5Q: 3 clusters Score -667276.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -667399.062500 Penalty: 4291.428711 Iteration 6Q: 3 clusters Score -667399.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -667501.000000 Penalty: 4291.428711 Iteration 7Q: 3 clusters Score -667501 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -667599.812500 Penalty: 4291.428711 Iteration 8Q: 3 clusters Score -667599.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -667700.687500 Penalty: 4291.428711 Iteration 9Q: 3 clusters Score -667700.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -667770.437500 Penalty: 4291.428711 Iteration 10Q: 3 clusters Score -667770.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -667830.625000 Penalty: 4291.428711 Iteration 11Q: 3 clusters Score -667830.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -667864.500000 Penalty: 4291.428711 Iteration 12Q: 3 clusters Score -667864.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -667903.625000 Penalty: 4291.428711 Iteration 13Q: 3 clusters Score -667903.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -667935.687500 Penalty: 4291.428711 Iteration 14Q: 3 clusters Score -667935.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -667969.187500 Penalty: 4291.428711 Iteration 15Q: 3 clusters Score -667969.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -667993.812500 Penalty: 4291.428711 Iteration 16Q: 3 clusters Score -667993.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -668017.187500 Penalty: 4291.428711 Iteration 17Q: 3 clusters Score -668017.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -668043.125000 Penalty: 4291.428711 Iteration 18Q: 3 clusters Score -668043.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -668063.250000 Penalty: 4291.428711 Iteration 19Q: 3 clusters Score -668063.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -668075.312500 Penalty: 4291.428711 Iteration 20F: 3 clusters Score -668075.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -668092.437500 Penalty: 4291.428711 Iteration 21Q: 3 clusters Score -668092.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -668106.000000 Penalty: 4291.428711 Iteration 22Q: 3 clusters Score -668106 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -668121.437500 Penalty: 4291.428711 Iteration 23Q: 3 clusters Score -668121.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -668134.312500 Penalty: 4291.428711 Iteration 24Q: 3 clusters Score -668134.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -668139.937500 Penalty: 4291.428711 Iteration 25Q: 3 clusters Score -668139.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -668147.000000 Penalty: 4291.428711 Iteration 26Q: 3 clusters Score -668147 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -668152.500000 Penalty: 4291.428711 Iteration 27Q: 3 clusters Score -668152.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -668155.937500 Penalty: 4291.428711 Iteration 28Q: 3 clusters Score -668155.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -668160.875000 Penalty: 4291.428711 Iteration 29Q: 3 clusters Score -668160.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -668166.000000 Penalty: 4291.428711 Iteration 30Q: 3 clusters Score -668166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -668167.375000 Penalty: 4291.428711 Iteration 31Q: 3 clusters Score -668167.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -668167.937500 Penalty: 4291.428711 Iteration 32Q: 3 clusters Score -668167.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -668170.562500 Penalty: 4291.428711 Iteration 33Q: 3 clusters Score -668170.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -668170.687500 Penalty: 4291.428711 Iteration 34Q: 3 clusters Score -668170.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -668168.937500 Penalty: 4291.428711 Iteration 35Q: 3 clusters Score -668168.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -668171.125000 Penalty: 4291.428711 Iteration 36Q: 3 clusters Score -668171.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -668173.312500 Penalty: 4291.428711 Iteration 37Q: 3 clusters Score -668173.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -668175.875000 Penalty: 4291.428711 Iteration 38Q: 3 clusters Score -668175.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -668178.312500 Penalty: 4291.428711 Iteration 39Q: 3 clusters Score -668178.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -668182.625000 Penalty: 4291.428711 Iteration 40F: 3 clusters Score -668182.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -668187.187500 Penalty: 4291.428711 Iteration 41Q: 3 clusters Score -668187.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -668192.812500 Penalty: 4291.428711 Iteration 42Q: 3 clusters Score -668192.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -668199.437500 Penalty: 4291.428711 Iteration 43Q: 3 clusters Score -668199.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -668211.437500 Penalty: 4291.428711 Iteration 44Q: 3 clusters Score -668211.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -668221.062500 Penalty: 4291.428711 Iteration 45Q: 3 clusters Score -668221.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -668230.187500 Penalty: 4291.428711 Iteration 46Q: 3 clusters Score -668230.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -668237.750000 Penalty: 4291.428711 Iteration 47Q: 3 clusters Score -668237.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -668241.125000 Penalty: 4291.428711 Iteration 48Q: 3 clusters Score -668241.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -668244.562500 Penalty: 4291.428711 Iteration 49Q: 3 clusters Score -668244.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -668247.250000 Penalty: 4291.428711 Iteration 50Q: 3 clusters Score -668247.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -668250.500000 Penalty: 4291.428711 Iteration 51Q: 3 clusters Score -668250.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -668253.937500 Penalty: 4291.428711 Iteration 52Q: 3 clusters Score -668253.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -668256.687500 Penalty: 4291.428711 Iteration 53Q: 3 clusters Score -668256.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -668258.875000 Penalty: 4291.428711 Iteration 54Q: 3 clusters Score -668258.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -668263.812500 Penalty: 4291.428711 Iteration 55Q: 3 clusters Score -668263.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -668266.562500 Penalty: 4291.428711 Iteration 56Q: 3 clusters Score -668266.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -668273.375000 Penalty: 4291.428711 Iteration 57Q: 3 clusters Score -668273.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -668276.125000 Penalty: 4291.428711 Iteration 58Q: 3 clusters Score -668276.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -668280.750000 Penalty: 4291.428711 Iteration 59Q: 3 clusters Score -668280.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -668286.500000 Penalty: 4291.428711 Iteration 60F: 3 clusters Score -668286.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -668291.937500 Penalty: 4291.428711 Iteration 61Q: 3 clusters Score -668291.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -668300.125000 Penalty: 4291.428711 Iteration 62Q: 3 clusters Score -668300.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -668307.500000 Penalty: 4291.428711 Iteration 63Q: 3 clusters Score -668307.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -668317.312500 Penalty: 4291.428711 Iteration 64Q: 3 clusters Score -668317.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -668321.375000 Penalty: 4291.428711 Iteration 65Q: 3 clusters Score -668321.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -668324.312500 Penalty: 4291.428711 Iteration 66Q: 3 clusters Score -668324.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -668327.812500 Penalty: 4291.428711 Iteration 67Q: 3 clusters Score -668327.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -668330.312500 Penalty: 4291.428711 Iteration 68Q: 3 clusters Score -668330.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -668330.937500 Penalty: 4291.428711 Iteration 69Q: 3 clusters Score -668330.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -668334.625000 Penalty: 4291.428711 Iteration 70Q: 3 clusters Score -668334.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -668338.875000 Penalty: 4291.428711 Iteration 71Q: 3 clusters Score -668338.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -668340.937500 Penalty: 4291.428711 Iteration 72Q: 3 clusters Score -668340.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -668344.687500 Penalty: 4291.428711 Iteration 73Q: 3 clusters Score -668344.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -668345.875000 Penalty: 4291.428711 Iteration 74Q: 3 clusters Score -668345.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -668349.500000 Penalty: 4291.428711 Iteration 75Q: 3 clusters Score -668349.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -668351.437500 Penalty: 4291.428711 Iteration 76Q: 3 clusters Score -668351.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -668352.437500 Penalty: 4291.428711 Iteration 77Q: 3 clusters Score -668352.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -668353.375000 Penalty: 4291.428711 Iteration 78Q: 3 clusters Score -668353.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -668354.937500 Penalty: 4291.428711 Iteration 79Q: 3 clusters Score -668354.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -668356.500000 Penalty: 4291.428711 Iteration 80F: 3 clusters Score -668356.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -668355.625000 Penalty: 4291.428711 Iteration 81Q: 3 clusters Score -668355.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -668355.625000 Penalty: 4291.428711 Iteration 82F: 3 clusters Score -668355.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Entering Unmasked Estep Score: -1043246.250000 Penalty: 2244.617188 Iteration 0F: 2 clusters Score -1043246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1036562.937500 Penalty: 4489.234375 Iteration 0F: 3 clusters Score -1036563 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1038297.250000 Penalty: 4489.234375 Iteration 1F: 3 clusters Score -1038297 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1038586.937500 Penalty: 4489.234375 Iteration 2F: 3 clusters Score -1038587 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1038758.125000 Penalty: 4489.234375 Iteration 3F: 3 clusters Score -1038758 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1038866.187500 Penalty: 4489.234375 Iteration 4Q: 3 clusters Score -1038866 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1038937.562500 Penalty: 4489.234375 Iteration 5Q: 3 clusters Score -1038938 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1038995.625000 Penalty: 4489.234375 Iteration 6Q: 3 clusters Score -1038996 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1039050.312500 Penalty: 4489.234375 Iteration 7Q: 3 clusters Score -1039050 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1039115.125000 Penalty: 4489.234375 Iteration 8Q: 3 clusters Score -1039115 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1039181.125000 Penalty: 4489.234375 Iteration 9Q: 3 clusters Score -1039181 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1039246.812500 Penalty: 4489.234375 Iteration 10Q: 3 clusters Score -1039247 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -1039312.312500 Penalty: 4489.234375 Iteration 11Q: 3 clusters Score -1039312 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1039381.187500 Penalty: 4489.234375 Iteration 12Q: 3 clusters Score -1039381 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1039463.312500 Penalty: 4489.234375 Iteration 13Q: 3 clusters Score -1039463 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1039551.750000 Penalty: 4489.234375 Iteration 14Q: 3 clusters Score -1039552 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1039649.750000 Penalty: 4489.234375 Iteration 15Q: 3 clusters Score -1039650 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1039760.000000 Penalty: 4489.234375 Iteration 16Q: 3 clusters Score -1039760 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1039872.750000 Penalty: 4489.234375 Iteration 17Q: 3 clusters Score -1039873 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1039989.375000 Penalty: 4489.234375 Iteration 18Q: 3 clusters Score -1039989 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1040107.312500 Penalty: 4489.234375 Iteration 19Q: 3 clusters Score -1040107 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1040242.187500 Penalty: 4489.234375 Iteration 20F: 3 clusters Score -1040242 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1040374.250000 Penalty: 4489.234375 Iteration 21Q: 3 clusters Score -1040374 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -1040490.437500 Penalty: 4489.234375 Iteration 22Q: 3 clusters Score -1040490 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1040604.562500 Penalty: 4489.234375 Iteration 23Q: 3 clusters Score -1040605 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1040723.250000 Penalty: 4489.234375 Iteration 24Q: 3 clusters Score -1040723 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1040825.937500 Penalty: 4489.234375 Iteration 25Q: 3 clusters Score -1040826 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1040896.062500 Penalty: 4489.234375 Iteration 26Q: 3 clusters Score -1040896 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1040954.062500 Penalty: 4489.234375 Iteration 27Q: 3 clusters Score -1040954 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1040998.000000 Penalty: 4489.234375 Iteration 28Q: 3 clusters Score -1040998 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1041029.250000 Penalty: 4489.234375 Iteration 29Q: 3 clusters Score -1041029 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1041057.312500 Penalty: 4489.234375 Iteration 30Q: 3 clusters Score -1041057 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1041080.562500 Penalty: 4489.234375 Iteration 31Q: 3 clusters Score -1041081 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1041109.187500 Penalty: 4489.234375 Iteration 32Q: 3 clusters Score -1041109 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1041126.937500 Penalty: 4489.234375 Iteration 33Q: 3 clusters Score -1041127 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1041146.687500 Penalty: 4489.234375 Iteration 34Q: 3 clusters Score -1041147 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1041166.750000 Penalty: 4489.234375 Iteration 35Q: 3 clusters Score -1041167 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1041187.187500 Penalty: 4489.234375 Iteration 36Q: 3 clusters Score -1041187 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1041202.812500 Penalty: 4489.234375 Iteration 37Q: 3 clusters Score -1041203 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1041219.187500 Penalty: 4489.234375 Iteration 38Q: 3 clusters Score -1041219 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1041224.500000 Penalty: 4489.234375 Iteration 39Q: 3 clusters Score -1041224 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1041231.312500 Penalty: 4489.234375 Iteration 40F: 3 clusters Score -1041231 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1041235.562500 Penalty: 4489.234375 Iteration 41Q: 3 clusters Score -1041236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1041239.687500 Penalty: 4489.234375 Iteration 42Q: 3 clusters Score -1041240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1041238.500000 Penalty: 4489.234375 Iteration 43Q: 3 clusters Score -1041238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1041239.562500 Penalty: 4489.234375 Iteration 44Q: 3 clusters Score -1041240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1041240.812500 Penalty: 4489.234375 Iteration 45Q: 3 clusters Score -1041241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1041240.812500 Penalty: 4489.234375 Iteration 46F: 3 clusters Score -1041241 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -74035.257812 Penalty: 1626.784546 Iteration 0F: 2 clusters Score -74035.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -72358.437500 Penalty: 3253.569092 Iteration 0F: 3 clusters Score -72358.44 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -72612.460938 Penalty: 3253.569092 Iteration 1F: 3 clusters Score -72612.46 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -72719.562500 Penalty: 3253.569092 Iteration 2F: 3 clusters Score -72719.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -72805.460938 Penalty: 3253.569092 Iteration 3Q: 3 clusters Score -72805.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -72839.640625 Penalty: 3253.569092 Iteration 4Q: 3 clusters Score -72839.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -72860.328125 Penalty: 3253.569092 Iteration 5Q: 3 clusters Score -72860.33 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -72890.007812 Penalty: 3253.569092 Iteration 6Q: 3 clusters Score -72890.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -72906.203125 Penalty: 3253.569092 Iteration 7Q: 3 clusters Score -72906.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -72916.023438 Penalty: 3253.569092 Iteration 8Q: 3 clusters Score -72916.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -72919.843750 Penalty: 3253.569092 Iteration 9Q: 3 clusters Score -72919.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -72928.679688 Penalty: 3253.569092 Iteration 10Q: 3 clusters Score -72928.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -72937.609375 Penalty: 3253.569092 Iteration 11Q: 3 clusters Score -72937.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -72942.984375 Penalty: 3253.569092 Iteration 12Q: 3 clusters Score -72942.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -72948.632812 Penalty: 3253.569092 Iteration 13Q: 3 clusters Score -72948.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -72953.296875 Penalty: 3253.569092 Iteration 14Q: 3 clusters Score -72953.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -72954.070312 Penalty: 3253.569092 Iteration 15Q: 3 clusters Score -72954.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -72954.070312 Penalty: 3253.569092 Iteration 16F: 3 clusters Score -72954.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Entering Unmasked Estep Score: -554153.937500 Penalty: 2087.508545 Iteration 0F: 2 clusters Score -554153.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -549976.687500 Penalty: 4175.017090 Iteration 0F: 3 clusters Score -549976.7 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -551058.812500 Penalty: 4175.017090 Iteration 1F: 3 clusters Score -551058.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -551325.312500 Penalty: 4175.017090 Iteration 2F: 3 clusters Score -551325.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -551488.187500 Penalty: 4175.017090 Iteration 3F: 3 clusters Score -551488.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -551601.812500 Penalty: 4175.017090 Iteration 4Q: 3 clusters Score -551601.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -551673.125000 Penalty: 4175.017090 Iteration 5Q: 3 clusters Score -551673.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -551727.875000 Penalty: 4175.017090 Iteration 6Q: 3 clusters Score -551727.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -551783.125000 Penalty: 4175.017090 Iteration 7Q: 3 clusters Score -551783.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -551839.812500 Penalty: 4175.017090 Iteration 8Q: 3 clusters Score -551839.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -551898.437500 Penalty: 4175.017090 Iteration 9Q: 3 clusters Score -551898.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -551950.937500 Penalty: 4175.017090 Iteration 10Q: 3 clusters Score -551950.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -552012.375000 Penalty: 4175.017090 Iteration 11Q: 3 clusters Score -552012.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -552083.375000 Penalty: 4175.017090 Iteration 12Q: 3 clusters Score -552083.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -552169.437500 Penalty: 4175.017090 Iteration 13Q: 3 clusters Score -552169.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -552248.812500 Penalty: 4175.017090 Iteration 14Q: 3 clusters Score -552248.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -552332.937500 Penalty: 4175.017090 Iteration 15Q: 3 clusters Score -552332.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -552403.562500 Penalty: 4175.017090 Iteration 16Q: 3 clusters Score -552403.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -552462.437500 Penalty: 4175.017090 Iteration 17Q: 3 clusters Score -552462.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -552506.500000 Penalty: 4175.017090 Iteration 18Q: 3 clusters Score -552506.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -552549.500000 Penalty: 4175.017090 Iteration 19Q: 3 clusters Score -552549.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -552591.000000 Penalty: 4175.017090 Iteration 20F: 3 clusters Score -552591 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -552634.250000 Penalty: 4175.017090 Iteration 21Q: 3 clusters Score -552634.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -552679.000000 Penalty: 4175.017090 Iteration 22Q: 3 clusters Score -552679 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -552719.437500 Penalty: 4175.017090 Iteration 23Q: 3 clusters Score -552719.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -552754.500000 Penalty: 4175.017090 Iteration 24Q: 3 clusters Score -552754.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -552790.187500 Penalty: 4175.017090 Iteration 25Q: 3 clusters Score -552790.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -552815.562500 Penalty: 4175.017090 Iteration 26Q: 3 clusters Score -552815.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -552835.250000 Penalty: 4175.017090 Iteration 27Q: 3 clusters Score -552835.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -552853.437500 Penalty: 4175.017090 Iteration 28Q: 3 clusters Score -552853.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -552866.062500 Penalty: 4175.017090 Iteration 29Q: 3 clusters Score -552866.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -552873.125000 Penalty: 4175.017090 Iteration 30Q: 3 clusters Score -552873.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -552878.750000 Penalty: 4175.017090 Iteration 31Q: 3 clusters Score -552878.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -552881.375000 Penalty: 4175.017090 Iteration 32Q: 3 clusters Score -552881.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -552884.750000 Penalty: 4175.017090 Iteration 33Q: 3 clusters Score -552884.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -552886.062500 Penalty: 4175.017090 Iteration 34Q: 3 clusters Score -552886.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -552886.812500 Penalty: 4175.017090 Iteration 35Q: 3 clusters Score -552886.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -552889.000000 Penalty: 4175.017090 Iteration 36Q: 3 clusters Score -552889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -552889.125000 Penalty: 4175.017090 Iteration 37Q: 3 clusters Score -552889.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -552889.125000 Penalty: 4175.017090 Iteration 38F: 3 clusters Score -552889.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (64272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64272 members Entering Unmasked Estep Score: -7905351.000000 Penalty: 2745.577881 Iteration 0F: 2 clusters Score -7905351 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32245 members Mstep: Class 2 contains 32027 members Entering Unmasked Estep Score: -7862447.500000 Penalty: 5491.155762 Iteration 0F: 3 clusters Score -7862448 nChanged 29778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33287 members Mstep: Class 2 contains 30985 members Entering Unmasked Estep Score: -7878744.000000 Penalty: 5491.155762 Iteration 1F: 3 clusters Score -7878744 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34230 members Mstep: Class 2 contains 30042 members Entering Unmasked Estep Score: -7879551.000000 Penalty: 5491.155762 Iteration 2Q: 3 clusters Score -7879551 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35684 members Mstep: Class 2 contains 28588 members Entering Unmasked Estep Score: -7880773.500000 Penalty: 5491.155762 Iteration 3Q: 3 clusters Score -7880774 nChanged 3510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37894 members Mstep: Class 2 contains 26378 members Entering Unmasked Estep Score: -7882561.000000 Penalty: 5491.155762 Iteration 4F: 3 clusters Score -7882561 nChanged 4369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40927 members Mstep: Class 2 contains 23345 members Entering Unmasked Estep Score: -7885417.500000 Penalty: 5491.155762 Iteration 5F: 3 clusters Score -7885418 nChanged 4964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44547 members Mstep: Class 2 contains 19725 members Entering Unmasked Estep Score: -7888826.500000 Penalty: 5491.155762 Iteration 6F: 3 clusters Score -7888826 nChanged 4746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48237 members Mstep: Class 2 contains 16035 members Entering Unmasked Estep Score: -7892226.000000 Penalty: 5491.155762 Iteration 7F: 3 clusters Score -7892226 nChanged 3984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51545 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -7894876.000000 Penalty: 5491.155762 Iteration 8F: 3 clusters Score -7894876 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54362 members Mstep: Class 2 contains 9910 members Entering Unmasked Estep Score: -7896901.000000 Penalty: 5491.155762 Iteration 9Q: 3 clusters Score -7896901 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56690 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -7898462.000000 Penalty: 5491.155762 Iteration 10Q: 3 clusters Score -7898462 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58606 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -7899725.500000 Penalty: 5491.155762 Iteration 11Q: 3 clusters Score -7899726 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60093 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -7900777.500000 Penalty: 5491.155762 Iteration 12Q: 3 clusters Score -7900778 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61226 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -7901555.000000 Penalty: 5491.155762 Iteration 13Q: 3 clusters Score -7901555 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62029 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -7902063.000000 Penalty: 5491.155762 Iteration 14Q: 3 clusters Score -7902063 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62571 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -7902450.500000 Penalty: 5491.155762 Iteration 15Q: 3 clusters Score -7902450 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62936 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -7902655.500000 Penalty: 5491.155762 Iteration 16Q: 3 clusters Score -7902656 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63169 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -7902807.000000 Penalty: 5491.155762 Iteration 17Q: 3 clusters Score -7902807 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63315 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -7902882.000000 Penalty: 5491.155762 Iteration 18Q: 3 clusters Score -7902882 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63412 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -7902945.000000 Penalty: 5491.155762 Iteration 19Q: 3 clusters Score -7902945 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63481 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -7902999.000000 Penalty: 5491.155762 Iteration 20F: 3 clusters Score -7902999 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63523 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -7903034.500000 Penalty: 5491.155762 Iteration 21Q: 3 clusters Score -7903034 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63563 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -7903070.000000 Penalty: 5491.155762 Iteration 22Q: 3 clusters Score -7903070 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63592 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -7903094.500000 Penalty: 5491.155762 Iteration 23Q: 3 clusters Score -7903094 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63610 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -7903098.500000 Penalty: 5491.155762 Iteration 24Q: 3 clusters Score -7903098 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63618 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -7903110.500000 Penalty: 5491.155762 Iteration 25Q: 3 clusters Score -7903110 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63631 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -7903125.000000 Penalty: 5491.155762 Iteration 26Q: 3 clusters Score -7903125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63640 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -7903126.500000 Penalty: 5491.155762 Iteration 27Q: 3 clusters Score -7903126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63650 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -7903151.500000 Penalty: 5491.155762 Iteration 28Q: 3 clusters Score -7903152 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63661 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -7903160.500000 Penalty: 5491.155762 Iteration 29Q: 3 clusters Score -7903160 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63672 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -7903165.500000 Penalty: 5491.155762 Iteration 30Q: 3 clusters Score -7903166 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63681 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -7903191.000000 Penalty: 5491.155762 Iteration 31Q: 3 clusters Score -7903191 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63694 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -7903191.500000 Penalty: 5491.155762 Iteration 32Q: 3 clusters Score -7903192 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63703 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -7903190.000000 Penalty: 5491.155762 Iteration 33Q: 3 clusters Score -7903190 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63709 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -7903189.500000 Penalty: 5491.155762 Iteration 34Q: 3 clusters Score -7903190 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63713 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -7903192.500000 Penalty: 5491.155762 Iteration 35Q: 3 clusters Score -7903192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63718 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -7903208.000000 Penalty: 5491.155762 Iteration 36Q: 3 clusters Score -7903208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63722 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -7903200.000000 Penalty: 5491.155762 Iteration 37Q: 3 clusters Score -7903200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63725 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -7903206.000000 Penalty: 5491.155762 Iteration 38Q: 3 clusters Score -7903206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63728 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -7903206.500000 Penalty: 5491.155762 Iteration 39Q: 3 clusters Score -7903206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63732 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -7903200.500000 Penalty: 5491.155762 Iteration 40F: 3 clusters Score -7903200 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63736 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -7903209.000000 Penalty: 5491.155762 Iteration 41Q: 3 clusters Score -7903209 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63737 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -7903204.500000 Penalty: 5491.155762 Iteration 42Q: 3 clusters Score -7903204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63738 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -7903206.000000 Penalty: 5491.155762 Iteration 43Q: 3 clusters Score -7903206 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63738 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -7903206.000000 Penalty: 5491.155762 Iteration 44F: 3 clusters Score -7903206 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (157447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157447 members Entering Unmasked Estep Score: -19654454.000000 Penalty: 2967.777344 Iteration 0F: 2 clusters Score -1.965445e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78877 members Mstep: Class 2 contains 78570 members Entering Unmasked Estep Score: -19551008.000000 Penalty: 5935.554688 Iteration 0F: 3 clusters Score -1.955101e+07 nChanged 75315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81864 members Mstep: Class 2 contains 75583 members Entering Unmasked Estep Score: -19594640.000000 Penalty: 5935.554688 Iteration 1F: 3 clusters Score -1.959464e+07 nChanged 5001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83743 members Mstep: Class 2 contains 73704 members Entering Unmasked Estep Score: -19595744.000000 Penalty: 5935.554688 Iteration 2Q: 3 clusters Score -1.959574e+07 nChanged 5472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86633 members Mstep: Class 2 contains 70814 members Entering Unmasked Estep Score: -19597050.000000 Penalty: 5935.554688 Iteration 3Q: 3 clusters Score -1.959705e+07 nChanged 6334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90969 members Mstep: Class 2 contains 66478 members Entering Unmasked Estep Score: -19599346.000000 Penalty: 5935.554688 Iteration 4Q: 3 clusters Score -1.959935e+07 nChanged 7908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97387 members Mstep: Class 2 contains 60060 members Entering Unmasked Estep Score: -19602944.000000 Penalty: 5935.554688 Iteration 5F: 3 clusters Score -1.960294e+07 nChanged 9658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106079 members Mstep: Class 2 contains 51368 members Entering Unmasked Estep Score: -19608712.000000 Penalty: 5935.554688 Iteration 6F: 3 clusters Score -1.960871e+07 nChanged 11299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116768 members Mstep: Class 2 contains 40679 members Entering Unmasked Estep Score: -19616834.000000 Penalty: 5935.554688 Iteration 7F: 3 clusters Score -1.961683e+07 nChanged 11703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128167 members Mstep: Class 2 contains 29280 members Entering Unmasked Estep Score: -19626488.000000 Penalty: 5935.554688 Iteration 8F: 3 clusters Score -1.962649e+07 nChanged 10374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138405 members Mstep: Class 2 contains 19042 members Entering Unmasked Estep Score: -19635626.000000 Penalty: 5935.554688 Iteration 9F: 3 clusters Score -1.963563e+07 nChanged 7778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146139 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -19642420.000000 Penalty: 5935.554688 Iteration 10Q: 3 clusters Score -1.964242e+07 nChanged 4989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151118 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -19646954.000000 Penalty: 5935.554688 Iteration 11Q: 3 clusters Score -1.964695e+07 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154038 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -19649390.000000 Penalty: 5935.554688 Iteration 12Q: 3 clusters Score -1.964939e+07 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155580 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -19650630.000000 Penalty: 5935.554688 Iteration 13Q: 3 clusters Score -1.965063e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156286 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -19651152.000000 Penalty: 5935.554688 Iteration 14Q: 3 clusters Score -1.965115e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156637 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -19651470.000000 Penalty: 5935.554688 Iteration 15Q: 3 clusters Score -1.965147e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156823 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -19651618.000000 Penalty: 5935.554688 Iteration 16Q: 3 clusters Score -1.965162e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156920 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -19651748.000000 Penalty: 5935.554688 Iteration 17Q: 3 clusters Score -1.965175e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156969 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -19651784.000000 Penalty: 5935.554688 Iteration 18Q: 3 clusters Score -1.965178e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157002 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -19651802.000000 Penalty: 5935.554688 Iteration 19Q: 3 clusters Score -1.96518e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157015 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -19651814.000000 Penalty: 5935.554688 Iteration 20F: 3 clusters Score -1.965181e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157025 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -19651806.000000 Penalty: 5935.554688 Iteration 21Q: 3 clusters Score -1.965181e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157034 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -19651828.000000 Penalty: 5935.554688 Iteration 22Q: 3 clusters Score -1.965183e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157041 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -19651826.000000 Penalty: 5935.554688 Iteration 23Q: 3 clusters Score -1.965183e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157048 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -19651846.000000 Penalty: 5935.554688 Iteration 24Q: 3 clusters Score -1.965185e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157054 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -19651844.000000 Penalty: 5935.554688 Iteration 25Q: 3 clusters Score -1.965184e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157062 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19651848.000000 Penalty: 5935.554688 Iteration 26Q: 3 clusters Score -1.965185e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157067 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19651846.000000 Penalty: 5935.554688 Iteration 27Q: 3 clusters Score -1.965185e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157070 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19651848.000000 Penalty: 5935.554688 Iteration 28Q: 3 clusters Score -1.965185e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157069 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -19651850.000000 Penalty: 5935.554688 Iteration 29Q: 3 clusters Score -1.965185e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157069 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -19651850.000000 Penalty: 5935.554688 Iteration 30F: 3 clusters Score -1.965185e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -63742.578125 Penalty: 1592.562378 Iteration 0F: 2 clusters Score -63742.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -62155.292969 Penalty: 3185.124756 Iteration 0F: 3 clusters Score -62155.29 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -62401.109375 Penalty: 3185.124756 Iteration 1F: 3 clusters Score -62401.11 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -62533.378906 Penalty: 3185.124756 Iteration 2F: 3 clusters Score -62533.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -62667.847656 Penalty: 3185.124756 Iteration 3F: 3 clusters Score -62667.85 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -62811.500000 Penalty: 3185.124756 Iteration 4F: 3 clusters Score -62811.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -62983.480469 Penalty: 3185.124756 Iteration 5F: 3 clusters Score -62983.48 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -63295.437500 Penalty: 3185.124756 Iteration 6F: 3 clusters Score -63295.44 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -63595.117188 Penalty: 3185.124756 Iteration 7Q: 3 clusters Score -63595.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -63739.476562 Penalty: 3185.124756 Iteration 8Q: 3 clusters Score -63739.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -63816.578125 Penalty: 3185.124756 Iteration 9Q: 3 clusters Score -63816.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -63873.347656 Penalty: 3185.124756 Iteration 10Q: 3 clusters Score -63873.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -63925.351562 Penalty: 3185.124756 Iteration 11Q: 3 clusters Score -63925.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -63946.054688 Penalty: 3185.124756 Iteration 12Q: 3 clusters Score -63946.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -63971.121094 Penalty: 3185.124756 Iteration 13Q: 3 clusters Score -63971.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -63971.121094 Penalty: 3185.124756 Iteration 14F: 3 clusters Score -63971.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 44493 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23802 members Mstep: Class 5 contains 12569 members Mstep: Class 6 contains 11727 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5722 members Mstep: Class 9 contains 8526 members Mstep: Class 10 contains 238 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64272 members Mstep: Class 15 contains 157447 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 10967 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7298 members Mstep: Class 20 contains 13933 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1974 members Mstep: Class 23 contains 41755 members Entering Unmasked Estep Score: -52020908.000000 Penalty: 70805.890625 Splitting cluster 16 changes total score from -52022336.000000 to -52020908.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (10967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Entering Unmasked Estep Score: -1305088.750000 Penalty: 2307.056152 Iteration 0F: 2 clusters Score -1305089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1296769.250000 Penalty: 4614.112305 Iteration 0F: 3 clusters Score -1296769 nChanged 4621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1299184.000000 Penalty: 4614.112305 Iteration 1F: 3 clusters Score -1299184 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1299447.125000 Penalty: 4614.112305 Iteration 2F: 3 clusters Score -1299447 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -1299659.375000 Penalty: 4614.112305 Iteration 3Q: 3 clusters Score -1299659 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1299918.125000 Penalty: 4614.112305 Iteration 4Q: 3 clusters Score -1299918 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1300182.375000 Penalty: 4614.112305 Iteration 5Q: 3 clusters Score -1300182 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1300493.750000 Penalty: 4614.112305 Iteration 6Q: 3 clusters Score -1300494 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1300811.875000 Penalty: 4614.112305 Iteration 7Q: 3 clusters Score -1300812 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -1301128.875000 Penalty: 4614.112305 Iteration 8Q: 3 clusters Score -1301129 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1301389.625000 Penalty: 4614.112305 Iteration 9Q: 3 clusters Score -1301390 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1301662.875000 Penalty: 4614.112305 Iteration 10Q: 3 clusters Score -1301663 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -1301874.750000 Penalty: 4614.112305 Iteration 11Q: 3 clusters Score -1301875 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -1302068.000000 Penalty: 4614.112305 Iteration 12Q: 3 clusters Score -1302068 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -1302268.000000 Penalty: 4614.112305 Iteration 13Q: 3 clusters Score -1302268 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -1302472.000000 Penalty: 4614.112305 Iteration 14Q: 3 clusters Score -1302472 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -1302673.125000 Penalty: 4614.112305 Iteration 15Q: 3 clusters Score -1302673 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -1302836.375000 Penalty: 4614.112305 Iteration 16Q: 3 clusters Score -1302836 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -1302982.000000 Penalty: 4614.112305 Iteration 17Q: 3 clusters Score -1302982 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1303116.875000 Penalty: 4614.112305 Iteration 18Q: 3 clusters Score -1303117 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -1303232.375000 Penalty: 4614.112305 Iteration 19Q: 3 clusters Score -1303232 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -1303353.250000 Penalty: 4614.112305 Iteration 20F: 3 clusters Score -1303353 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -1303471.000000 Penalty: 4614.112305 Iteration 21Q: 3 clusters Score -1303471 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -1303580.000000 Penalty: 4614.112305 Iteration 22Q: 3 clusters Score -1303580 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -1303674.625000 Penalty: 4614.112305 Iteration 23Q: 3 clusters Score -1303675 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -1303735.750000 Penalty: 4614.112305 Iteration 24Q: 3 clusters Score -1303736 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -1303776.250000 Penalty: 4614.112305 Iteration 25Q: 3 clusters Score -1303776 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -1303805.500000 Penalty: 4614.112305 Iteration 26Q: 3 clusters Score -1303806 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -1303814.625000 Penalty: 4614.112305 Iteration 27Q: 3 clusters Score -1303815 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -1303822.875000 Penalty: 4614.112305 Iteration 28Q: 3 clusters Score -1303823 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -1303830.375000 Penalty: 4614.112305 Iteration 29Q: 3 clusters Score -1303830 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -1303836.500000 Penalty: 4614.112305 Iteration 30Q: 3 clusters Score -1303836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -1303842.625000 Penalty: 4614.112305 Iteration 31Q: 3 clusters Score -1303843 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -1303850.250000 Penalty: 4614.112305 Iteration 32Q: 3 clusters Score -1303850 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 9608 members Entering Unmasked Estep Score: -1303859.750000 Penalty: 4614.112305 Iteration 33Q: 3 clusters Score -1303860 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1303864.250000 Penalty: 4614.112305 Iteration 34Q: 3 clusters Score -1303864 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -1303871.875000 Penalty: 4614.112305 Iteration 35Q: 3 clusters Score -1303872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -1303869.875000 Penalty: 4614.112305 Iteration 36Q: 3 clusters Score -1303870 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -1303872.625000 Penalty: 4614.112305 Iteration 37Q: 3 clusters Score -1303873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -1303873.750000 Penalty: 4614.112305 Iteration 38Q: 3 clusters Score -1303874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1303873.125000 Penalty: 4614.112305 Iteration 39Q: 3 clusters Score -1303873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1303873.125000 Penalty: 4614.112305 Iteration 40F: 3 clusters Score -1303873 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Entering Unmasked Estep Score: -130936.210938 Penalty: 1755.846558 Iteration 0F: 2 clusters Score -130936.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -129030.562500 Penalty: 3511.693115 Iteration 0F: 3 clusters Score -129030.6 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -129985.476562 Penalty: 3511.693115 Iteration 1F: 3 clusters Score -129985.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -130817.710938 Penalty: 3511.693115 Iteration 2F: 3 clusters Score -130817.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -131601.734375 Penalty: 3511.693115 Iteration 3F: 3 clusters Score -131601.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -131992.109375 Penalty: 3511.693115 Iteration 4F: 3 clusters Score -131992.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -132112.171875 Penalty: 3511.693115 Iteration 5Q: 3 clusters Score -132112.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -132165.343750 Penalty: 3511.693115 Iteration 6Q: 3 clusters Score -132165.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -132208.906250 Penalty: 3511.693115 Iteration 7Q: 3 clusters Score -132208.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -132227.468750 Penalty: 3511.693115 Iteration 8Q: 3 clusters Score -132227.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -132236.437500 Penalty: 3511.693115 Iteration 9Q: 3 clusters Score -132236.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -132237.250000 Penalty: 3511.693115 Iteration 10Q: 3 clusters Score -132237.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -132239.687500 Penalty: 3511.693115 Iteration 11F: 3 clusters Score -132239.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -132245.781250 Penalty: 3511.693115 Iteration 12Q: 3 clusters Score -132245.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -132246.718750 Penalty: 3511.693115 Iteration 13Q: 3 clusters Score -132246.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -132246.718750 Penalty: 3511.693115 Iteration 14F: 3 clusters Score -132246.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 44493 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23802 members Mstep: Class 5 contains 12569 members Mstep: Class 6 contains 11727 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5722 members Mstep: Class 9 contains 8526 members Mstep: Class 10 contains 734 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64272 members Mstep: Class 15 contains 157447 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10967 members Mstep: Class 18 contains 454 members Mstep: Class 19 contains 7298 members Mstep: Class 20 contains 13933 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1974 members Mstep: Class 23 contains 41755 members Entering Unmasked Estep Score: -52022224.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52022336.000000 to -52022224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (7298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Entering Unmasked Estep Score: -852384.687500 Penalty: 2206.048096 Iteration 0F: 2 clusters Score -852384.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -846423.937500 Penalty: 4412.096191 Iteration 0F: 3 clusters Score -846423.9 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -848042.562500 Penalty: 4412.096191 Iteration 1F: 3 clusters Score -848042.6 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -848338.437500 Penalty: 4412.096191 Iteration 2F: 3 clusters Score -848338.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -848564.125000 Penalty: 4412.096191 Iteration 3F: 3 clusters Score -848564.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -848769.687500 Penalty: 4412.096191 Iteration 4Q: 3 clusters Score -848769.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -848961.562500 Penalty: 4412.096191 Iteration 5Q: 3 clusters Score -848961.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -849130.750000 Penalty: 4412.096191 Iteration 6Q: 3 clusters Score -849130.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -849335.500000 Penalty: 4412.096191 Iteration 7Q: 3 clusters Score -849335.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -849597.375000 Penalty: 4412.096191 Iteration 8Q: 3 clusters Score -849597.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -849909.500000 Penalty: 4412.096191 Iteration 9Q: 3 clusters Score -849909.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -850323.875000 Penalty: 4412.096191 Iteration 10F: 3 clusters Score -850323.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -850661.437500 Penalty: 4412.096191 Iteration 11Q: 3 clusters Score -850661.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -850912.062500 Penalty: 4412.096191 Iteration 12Q: 3 clusters Score -850912.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -851063.312500 Penalty: 4412.096191 Iteration 13Q: 3 clusters Score -851063.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -851155.375000 Penalty: 4412.096191 Iteration 14Q: 3 clusters Score -851155.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -851211.062500 Penalty: 4412.096191 Iteration 15Q: 3 clusters Score -851211.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -851237.062500 Penalty: 4412.096191 Iteration 16Q: 3 clusters Score -851237.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -851262.125000 Penalty: 4412.096191 Iteration 17Q: 3 clusters Score -851262.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -851279.312500 Penalty: 4412.096191 Iteration 18Q: 3 clusters Score -851279.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -851298.375000 Penalty: 4412.096191 Iteration 19Q: 3 clusters Score -851298.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -851311.625000 Penalty: 4412.096191 Iteration 20F: 3 clusters Score -851311.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -851325.625000 Penalty: 4412.096191 Iteration 21Q: 3 clusters Score -851325.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -851330.250000 Penalty: 4412.096191 Iteration 22Q: 3 clusters Score -851330.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -851336.812500 Penalty: 4412.096191 Iteration 23Q: 3 clusters Score -851336.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -851343.062500 Penalty: 4412.096191 Iteration 24Q: 3 clusters Score -851343.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -851348.812500 Penalty: 4412.096191 Iteration 25Q: 3 clusters Score -851348.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -851349.000000 Penalty: 4412.096191 Iteration 26Q: 3 clusters Score -851349 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -851350.687500 Penalty: 4412.096191 Iteration 27Q: 3 clusters Score -851350.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -851350.812500 Penalty: 4412.096191 Iteration 28Q: 3 clusters Score -851350.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -851351.812500 Penalty: 4412.096191 Iteration 29Q: 3 clusters Score -851351.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -851351.250000 Penalty: 4412.096191 Iteration 30Q: 3 clusters Score -851351.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -851351.250000 Penalty: 4412.096191 Iteration 31F: 3 clusters Score -851351.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (13933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13933 members Entering Unmasked Estep Score: -1624852.250000 Penalty: 2366.419678 Iteration 0F: 2 clusters Score -1624852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1614601.125000 Penalty: 4732.839355 Iteration 0F: 3 clusters Score -1614601 nChanged 6059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -1617871.625000 Penalty: 4732.839355 Iteration 1F: 3 clusters Score -1617872 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1618225.750000 Penalty: 4732.839355 Iteration 2F: 3 clusters Score -1618226 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -1618574.250000 Penalty: 4732.839355 Iteration 3F: 3 clusters Score -1618574 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -1618963.625000 Penalty: 4732.839355 Iteration 4Q: 3 clusters Score -1618964 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 8436 members Entering Unmasked Estep Score: -1619511.250000 Penalty: 4732.839355 Iteration 5F: 3 clusters Score -1619511 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1620257.250000 Penalty: 4732.839355 Iteration 6F: 3 clusters Score -1620257 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -1621049.000000 Penalty: 4732.839355 Iteration 7F: 3 clusters Score -1621049 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -1621762.875000 Penalty: 4732.839355 Iteration 8F: 3 clusters Score -1621763 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -1622428.625000 Penalty: 4732.839355 Iteration 9F: 3 clusters Score -1622429 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -1622940.250000 Penalty: 4732.839355 Iteration 10Q: 3 clusters Score -1622940 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -1623236.250000 Penalty: 4732.839355 Iteration 11Q: 3 clusters Score -1623236 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -1623415.500000 Penalty: 4732.839355 Iteration 12Q: 3 clusters Score -1623416 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 11165 members Entering Unmasked Estep Score: -1623513.875000 Penalty: 4732.839355 Iteration 13Q: 3 clusters Score -1623514 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -1623584.500000 Penalty: 4732.839355 Iteration 14Q: 3 clusters Score -1623584 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -1623636.375000 Penalty: 4732.839355 Iteration 15Q: 3 clusters Score -1623636 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1623667.750000 Penalty: 4732.839355 Iteration 16Q: 3 clusters Score -1623668 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -1623686.750000 Penalty: 4732.839355 Iteration 17Q: 3 clusters Score -1623687 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -1623714.125000 Penalty: 4732.839355 Iteration 18Q: 3 clusters Score -1623714 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 11564 members Entering Unmasked Estep Score: -1623724.500000 Penalty: 4732.839355 Iteration 19Q: 3 clusters Score -1623724 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -1623746.500000 Penalty: 4732.839355 Iteration 20F: 3 clusters Score -1623746 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1623761.125000 Penalty: 4732.839355 Iteration 21Q: 3 clusters Score -1623761 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -1623769.125000 Penalty: 4732.839355 Iteration 22Q: 3 clusters Score -1623769 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -1623780.000000 Penalty: 4732.839355 Iteration 23Q: 3 clusters Score -1623780 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -1623783.000000 Penalty: 4732.839355 Iteration 24Q: 3 clusters Score -1623783 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -1623787.000000 Penalty: 4732.839355 Iteration 25Q: 3 clusters Score -1623787 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1623795.875000 Penalty: 4732.839355 Iteration 26Q: 3 clusters Score -1623796 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -1623795.375000 Penalty: 4732.839355 Iteration 27Q: 3 clusters Score -1623795 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -1623800.375000 Penalty: 4732.839355 Iteration 28Q: 3 clusters Score -1623800 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -1623807.250000 Penalty: 4732.839355 Iteration 29Q: 3 clusters Score -1623807 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -1623806.750000 Penalty: 4732.839355 Iteration 30Q: 3 clusters Score -1623807 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1623808.750000 Penalty: 4732.839355 Iteration 31Q: 3 clusters Score -1623809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -1623808.750000 Penalty: 4732.839355 Iteration 32Q: 3 clusters Score -1623809 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1623815.375000 Penalty: 4732.839355 Iteration 33Q: 3 clusters Score -1623815 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -1623816.000000 Penalty: 4732.839355 Iteration 34Q: 3 clusters Score -1623816 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -1623821.625000 Penalty: 4732.839355 Iteration 35Q: 3 clusters Score -1623822 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -1623824.000000 Penalty: 4732.839355 Iteration 36Q: 3 clusters Score -1623824 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -1623826.625000 Penalty: 4732.839355 Iteration 37Q: 3 clusters Score -1623827 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -1623829.625000 Penalty: 4732.839355 Iteration 38Q: 3 clusters Score -1623830 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -1623830.750000 Penalty: 4732.839355 Iteration 39Q: 3 clusters Score -1623831 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -1623831.500000 Penalty: 4732.839355 Iteration 40F: 3 clusters Score -1623832 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -1623841.250000 Penalty: 4732.839355 Iteration 41Q: 3 clusters Score -1623841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 11938 members Entering Unmasked Estep Score: -1623839.875000 Penalty: 4732.839355 Iteration 42Q: 3 clusters Score -1623840 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1623840.625000 Penalty: 4732.839355 Iteration 43Q: 3 clusters Score -1623841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -1623839.375000 Penalty: 4732.839355 Iteration 44Q: 3 clusters Score -1623839 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -1623840.875000 Penalty: 4732.839355 Iteration 45Q: 3 clusters Score -1623841 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -1623842.750000 Penalty: 4732.839355 Iteration 46Q: 3 clusters Score -1623843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -1623843.875000 Penalty: 4732.839355 Iteration 47Q: 3 clusters Score -1623844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -1623845.375000 Penalty: 4732.839355 Iteration 48Q: 3 clusters Score -1623845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -1623844.625000 Penalty: 4732.839355 Iteration 49Q: 3 clusters Score -1623845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -1623846.000000 Penalty: 4732.839355 Iteration 50Q: 3 clusters Score -1623846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -1623845.125000 Penalty: 4732.839355 Iteration 51Q: 3 clusters Score -1623845 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 11962 members Entering Unmasked Estep Score: -1623847.125000 Penalty: 4732.839355 Iteration 52Q: 3 clusters Score -1623847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -1623846.375000 Penalty: 4732.839355 Iteration 53Q: 3 clusters Score -1623846 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 11969 members Entering Unmasked Estep Score: -1623846.750000 Penalty: 4732.839355 Iteration 54Q: 3 clusters Score -1623847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -1623845.375000 Penalty: 4732.839355 Iteration 55Q: 3 clusters Score -1623845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 11969 members Entering Unmasked Estep Score: -1623848.500000 Penalty: 4732.839355 Iteration 56Q: 3 clusters Score -1623848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -1623847.750000 Penalty: 4732.839355 Iteration 57Q: 3 clusters Score -1623848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -1623846.000000 Penalty: 4732.839355 Iteration 58Q: 3 clusters Score -1623846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 11973 members Entering Unmasked Estep Score: -1623847.875000 Penalty: 4732.839355 Iteration 59Q: 3 clusters Score -1623848 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1623850.125000 Penalty: 4732.839355 Iteration 60F: 3 clusters Score -1623850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -1623852.250000 Penalty: 4732.839355 Iteration 61Q: 3 clusters Score -1623852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -1623850.625000 Penalty: 4732.839355 Iteration 62Q: 3 clusters Score -1623851 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -1623850.625000 Penalty: 4732.839355 Iteration 63F: 3 clusters Score -1623851 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -91874.703125 Penalty: 1656.228760 Iteration 0F: 2 clusters Score -91874.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -90118.898438 Penalty: 3312.457520 Iteration 0F: 3 clusters Score -90118.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90389.945312 Penalty: 3312.457520 Iteration 1F: 3 clusters Score -90389.95 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -90469.203125 Penalty: 3312.457520 Iteration 2F: 3 clusters Score -90469.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -90512.015625 Penalty: 3312.457520 Iteration 3Q: 3 clusters Score -90512.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -90548.367188 Penalty: 3312.457520 Iteration 4Q: 3 clusters Score -90548.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -90575.554688 Penalty: 3312.457520 Iteration 5Q: 3 clusters Score -90575.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90597.882812 Penalty: 3312.457520 Iteration 6Q: 3 clusters Score -90597.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90606.195312 Penalty: 3312.457520 Iteration 7Q: 3 clusters Score -90606.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90610.242188 Penalty: 3312.457520 Iteration 8Q: 3 clusters Score -90610.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -90616.343750 Penalty: 3312.457520 Iteration 9Q: 3 clusters Score -90616.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -90619.414062 Penalty: 3312.457520 Iteration 10Q: 3 clusters Score -90619.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -90625.312500 Penalty: 3312.457520 Iteration 11Q: 3 clusters Score -90625.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -90632.648438 Penalty: 3312.457520 Iteration 12Q: 3 clusters Score -90632.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -90637.039062 Penalty: 3312.457520 Iteration 13Q: 3 clusters Score -90637.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -90641.460938 Penalty: 3312.457520 Iteration 14Q: 3 clusters Score -90641.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90649.984375 Penalty: 3312.457520 Iteration 15Q: 3 clusters Score -90649.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90660.953125 Penalty: 3312.457520 Iteration 16Q: 3 clusters Score -90660.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90685.140625 Penalty: 3312.457520 Iteration 17Q: 3 clusters Score -90685.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -90756.867188 Penalty: 3312.457520 Iteration 18Q: 3 clusters Score -90756.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -90807.398438 Penalty: 3312.457520 Iteration 19Q: 3 clusters Score -90807.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -90857.132812 Penalty: 3312.457520 Iteration 20F: 3 clusters Score -90857.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -90922.234375 Penalty: 3312.457520 Iteration 21Q: 3 clusters Score -90922.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -90992.382812 Penalty: 3312.457520 Iteration 22Q: 3 clusters Score -90992.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -91115.187500 Penalty: 3312.457520 Iteration 23Q: 3 clusters Score -91115.19 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -91673.117188 Penalty: 3312.457520 Iteration 24F: 3 clusters Score -91673.12 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -92226.632812 Penalty: 3312.457520 Iteration 25F: 3 clusters Score -92226.63 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -92402.234375 Penalty: 3312.457520 Iteration 26Q: 3 clusters Score -92402.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -92507.859375 Penalty: 3312.457520 Iteration 27Q: 3 clusters Score -92507.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -92593.859375 Penalty: 3312.457520 Iteration 28Q: 3 clusters Score -92593.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -92618.328125 Penalty: 3312.457520 Iteration 29Q: 3 clusters Score -92618.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -92650.664062 Penalty: 3312.457520 Iteration 30Q: 3 clusters Score -92650.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -92672.953125 Penalty: 3312.457520 Iteration 31Q: 3 clusters Score -92672.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -92672.953125 Penalty: 3312.457520 Iteration 32F: 3 clusters Score -92672.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 44493 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23802 members Mstep: Class 5 contains 12569 members Mstep: Class 6 contains 11727 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5722 members Mstep: Class 9 contains 8526 members Mstep: Class 10 contains 242 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64272 members Mstep: Class 15 contains 157447 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10967 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7298 members Mstep: Class 20 contains 13933 members Mstep: Class 21 contains 553 members Mstep: Class 22 contains 1974 members Mstep: Class 23 contains 41755 members Entering Unmasked Estep Score: -52021592.000000 Penalty: 70805.890625 Splitting cluster 21 changes total score from -52022336.000000 to -52021592.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (1974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Entering Unmasked Estep Score: -221585.609375 Penalty: 1881.778687 Iteration 0F: 2 clusters Score -221585.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -219077.015625 Penalty: 3763.557373 Iteration 0F: 3 clusters Score -219077 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -219559.187500 Penalty: 3763.557373 Iteration 1F: 3 clusters Score -219559.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -219685.937500 Penalty: 3763.557373 Iteration 2F: 3 clusters Score -219685.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -219755.453125 Penalty: 3763.557373 Iteration 3Q: 3 clusters Score -219755.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -219809.531250 Penalty: 3763.557373 Iteration 4Q: 3 clusters Score -219809.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -219844.046875 Penalty: 3763.557373 Iteration 5Q: 3 clusters Score -219844 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -219873.781250 Penalty: 3763.557373 Iteration 6Q: 3 clusters Score -219873.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -219898.578125 Penalty: 3763.557373 Iteration 7Q: 3 clusters Score -219898.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -219923.031250 Penalty: 3763.557373 Iteration 8Q: 3 clusters Score -219923 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -219942.859375 Penalty: 3763.557373 Iteration 9Q: 3 clusters Score -219942.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -219960.593750 Penalty: 3763.557373 Iteration 10Q: 3 clusters Score -219960.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -219976.000000 Penalty: 3763.557373 Iteration 11Q: 3 clusters Score -219976 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -219989.546875 Penalty: 3763.557373 Iteration 12Q: 3 clusters Score -219989.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -220002.875000 Penalty: 3763.557373 Iteration 13Q: 3 clusters Score -220002.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -220018.078125 Penalty: 3763.557373 Iteration 14Q: 3 clusters Score -220018.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -220024.687500 Penalty: 3763.557373 Iteration 15Q: 3 clusters Score -220024.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -220026.640625 Penalty: 3763.557373 Iteration 16Q: 3 clusters Score -220026.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -220028.265625 Penalty: 3763.557373 Iteration 17Q: 3 clusters Score -220028.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -220030.078125 Penalty: 3763.557373 Iteration 18Q: 3 clusters Score -220030.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -220033.046875 Penalty: 3763.557373 Iteration 19Q: 3 clusters Score -220033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -220035.265625 Penalty: 3763.557373 Iteration 20F: 3 clusters Score -220035.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -220037.703125 Penalty: 3763.557373 Iteration 21Q: 3 clusters Score -220037.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -220040.062500 Penalty: 3763.557373 Iteration 22Q: 3 clusters Score -220040.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -220042.250000 Penalty: 3763.557373 Iteration 23Q: 3 clusters Score -220042.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -220044.562500 Penalty: 3763.557373 Iteration 24Q: 3 clusters Score -220044.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -220046.343750 Penalty: 3763.557373 Iteration 25Q: 3 clusters Score -220046.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -220047.796875 Penalty: 3763.557373 Iteration 26Q: 3 clusters Score -220047.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -220048.437500 Penalty: 3763.557373 Iteration 27Q: 3 clusters Score -220048.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -220048.437500 Penalty: 3763.557373 Iteration 28F: 3 clusters Score -220048.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (41755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41755 members Entering Unmasked Estep Score: -5150542.500000 Penalty: 2638.614258 Iteration 0F: 2 clusters Score -5150542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 20846 members Entering Unmasked Estep Score: -5122089.000000 Penalty: 5277.228516 Iteration 0F: 3 clusters Score -5122089 nChanged 19191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21828 members Mstep: Class 2 contains 19927 members Entering Unmasked Estep Score: -5132623.000000 Penalty: 5277.228516 Iteration 1F: 3 clusters Score -5132623 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22416 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -5133337.500000 Penalty: 5277.228516 Iteration 2Q: 3 clusters Score -5133338 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23273 members Mstep: Class 2 contains 18482 members Entering Unmasked Estep Score: -5134296.500000 Penalty: 5277.228516 Iteration 3Q: 3 clusters Score -5134296 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24462 members Mstep: Class 2 contains 17293 members Entering Unmasked Estep Score: -5135515.500000 Penalty: 5277.228516 Iteration 4F: 3 clusters Score -5135516 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25852 members Mstep: Class 2 contains 15903 members Entering Unmasked Estep Score: -5137038.500000 Penalty: 5277.228516 Iteration 5F: 3 clusters Score -5137038 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27464 members Mstep: Class 2 contains 14291 members Entering Unmasked Estep Score: -5138664.500000 Penalty: 5277.228516 Iteration 6F: 3 clusters Score -5138664 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29071 members Mstep: Class 2 contains 12684 members Entering Unmasked Estep Score: -5140218.500000 Penalty: 5277.228516 Iteration 7F: 3 clusters Score -5140218 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30558 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -5141565.500000 Penalty: 5277.228516 Iteration 8F: 3 clusters Score -5141566 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31992 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -5142870.500000 Penalty: 5277.228516 Iteration 9Q: 3 clusters Score -5142870 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33279 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -5143984.500000 Penalty: 5277.228516 Iteration 10Q: 3 clusters Score -5143984 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34284 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -5144907.500000 Penalty: 5277.228516 Iteration 11Q: 3 clusters Score -5144908 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35078 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -5145595.000000 Penalty: 5277.228516 Iteration 12Q: 3 clusters Score -5145595 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35679 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -5146050.000000 Penalty: 5277.228516 Iteration 13Q: 3 clusters Score -5146050 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36175 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -5146406.500000 Penalty: 5277.228516 Iteration 14Q: 3 clusters Score -5146406 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36587 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -5146685.500000 Penalty: 5277.228516 Iteration 15Q: 3 clusters Score -5146686 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36956 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -5146882.000000 Penalty: 5277.228516 Iteration 16Q: 3 clusters Score -5146882 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37265 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -5147051.000000 Penalty: 5277.228516 Iteration 17Q: 3 clusters Score -5147051 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37540 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -5147217.500000 Penalty: 5277.228516 Iteration 18Q: 3 clusters Score -5147218 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37805 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -5147369.000000 Penalty: 5277.228516 Iteration 19Q: 3 clusters Score -5147369 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38061 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -5147511.000000 Penalty: 5277.228516 Iteration 20F: 3 clusters Score -5147511 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38294 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -5147676.500000 Penalty: 5277.228516 Iteration 21Q: 3 clusters Score -5147676 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38490 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -5147811.000000 Penalty: 5277.228516 Iteration 22Q: 3 clusters Score -5147811 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38666 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -5147926.000000 Penalty: 5277.228516 Iteration 23Q: 3 clusters Score -5147926 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38815 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -5148008.500000 Penalty: 5277.228516 Iteration 24Q: 3 clusters Score -5148008 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38942 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -5148044.500000 Penalty: 5277.228516 Iteration 25Q: 3 clusters Score -5148044 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39059 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -5148110.500000 Penalty: 5277.228516 Iteration 26Q: 3 clusters Score -5148110 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39158 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -5148153.000000 Penalty: 5277.228516 Iteration 27Q: 3 clusters Score -5148153 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39242 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -5148194.000000 Penalty: 5277.228516 Iteration 28Q: 3 clusters Score -5148194 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39331 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -5148232.000000 Penalty: 5277.228516 Iteration 29Q: 3 clusters Score -5148232 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39395 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -5148250.500000 Penalty: 5277.228516 Iteration 30Q: 3 clusters Score -5148250 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39463 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -5148269.500000 Penalty: 5277.228516 Iteration 31Q: 3 clusters Score -5148270 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39523 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -5148292.500000 Penalty: 5277.228516 Iteration 32Q: 3 clusters Score -5148292 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39572 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -5148316.000000 Penalty: 5277.228516 Iteration 33Q: 3 clusters Score -5148316 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39616 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -5148320.500000 Penalty: 5277.228516 Iteration 34Q: 3 clusters Score -5148320 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39660 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -5148328.500000 Penalty: 5277.228516 Iteration 35Q: 3 clusters Score -5148328 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39698 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -5148343.000000 Penalty: 5277.228516 Iteration 36Q: 3 clusters Score -5148343 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39731 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -5148343.000000 Penalty: 5277.228516 Iteration 37Q: 3 clusters Score -5148343 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39765 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -5148352.500000 Penalty: 5277.228516 Iteration 38Q: 3 clusters Score -5148352 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39797 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -5148352.500000 Penalty: 5277.228516 Iteration 39Q: 3 clusters Score -5148352 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39832 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -5148370.000000 Penalty: 5277.228516 Iteration 40F: 3 clusters Score -5148370 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39858 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -5148378.500000 Penalty: 5277.228516 Iteration 41Q: 3 clusters Score -5148378 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39884 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -5148386.500000 Penalty: 5277.228516 Iteration 42Q: 3 clusters Score -5148386 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39908 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -5148399.500000 Penalty: 5277.228516 Iteration 43Q: 3 clusters Score -5148400 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39929 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -5148403.000000 Penalty: 5277.228516 Iteration 44Q: 3 clusters Score -5148403 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39951 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -5148402.500000 Penalty: 5277.228516 Iteration 45Q: 3 clusters Score -5148402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39966 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -5148406.000000 Penalty: 5277.228516 Iteration 46Q: 3 clusters Score -5148406 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39978 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -5148407.000000 Penalty: 5277.228516 Iteration 47Q: 3 clusters Score -5148407 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39990 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -5148410.500000 Penalty: 5277.228516 Iteration 48Q: 3 clusters Score -5148410 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40002 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -5148414.500000 Penalty: 5277.228516 Iteration 49Q: 3 clusters Score -5148414 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40017 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -5148413.500000 Penalty: 5277.228516 Iteration 50Q: 3 clusters Score -5148414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40029 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -5148412.000000 Penalty: 5277.228516 Iteration 51Q: 3 clusters Score -5148412 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40043 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -5148418.000000 Penalty: 5277.228516 Iteration 52Q: 3 clusters Score -5148418 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40056 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -5148428.000000 Penalty: 5277.228516 Iteration 53Q: 3 clusters Score -5148428 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40068 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -5148435.000000 Penalty: 5277.228516 Iteration 54Q: 3 clusters Score -5148435 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40080 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -5148432.000000 Penalty: 5277.228516 Iteration 55Q: 3 clusters Score -5148432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40086 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -5148427.500000 Penalty: 5277.228516 Iteration 56Q: 3 clusters Score -5148428 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40096 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -5148437.500000 Penalty: 5277.228516 Iteration 57Q: 3 clusters Score -5148438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40103 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -5148437.500000 Penalty: 5277.228516 Iteration 58Q: 3 clusters Score -5148438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40106 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -5148435.500000 Penalty: 5277.228516 Iteration 59Q: 3 clusters Score -5148436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40113 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -5148439.500000 Penalty: 5277.228516 Iteration 60F: 3 clusters Score -5148440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40117 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -5148442.000000 Penalty: 5277.228516 Iteration 61Q: 3 clusters Score -5148442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -5148451.500000 Penalty: 5277.228516 Iteration 62Q: 3 clusters Score -5148452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40122 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -5148447.000000 Penalty: 5277.228516 Iteration 63Q: 3 clusters Score -5148447 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40124 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -5148443.500000 Penalty: 5277.228516 Iteration 64Q: 3 clusters Score -5148444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40127 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -5148444.500000 Penalty: 5277.228516 Iteration 65Q: 3 clusters Score -5148444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40127 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -5148444.500000 Penalty: 5277.228516 Iteration 66F: 3 clusters Score -5148444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 44493 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23802 members Mstep: Class 5 contains 12569 members Mstep: Class 6 contains 11727 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5722 members Mstep: Class 9 contains 8526 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64272 members Mstep: Class 15 contains 157447 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 10967 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7298 members Mstep: Class 20 contains 13933 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1974 members Mstep: Class 23 contains 41755 members Entering Unmasked Estep ConsiderDeletion Score: -52022332.000000 Penalty: 67587.437500 Iteration 159Q: 22 clusters Score -5.202233e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 44491 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23796 members Mstep: Class 5 contains 12584 members Mstep: Class 6 contains 11681 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5735 members Mstep: Class 9 contains 8527 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64273 members Mstep: Class 15 contains 157432 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11004 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7302 members Mstep: Class 20 contains 13921 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1979 members Mstep: Class 23 contains 41760 members Entering Unmasked Estep ConsiderDeletion Score: -52022520.000000 Penalty: 67587.437500 Iteration 160F: 22 clusters Score -5.202252e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19120 members Mstep: Class 2 contains 44486 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23788 members Mstep: Class 5 contains 12589 members Mstep: Class 6 contains 11626 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5745 members Mstep: Class 9 contains 8524 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64276 members Mstep: Class 15 contains 157426 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11047 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7311 members Mstep: Class 20 contains 13910 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1999 members Mstep: Class 23 contains 41764 members Entering Unmasked Estep ConsiderDeletion Score: -52022548.000000 Penalty: 67587.437500 Iteration 161Q: 22 clusters Score -5.202255e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19116 members Mstep: Class 2 contains 44480 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23776 members Mstep: Class 5 contains 12604 members Mstep: Class 6 contains 11579 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5756 members Mstep: Class 9 contains 8528 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4525 members Mstep: Class 14 contains 64284 members Mstep: Class 15 contains 157397 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11089 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7319 members Mstep: Class 20 contains 13899 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2010 members Mstep: Class 23 contains 41774 members Entering Unmasked Estep ConsiderDeletion Score: -52022600.000000 Penalty: 67587.437500 Iteration 162Q: 22 clusters Score -5.20226e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19115 members Mstep: Class 2 contains 44481 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23766 members Mstep: Class 5 contains 12609 members Mstep: Class 6 contains 11546 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5773 members Mstep: Class 9 contains 8529 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4527 members Mstep: Class 14 contains 64293 members Mstep: Class 15 contains 157368 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11123 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7327 members Mstep: Class 20 contains 13880 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2012 members Mstep: Class 23 contains 41786 members Entering Unmasked Estep ConsiderDeletion Score: -52022592.000000 Penalty: 67587.437500 Iteration 163Q: 22 clusters Score -5.202259e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19114 members Mstep: Class 2 contains 44477 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23754 members Mstep: Class 5 contains 12612 members Mstep: Class 6 contains 11509 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5786 members Mstep: Class 9 contains 8532 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4526 members Mstep: Class 14 contains 64309 members Mstep: Class 15 contains 157337 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11160 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7341 members Mstep: Class 20 contains 13863 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2016 members Mstep: Class 23 contains 41800 members Entering Unmasked Estep ConsiderDeletion Score: -52022600.000000 Penalty: 67587.437500 Iteration 164Q: 22 clusters Score -5.20226e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19110 members Mstep: Class 2 contains 44471 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23731 members Mstep: Class 5 contains 12619 members Mstep: Class 6 contains 11464 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5803 members Mstep: Class 9 contains 8532 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4527 members Mstep: Class 14 contains 64323 members Mstep: Class 15 contains 157312 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11200 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7354 members Mstep: Class 20 contains 13840 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2036 members Mstep: Class 23 contains 41813 members Entering Unmasked Estep ConsiderDeletion Score: -52022616.000000 Penalty: 67587.437500 Iteration 165Q: 22 clusters Score -5.202262e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19115 members Mstep: Class 2 contains 44462 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23720 members Mstep: Class 5 contains 12615 members Mstep: Class 6 contains 11419 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5820 members Mstep: Class 9 contains 8533 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4524 members Mstep: Class 14 contains 64340 members Mstep: Class 15 contains 157267 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11234 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7376 members Mstep: Class 20 contains 13815 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2070 members Mstep: Class 23 contains 41825 members Entering Unmasked Estep ConsiderDeletion Score: -52022700.000000 Penalty: 67587.437500 Iteration 166Q: 22 clusters Score -5.20227e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19114 members Mstep: Class 2 contains 44447 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23705 members Mstep: Class 5 contains 12604 members Mstep: Class 6 contains 11384 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5830 members Mstep: Class 9 contains 8536 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4523 members Mstep: Class 14 contains 64350 members Mstep: Class 15 contains 157233 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11261 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7402 members Mstep: Class 20 contains 13793 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2123 members Mstep: Class 23 contains 41829 members Entering Unmasked Estep ConsiderDeletion Score: -52022816.000000 Penalty: 67587.437500 Iteration 167Q: 22 clusters Score -5.202282e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 44440 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23684 members Mstep: Class 5 contains 12586 members Mstep: Class 6 contains 11359 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5841 members Mstep: Class 9 contains 8540 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4520 members Mstep: Class 14 contains 64375 members Mstep: Class 15 contains 157198 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11280 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7416 members Mstep: Class 20 contains 13765 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2173 members Mstep: Class 23 contains 41835 members Entering Unmasked Estep ConsiderDeletion Score: -52022872.000000 Penalty: 67587.437500 Iteration 168Q: 22 clusters Score -5.202287e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 44425 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23669 members Mstep: Class 5 contains 12594 members Mstep: Class 6 contains 11335 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5854 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4517 members Mstep: Class 14 contains 64395 members Mstep: Class 15 contains 157151 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11294 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7426 members Mstep: Class 20 contains 13747 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2215 members Mstep: Class 23 contains 41846 members Entering Unmasked Estep ConsiderDeletion Score: -52022888.000000 Penalty: 67587.437500 Iteration 169Q: 22 clusters Score -5.202289e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19136 members Mstep: Class 2 contains 44411 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23649 members Mstep: Class 5 contains 12618 members Mstep: Class 6 contains 11327 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5867 members Mstep: Class 9 contains 8533 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4514 members Mstep: Class 14 contains 64427 members Mstep: Class 15 contains 157081 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11308 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7436 members Mstep: Class 20 contains 13729 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2259 members Mstep: Class 23 contains 41841 members Entering Unmasked Estep ConsiderDeletion Score: -52023064.000000 Penalty: 67587.437500 Iteration 170Q: 22 clusters Score -5.202306e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19144 members Mstep: Class 2 contains 44394 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23634 members Mstep: Class 5 contains 12647 members Mstep: Class 6 contains 11311 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5886 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4512 members Mstep: Class 14 contains 64454 members Mstep: Class 15 contains 157029 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11324 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7446 members Mstep: Class 20 contains 13702 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2285 members Mstep: Class 23 contains 41833 members Entering Unmasked Estep ConsiderDeletion Score: -52023196.000000 Penalty: 67587.437500 Iteration 171Q: 22 clusters Score -5.20232e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 44382 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23621 members Mstep: Class 5 contains 12670 members Mstep: Class 6 contains 11299 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5907 members Mstep: Class 9 contains 8536 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64471 members Mstep: Class 15 contains 156995 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11336 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7462 members Mstep: Class 20 contains 13672 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2305 members Mstep: Class 23 contains 41824 members Entering Unmasked Estep ConsiderDeletion Score: -52023376.000000 Penalty: 67587.437500 Iteration 172Q: 22 clusters Score -5.202338e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19151 members Mstep: Class 2 contains 44373 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23608 members Mstep: Class 5 contains 12698 members Mstep: Class 6 contains 11288 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5929 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4507 members Mstep: Class 14 contains 64478 members Mstep: Class 15 contains 156960 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11351 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7469 members Mstep: Class 20 contains 13637 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2327 members Mstep: Class 23 contains 41825 members Entering Unmasked Estep ConsiderDeletion Score: -52023448.000000 Penalty: 67587.437500 Iteration 173Q: 22 clusters Score -5.202345e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19154 members Mstep: Class 2 contains 44353 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23601 members Mstep: Class 5 contains 12721 members Mstep: Class 6 contains 11286 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5944 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4507 members Mstep: Class 14 contains 64485 members Mstep: Class 15 contains 156927 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11363 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7482 members Mstep: Class 20 contains 13616 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2340 members Mstep: Class 23 contains 41823 members Entering Unmasked Estep ConsiderDeletion Score: -52023428.000000 Penalty: 67587.437500 Iteration 174Q: 22 clusters Score -5.202343e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19152 members Mstep: Class 2 contains 44343 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23590 members Mstep: Class 5 contains 12748 members Mstep: Class 6 contains 11275 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5958 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4507 members Mstep: Class 14 contains 64495 members Mstep: Class 15 contains 156897 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11378 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7496 members Mstep: Class 20 contains 13588 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 41822 members Entering Unmasked Estep ConsiderDeletion Score: -52023440.000000 Penalty: 67587.437500 Iteration 175Q: 22 clusters Score -5.202344e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19146 members Mstep: Class 2 contains 44327 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23576 members Mstep: Class 5 contains 12762 members Mstep: Class 6 contains 11266 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5973 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4506 members Mstep: Class 14 contains 64504 members Mstep: Class 15 contains 156880 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11396 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7516 members Mstep: Class 20 contains 13558 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2372 members Mstep: Class 23 contains 41820 members Entering Unmasked Estep ConsiderDeletion Score: -52023484.000000 Penalty: 67587.437500 Iteration 176Q: 22 clusters Score -5.202348e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19139 members Mstep: Class 2 contains 44305 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23564 members Mstep: Class 5 contains 12778 members Mstep: Class 6 contains 11255 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 5998 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4505 members Mstep: Class 14 contains 64508 members Mstep: Class 15 contains 156870 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11407 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7527 members Mstep: Class 20 contains 13535 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2388 members Mstep: Class 23 contains 41822 members Entering Unmasked Estep ConsiderDeletion Score: -52023512.000000 Penalty: 67587.437500 Iteration 177Q: 22 clusters Score -5.202351e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19132 members Mstep: Class 2 contains 44286 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23554 members Mstep: Class 5 contains 12782 members Mstep: Class 6 contains 11245 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6025 members Mstep: Class 9 contains 8536 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4506 members Mstep: Class 14 contains 64505 members Mstep: Class 15 contains 156868 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11416 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7551 members Mstep: Class 20 contains 13509 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2400 members Mstep: Class 23 contains 41820 members Entering Unmasked Estep ConsiderDeletion Score: -52023576.000000 Penalty: 67587.437500 Iteration 178Q: 22 clusters Score -5.202358e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 44265 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23551 members Mstep: Class 5 contains 12786 members Mstep: Class 6 contains 11238 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6061 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4507 members Mstep: Class 14 contains 64505 members Mstep: Class 15 contains 156862 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11422 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 7572 members Mstep: Class 20 contains 13478 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2405 members Mstep: Class 23 contains 41821 members Entering Unmasked Estep ConsiderDeletion Score: -52023468.000000 Penalty: 67587.437500 Iteration 179Q: 22 clusters Score -5.202347e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 44245 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23550 members Mstep: Class 5 contains 12797 members Mstep: Class 6 contains 11229 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6113 members Mstep: Class 9 contains 8535 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4507 members Mstep: Class 14 contains 64506 members Mstep: Class 15 contains 156845 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11428 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 7593 members Mstep: Class 20 contains 13431 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2413 members Mstep: Class 23 contains 41819 members Entering Unmasked Estep ConsiderDeletion Score: -52023536.000000 Penalty: 67587.437500 Iteration 180F: 22 clusters Score -5.202354e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19127 members Mstep: Class 2 contains 44202 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23541 members Mstep: Class 5 contains 12819 members Mstep: Class 6 contains 11223 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6161 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4507 members Mstep: Class 14 contains 64491 members Mstep: Class 15 contains 156832 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11432 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7604 members Mstep: Class 20 contains 13407 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2438 members Mstep: Class 23 contains 41818 members Entering Unmasked Estep ConsiderDeletion Score: -52023548.000000 Penalty: 67587.437500 Iteration 181Q: 22 clusters Score -5.202355e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 44145 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23532 members Mstep: Class 5 contains 12829 members Mstep: Class 6 contains 11211 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6213 members Mstep: Class 9 contains 8534 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64484 members Mstep: Class 15 contains 156826 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11439 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7617 members Mstep: Class 20 contains 13403 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2454 members Mstep: Class 23 contains 41816 members Entering Unmasked Estep ConsiderDeletion Score: -52023608.000000 Penalty: 67587.437500 Iteration 182Q: 22 clusters Score -5.202361e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19127 members Mstep: Class 2 contains 44102 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23532 members Mstep: Class 5 contains 12842 members Mstep: Class 6 contains 11203 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6252 members Mstep: Class 9 contains 8533 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64473 members Mstep: Class 15 contains 156815 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11440 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7643 members Mstep: Class 20 contains 13395 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2454 members Mstep: Class 23 contains 41817 members Entering Unmasked Estep ConsiderDeletion Score: -52023756.000000 Penalty: 67587.437500 Iteration 183Q: 22 clusters Score -5.202376e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 44062 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23527 members Mstep: Class 5 contains 12860 members Mstep: Class 6 contains 11202 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6290 members Mstep: Class 9 contains 8530 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64462 members Mstep: Class 15 contains 156804 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11443 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7654 members Mstep: Class 20 contains 13391 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 41820 members Entering Unmasked Estep ConsiderDeletion Score: -52023864.000000 Penalty: 67587.437500 Iteration 184Q: 22 clusters Score -5.202386e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 44026 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23525 members Mstep: Class 5 contains 12868 members Mstep: Class 6 contains 11201 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6326 members Mstep: Class 9 contains 8528 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64460 members Mstep: Class 15 contains 156791 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11448 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7664 members Mstep: Class 20 contains 13382 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2462 members Mstep: Class 23 contains 41824 members Entering Unmasked Estep ConsiderDeletion Score: -52023764.000000 Penalty: 67587.437500 Iteration 185Q: 22 clusters Score -5.202376e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19125 members Mstep: Class 2 contains 44002 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23524 members Mstep: Class 5 contains 12883 members Mstep: Class 6 contains 11201 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6364 members Mstep: Class 9 contains 8525 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64459 members Mstep: Class 15 contains 156776 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11445 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 13361 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2463 members Mstep: Class 23 contains 41829 members Entering Unmasked Estep ConsiderDeletion Score: -52023752.000000 Penalty: 67587.437500 Iteration 186Q: 22 clusters Score -5.202375e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19121 members Mstep: Class 2 contains 43983 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23522 members Mstep: Class 5 contains 12890 members Mstep: Class 6 contains 11199 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6401 members Mstep: Class 9 contains 8523 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64457 members Mstep: Class 15 contains 156768 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11449 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 13336 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2466 members Mstep: Class 23 contains 41830 members Entering Unmasked Estep ConsiderDeletion Score: -52023768.000000 Penalty: 67587.437500 Iteration 187Q: 22 clusters Score -5.202377e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19121 members Mstep: Class 2 contains 43962 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23521 members Mstep: Class 5 contains 12891 members Mstep: Class 6 contains 11207 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6430 members Mstep: Class 9 contains 8521 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64458 members Mstep: Class 15 contains 156769 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11451 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 7676 members Mstep: Class 20 contains 13321 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 41830 members Entering Unmasked Estep ConsiderDeletion Score: -52023752.000000 Penalty: 67587.437500 Iteration 188Q: 22 clusters Score -5.202375e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19118 members Mstep: Class 2 contains 43937 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23519 members Mstep: Class 5 contains 12890 members Mstep: Class 6 contains 11213 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6447 members Mstep: Class 9 contains 8519 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64464 members Mstep: Class 15 contains 156767 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11457 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7670 members Mstep: Class 20 contains 13325 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2468 members Mstep: Class 23 contains 41832 members Entering Unmasked Estep ConsiderDeletion Score: -52023744.000000 Penalty: 67587.437500 Iteration 189Q: 22 clusters Score -5.202374e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19118 members Mstep: Class 2 contains 43917 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23516 members Mstep: Class 5 contains 12893 members Mstep: Class 6 contains 11217 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6466 members Mstep: Class 9 contains 8516 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64469 members Mstep: Class 15 contains 156757 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11462 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7667 members Mstep: Class 20 contains 13330 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2465 members Mstep: Class 23 contains 41833 members Entering Unmasked Estep ConsiderDeletion Score: -52023740.000000 Penalty: 67587.437500 Iteration 190Q: 22 clusters Score -5.202374e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19116 members Mstep: Class 2 contains 43895 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23514 members Mstep: Class 5 contains 12900 members Mstep: Class 6 contains 11217 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6485 members Mstep: Class 9 contains 8515 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64466 members Mstep: Class 15 contains 156753 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11463 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7663 members Mstep: Class 20 contains 13342 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2465 members Mstep: Class 23 contains 41832 members Entering Unmasked Estep ConsiderDeletion Score: -52023868.000000 Penalty: 67587.437500 Iteration 191Q: 22 clusters Score -5.202387e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19116 members Mstep: Class 2 contains 43880 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23511 members Mstep: Class 5 contains 12910 members Mstep: Class 6 contains 11220 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6500 members Mstep: Class 9 contains 8514 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64468 members Mstep: Class 15 contains 156741 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11462 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7658 members Mstep: Class 20 contains 13350 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2464 members Mstep: Class 23 contains 41832 members Entering Unmasked Estep ConsiderDeletion Score: -52023776.000000 Penalty: 67587.437500 Iteration 192Q: 22 clusters Score -5.202378e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19112 members Mstep: Class 2 contains 43863 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23506 members Mstep: Class 5 contains 12915 members Mstep: Class 6 contains 11217 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6512 members Mstep: Class 9 contains 8514 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64470 members Mstep: Class 15 contains 156737 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11468 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7655 members Mstep: Class 20 contains 13357 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2467 members Mstep: Class 23 contains 41833 members Entering Unmasked Estep ConsiderDeletion Score: -52023780.000000 Penalty: 67587.437500 Iteration 193Q: 22 clusters Score -5.202378e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19112 members Mstep: Class 2 contains 43849 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23500 members Mstep: Class 5 contains 12925 members Mstep: Class 6 contains 11214 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6522 members Mstep: Class 9 contains 8514 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64470 members Mstep: Class 15 contains 156735 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11471 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7649 members Mstep: Class 20 contains 13368 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2466 members Mstep: Class 23 contains 41831 members Entering Unmasked Estep ConsiderDeletion Score: -52023800.000000 Penalty: 67587.437500 Iteration 194Q: 22 clusters Score -5.20238e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19108 members Mstep: Class 2 contains 43839 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23494 members Mstep: Class 5 contains 12931 members Mstep: Class 6 contains 11214 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6532 members Mstep: Class 9 contains 8513 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64471 members Mstep: Class 15 contains 156733 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11473 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 7644 members Mstep: Class 20 contains 13375 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2466 members Mstep: Class 23 contains 41833 members Entering Unmasked Estep ConsiderDeletion Score: -52023776.000000 Penalty: 67587.437500 Iteration 195Q: 22 clusters Score -5.202378e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19105 members Mstep: Class 2 contains 43836 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23481 members Mstep: Class 5 contains 12944 members Mstep: Class 6 contains 11213 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6542 members Mstep: Class 9 contains 8513 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64473 members Mstep: Class 15 contains 156729 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11473 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7640 members Mstep: Class 20 contains 13375 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2467 members Mstep: Class 23 contains 41834 members Entering Unmasked Estep ConsiderDeletion Score: -52023768.000000 Penalty: 67587.437500 Iteration 196Q: 22 clusters Score -5.202377e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19105 members Mstep: Class 2 contains 43833 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23476 members Mstep: Class 5 contains 12956 members Mstep: Class 6 contains 11212 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6551 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64480 members Mstep: Class 15 contains 156723 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11467 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7638 members Mstep: Class 20 contains 13368 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 41835 members Entering Unmasked Estep ConsiderDeletion Score: -52023728.000000 Penalty: 67587.437500 Iteration 197Q: 22 clusters Score -5.202373e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 43828 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23470 members Mstep: Class 5 contains 12963 members Mstep: Class 6 contains 11208 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6562 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64482 members Mstep: Class 15 contains 156724 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11467 members Mstep: Class 18 contains 1192 members Mstep: Class 19 contains 7638 members Mstep: Class 20 contains 13361 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2468 members Mstep: Class 23 contains 41837 members Entering Unmasked Estep ConsiderDeletion Score: -52023744.000000 Penalty: 67587.437500 Iteration 198Q: 22 clusters Score -5.202374e+07 nChanged 50 Entering ConstructFrom: Score: -52023744.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (19103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19103 members Entering Unmasked Estep Score: -2311373.000000 Penalty: 2444.684814 Iteration 0F: 2 clusters Score -2311373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -2297899.000000 Penalty: 4889.369629 Iteration 0F: 3 clusters Score -2297899 nChanged 8267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -2302354.250000 Penalty: 4889.369629 Iteration 1F: 3 clusters Score -2302354 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -2302736.250000 Penalty: 4889.369629 Iteration 2F: 3 clusters Score -2302736 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9874 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -2303038.500000 Penalty: 4889.369629 Iteration 3Q: 3 clusters Score -2303038 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -2303315.500000 Penalty: 4889.369629 Iteration 4Q: 3 clusters Score -2303316 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -2303560.750000 Penalty: 4889.369629 Iteration 5Q: 3 clusters Score -2303561 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -2303766.750000 Penalty: 4889.369629 Iteration 6Q: 3 clusters Score -2303767 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -2304036.750000 Penalty: 4889.369629 Iteration 7Q: 3 clusters Score -2304037 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -2304314.000000 Penalty: 4889.369629 Iteration 8Q: 3 clusters Score -2304314 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -2304593.250000 Penalty: 4889.369629 Iteration 9Q: 3 clusters Score -2304593 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -2304899.250000 Penalty: 4889.369629 Iteration 10Q: 3 clusters Score -2304899 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -2305201.000000 Penalty: 4889.369629 Iteration 11Q: 3 clusters Score -2305201 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -2305557.000000 Penalty: 4889.369629 Iteration 12Q: 3 clusters Score -2305557 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -2305953.750000 Penalty: 4889.369629 Iteration 13Q: 3 clusters Score -2305954 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -2306327.250000 Penalty: 4889.369629 Iteration 14Q: 3 clusters Score -2306327 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -2306646.500000 Penalty: 4889.369629 Iteration 15Q: 3 clusters Score -2306646 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -2306874.750000 Penalty: 4889.369629 Iteration 16Q: 3 clusters Score -2306875 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -2307025.250000 Penalty: 4889.369629 Iteration 17Q: 3 clusters Score -2307025 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -2307112.250000 Penalty: 4889.369629 Iteration 18Q: 3 clusters Score -2307112 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -2307167.000000 Penalty: 4889.369629 Iteration 19Q: 3 clusters Score -2307167 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -2307195.500000 Penalty: 4889.369629 Iteration 20F: 3 clusters Score -2307196 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -2307218.500000 Penalty: 4889.369629 Iteration 21Q: 3 clusters Score -2307218 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -2307241.000000 Penalty: 4889.369629 Iteration 22Q: 3 clusters Score -2307241 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -2307259.000000 Penalty: 4889.369629 Iteration 23Q: 3 clusters Score -2307259 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12552 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -2307295.000000 Penalty: 4889.369629 Iteration 24Q: 3 clusters Score -2307295 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -2307326.250000 Penalty: 4889.369629 Iteration 25Q: 3 clusters Score -2307326 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -2307344.750000 Penalty: 4889.369629 Iteration 26Q: 3 clusters Score -2307345 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -2307373.500000 Penalty: 4889.369629 Iteration 27Q: 3 clusters Score -2307374 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -2307391.250000 Penalty: 4889.369629 Iteration 28Q: 3 clusters Score -2307391 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -2307415.250000 Penalty: 4889.369629 Iteration 29Q: 3 clusters Score -2307415 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -2307415.500000 Penalty: 4889.369629 Iteration 30Q: 3 clusters Score -2307416 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13103 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -2307435.250000 Penalty: 4889.369629 Iteration 31Q: 3 clusters Score -2307435 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -2307455.500000 Penalty: 4889.369629 Iteration 32Q: 3 clusters Score -2307456 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13221 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -2307470.500000 Penalty: 4889.369629 Iteration 33Q: 3 clusters Score -2307470 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13267 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -2307484.000000 Penalty: 4889.369629 Iteration 34Q: 3 clusters Score -2307484 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13324 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -2307489.250000 Penalty: 4889.369629 Iteration 35Q: 3 clusters Score -2307489 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -2307505.500000 Penalty: 4889.369629 Iteration 36Q: 3 clusters Score -2307506 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13415 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -2307513.500000 Penalty: 4889.369629 Iteration 37Q: 3 clusters Score -2307514 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -2307518.750000 Penalty: 4889.369629 Iteration 38Q: 3 clusters Score -2307519 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -2307530.000000 Penalty: 4889.369629 Iteration 39Q: 3 clusters Score -2307530 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -2307527.250000 Penalty: 4889.369629 Iteration 40F: 3 clusters Score -2307527 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -2307541.250000 Penalty: 4889.369629 Iteration 41Q: 3 clusters Score -2307541 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -2307545.750000 Penalty: 4889.369629 Iteration 42Q: 3 clusters Score -2307546 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13629 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -2307544.750000 Penalty: 4889.369629 Iteration 43Q: 3 clusters Score -2307545 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13649 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -2307548.250000 Penalty: 4889.369629 Iteration 44Q: 3 clusters Score -2307548 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -2307552.000000 Penalty: 4889.369629 Iteration 45Q: 3 clusters Score -2307552 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13693 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -2307556.250000 Penalty: 4889.369629 Iteration 46Q: 3 clusters Score -2307556 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -2307560.500000 Penalty: 4889.369629 Iteration 47Q: 3 clusters Score -2307560 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -2307563.000000 Penalty: 4889.369629 Iteration 48Q: 3 clusters Score -2307563 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13782 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -2307563.500000 Penalty: 4889.369629 Iteration 49Q: 3 clusters Score -2307564 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13807 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -2307574.750000 Penalty: 4889.369629 Iteration 50Q: 3 clusters Score -2307575 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13833 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -2307569.500000 Penalty: 4889.369629 Iteration 51Q: 3 clusters Score -2307570 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2307574.250000 Penalty: 4889.369629 Iteration 52Q: 3 clusters Score -2307574 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13887 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -2307570.750000 Penalty: 4889.369629 Iteration 53Q: 3 clusters Score -2307571 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13923 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -2307587.500000 Penalty: 4889.369629 Iteration 54Q: 3 clusters Score -2307588 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13967 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -2307592.250000 Penalty: 4889.369629 Iteration 55Q: 3 clusters Score -2307592 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -2307602.500000 Penalty: 4889.369629 Iteration 56Q: 3 clusters Score -2307602 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2307617.000000 Penalty: 4889.369629 Iteration 57Q: 3 clusters Score -2307617 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -2307621.250000 Penalty: 4889.369629 Iteration 58Q: 3 clusters Score -2307621 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14150 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -2307624.000000 Penalty: 4889.369629 Iteration 59Q: 3 clusters Score -2307624 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14201 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -2307626.500000 Penalty: 4889.369629 Iteration 60F: 3 clusters Score -2307626 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14250 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -2307634.250000 Penalty: 4889.369629 Iteration 61Q: 3 clusters Score -2307634 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -2307646.750000 Penalty: 4889.369629 Iteration 62Q: 3 clusters Score -2307647 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14346 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -2307653.500000 Penalty: 4889.369629 Iteration 63Q: 3 clusters Score -2307654 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14387 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -2307665.250000 Penalty: 4889.369629 Iteration 64Q: 3 clusters Score -2307665 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -2307672.250000 Penalty: 4889.369629 Iteration 65Q: 3 clusters Score -2307672 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14492 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -2307682.750000 Penalty: 4889.369629 Iteration 66Q: 3 clusters Score -2307683 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14555 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -2307696.500000 Penalty: 4889.369629 Iteration 67Q: 3 clusters Score -2307696 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14623 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -2307712.250000 Penalty: 4889.369629 Iteration 68Q: 3 clusters Score -2307712 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14700 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -2307721.250000 Penalty: 4889.369629 Iteration 69Q: 3 clusters Score -2307721 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -2307727.750000 Penalty: 4889.369629 Iteration 70Q: 3 clusters Score -2307728 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14846 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -2307754.500000 Penalty: 4889.369629 Iteration 71Q: 3 clusters Score -2307754 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14926 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -2307777.000000 Penalty: 4889.369629 Iteration 72Q: 3 clusters Score -2307777 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14991 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -2307786.250000 Penalty: 4889.369629 Iteration 73Q: 3 clusters Score -2307786 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15056 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -2307797.750000 Penalty: 4889.369629 Iteration 74Q: 3 clusters Score -2307798 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15124 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -2307804.000000 Penalty: 4889.369629 Iteration 75Q: 3 clusters Score -2307804 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -2307821.750000 Penalty: 4889.369629 Iteration 76Q: 3 clusters Score -2307822 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15281 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -2307839.250000 Penalty: 4889.369629 Iteration 77Q: 3 clusters Score -2307839 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -2307866.750000 Penalty: 4889.369629 Iteration 78Q: 3 clusters Score -2307867 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -2307887.000000 Penalty: 4889.369629 Iteration 79Q: 3 clusters Score -2307887 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -2307924.500000 Penalty: 4889.369629 Iteration 80F: 3 clusters Score -2307924 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -2307959.500000 Penalty: 4889.369629 Iteration 81Q: 3 clusters Score -2307960 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -2307998.750000 Penalty: 4889.369629 Iteration 82Q: 3 clusters Score -2307999 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -2308040.000000 Penalty: 4889.369629 Iteration 83Q: 3 clusters Score -2308040 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16043 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -2308072.750000 Penalty: 4889.369629 Iteration 84Q: 3 clusters Score -2308073 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16142 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -2308111.750000 Penalty: 4889.369629 Iteration 85Q: 3 clusters Score -2308112 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -2308157.500000 Penalty: 4889.369629 Iteration 86Q: 3 clusters Score -2308158 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16359 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -2308197.750000 Penalty: 4889.369629 Iteration 87Q: 3 clusters Score -2308198 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -2308254.750000 Penalty: 4889.369629 Iteration 88Q: 3 clusters Score -2308255 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -2308286.500000 Penalty: 4889.369629 Iteration 89Q: 3 clusters Score -2308286 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16739 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -2308349.000000 Penalty: 4889.369629 Iteration 90Q: 3 clusters Score -2308349 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16874 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -2308391.750000 Penalty: 4889.369629 Iteration 91Q: 3 clusters Score -2308392 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16990 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -2308440.750000 Penalty: 4889.369629 Iteration 92Q: 3 clusters Score -2308441 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -2308501.500000 Penalty: 4889.369629 Iteration 93Q: 3 clusters Score -2308502 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17196 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -2308533.750000 Penalty: 4889.369629 Iteration 94Q: 3 clusters Score -2308534 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17291 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -2308570.250000 Penalty: 4889.369629 Iteration 95Q: 3 clusters Score -2308570 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17380 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -2308601.750000 Penalty: 4889.369629 Iteration 96Q: 3 clusters Score -2308602 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17477 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -2308645.250000 Penalty: 4889.369629 Iteration 97Q: 3 clusters Score -2308645 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17565 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -2308688.750000 Penalty: 4889.369629 Iteration 98Q: 3 clusters Score -2308689 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2308730.000000 Penalty: 4889.369629 Iteration 99Q: 3 clusters Score -2308730 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17739 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2308775.000000 Penalty: 4889.369629 Iteration 100F: 3 clusters Score -2308775 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17824 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2308812.250000 Penalty: 4889.369629 Iteration 101Q: 3 clusters Score -2308812 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17894 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -2308846.750000 Penalty: 4889.369629 Iteration 102Q: 3 clusters Score -2308847 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17970 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -2308888.500000 Penalty: 4889.369629 Iteration 103Q: 3 clusters Score -2308888 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18046 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -2308929.500000 Penalty: 4889.369629 Iteration 104Q: 3 clusters Score -2308930 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18109 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2308974.000000 Penalty: 4889.369629 Iteration 105Q: 3 clusters Score -2308974 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18169 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -2309010.500000 Penalty: 4889.369629 Iteration 106Q: 3 clusters Score -2309010 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -2309039.250000 Penalty: 4889.369629 Iteration 107Q: 3 clusters Score -2309039 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18263 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -2309067.750000 Penalty: 4889.369629 Iteration 108Q: 3 clusters Score -2309068 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -2309105.000000 Penalty: 4889.369629 Iteration 109Q: 3 clusters Score -2309105 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18341 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -2309124.000000 Penalty: 4889.369629 Iteration 110Q: 3 clusters Score -2309124 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18377 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -2309151.500000 Penalty: 4889.369629 Iteration 111Q: 3 clusters Score -2309152 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -2309168.750000 Penalty: 4889.369629 Iteration 112Q: 3 clusters Score -2309169 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -2309183.000000 Penalty: 4889.369629 Iteration 113Q: 3 clusters Score -2309183 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18447 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -2309194.250000 Penalty: 4889.369629 Iteration 114Q: 3 clusters Score -2309194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -2309209.500000 Penalty: 4889.369629 Iteration 115Q: 3 clusters Score -2309210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -2309205.500000 Penalty: 4889.369629 Iteration 116Q: 3 clusters Score -2309206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18476 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -2309211.500000 Penalty: 4889.369629 Iteration 117Q: 3 clusters Score -2309212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -2309214.500000 Penalty: 4889.369629 Iteration 118Q: 3 clusters Score -2309214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -2309218.750000 Penalty: 4889.369629 Iteration 119Q: 3 clusters Score -2309219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18491 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -2309220.500000 Penalty: 4889.369629 Iteration 120F: 3 clusters Score -2309220 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -2309225.750000 Penalty: 4889.369629 Iteration 121Q: 3 clusters Score -2309226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -2309228.500000 Penalty: 4889.369629 Iteration 122Q: 3 clusters Score -2309228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18510 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -2309233.500000 Penalty: 4889.369629 Iteration 123Q: 3 clusters Score -2309234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18513 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -2309238.500000 Penalty: 4889.369629 Iteration 124Q: 3 clusters Score -2309238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18518 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -2309236.750000 Penalty: 4889.369629 Iteration 125Q: 3 clusters Score -2309237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18522 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -2309239.000000 Penalty: 4889.369629 Iteration 126Q: 3 clusters Score -2309239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -2309242.000000 Penalty: 4889.369629 Iteration 127Q: 3 clusters Score -2309242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18527 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -2309247.250000 Penalty: 4889.369629 Iteration 128Q: 3 clusters Score -2309247 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -2309247.000000 Penalty: 4889.369629 Iteration 129Q: 3 clusters Score -2309247 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -2309249.000000 Penalty: 4889.369629 Iteration 130Q: 3 clusters Score -2309249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18532 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -2309250.750000 Penalty: 4889.369629 Iteration 131Q: 3 clusters Score -2309251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -2309249.500000 Penalty: 4889.369629 Iteration 132Q: 3 clusters Score -2309250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18537 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -2309250.500000 Penalty: 4889.369629 Iteration 133Q: 3 clusters Score -2309250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -2309253.500000 Penalty: 4889.369629 Iteration 134Q: 3 clusters Score -2309254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18543 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -2309254.500000 Penalty: 4889.369629 Iteration 135Q: 3 clusters Score -2309254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18548 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -2309260.000000 Penalty: 4889.369629 Iteration 136Q: 3 clusters Score -2309260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18551 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -2309258.500000 Penalty: 4889.369629 Iteration 137Q: 3 clusters Score -2309258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18551 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -2309258.500000 Penalty: 4889.369629 Iteration 138F: 3 clusters Score -2309258 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (43816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43816 members Entering Unmasked Estep Score: -5419159.500000 Penalty: 2650.563232 Iteration 0F: 2 clusters Score -5419160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21766 members Mstep: Class 2 contains 22050 members Entering Unmasked Estep Score: -5389638.000000 Penalty: 5301.126465 Iteration 0F: 3 clusters Score -5389638 nChanged 19977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20293 members Mstep: Class 2 contains 23523 members Entering Unmasked Estep Score: -5400854.000000 Penalty: 5301.126465 Iteration 1F: 3 clusters Score -5400854 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19373 members Mstep: Class 2 contains 24443 members Entering Unmasked Estep Score: -5401716.500000 Penalty: 5301.126465 Iteration 2Q: 3 clusters Score -5401716 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18117 members Mstep: Class 2 contains 25699 members Entering Unmasked Estep Score: -5402824.500000 Penalty: 5301.126465 Iteration 3F: 3 clusters Score -5402824 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 27347 members Entering Unmasked Estep Score: -5404125.000000 Penalty: 5301.126465 Iteration 4F: 3 clusters Score -5404125 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 29397 members Entering Unmasked Estep Score: -5405692.000000 Penalty: 5301.126465 Iteration 5F: 3 clusters Score -5405692 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 31776 members Entering Unmasked Estep Score: -5407552.000000 Penalty: 5301.126465 Iteration 6F: 3 clusters Score -5407552 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9484 members Mstep: Class 2 contains 34332 members Entering Unmasked Estep Score: -5409553.500000 Penalty: 5301.126465 Iteration 7F: 3 clusters Score -5409554 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 36839 members Entering Unmasked Estep Score: -5411555.500000 Penalty: 5301.126465 Iteration 8F: 3 clusters Score -5411556 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 38992 members Entering Unmasked Estep Score: -5413308.500000 Penalty: 5301.126465 Iteration 9Q: 3 clusters Score -5413308 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 40621 members Entering Unmasked Estep Score: -5414629.500000 Penalty: 5301.126465 Iteration 10Q: 3 clusters Score -5414630 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 41710 members Entering Unmasked Estep Score: -5415442.500000 Penalty: 5301.126465 Iteration 11Q: 3 clusters Score -5415442 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 42367 members Entering Unmasked Estep Score: -5415922.000000 Penalty: 5301.126465 Iteration 12Q: 3 clusters Score -5415922 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 42791 members Entering Unmasked Estep Score: -5416263.000000 Penalty: 5301.126465 Iteration 13Q: 3 clusters Score -5416263 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 43023 members Entering Unmasked Estep Score: -5416450.000000 Penalty: 5301.126465 Iteration 14Q: 3 clusters Score -5416450 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 43165 members Entering Unmasked Estep Score: -5416567.500000 Penalty: 5301.126465 Iteration 15Q: 3 clusters Score -5416568 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 43244 members Entering Unmasked Estep Score: -5416636.500000 Penalty: 5301.126465 Iteration 16Q: 3 clusters Score -5416636 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 43301 members Entering Unmasked Estep Score: -5416700.000000 Penalty: 5301.126465 Iteration 17Q: 3 clusters Score -5416700 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 43338 members Entering Unmasked Estep Score: -5416744.500000 Penalty: 5301.126465 Iteration 18Q: 3 clusters Score -5416744 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 43368 members Entering Unmasked Estep Score: -5416779.000000 Penalty: 5301.126465 Iteration 19Q: 3 clusters Score -5416779 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 43389 members Entering Unmasked Estep Score: -5416802.500000 Penalty: 5301.126465 Iteration 20F: 3 clusters Score -5416802 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 43404 members Entering Unmasked Estep Score: -5416821.000000 Penalty: 5301.126465 Iteration 21Q: 3 clusters Score -5416821 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 43414 members Entering Unmasked Estep Score: -5416827.500000 Penalty: 5301.126465 Iteration 22Q: 3 clusters Score -5416828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 43415 members Entering Unmasked Estep Score: -5416833.000000 Penalty: 5301.126465 Iteration 23Q: 3 clusters Score -5416833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 43416 members Entering Unmasked Estep Score: -5416835.000000 Penalty: 5301.126465 Iteration 24Q: 3 clusters Score -5416835 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 43419 members Entering Unmasked Estep Score: -5416841.500000 Penalty: 5301.126465 Iteration 25Q: 3 clusters Score -5416842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 43422 members Entering Unmasked Estep Score: -5416845.000000 Penalty: 5301.126465 Iteration 26Q: 3 clusters Score -5416845 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 43426 members Entering Unmasked Estep Score: -5416839.500000 Penalty: 5301.126465 Iteration 27Q: 3 clusters Score -5416840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 43430 members Entering Unmasked Estep Score: -5416851.500000 Penalty: 5301.126465 Iteration 28Q: 3 clusters Score -5416852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 43431 members Entering Unmasked Estep Score: -5416853.000000 Penalty: 5301.126465 Iteration 29Q: 3 clusters Score -5416853 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 43435 members Entering Unmasked Estep Score: -5416857.500000 Penalty: 5301.126465 Iteration 30Q: 3 clusters Score -5416858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 43436 members Entering Unmasked Estep Score: -5416859.500000 Penalty: 5301.126465 Iteration 31Q: 3 clusters Score -5416860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 43436 members Entering Unmasked Estep Score: -5416863.500000 Penalty: 5301.126465 Iteration 32Q: 3 clusters Score -5416864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 43436 members Entering Unmasked Estep Score: -5416868.500000 Penalty: 5301.126465 Iteration 33Q: 3 clusters Score -5416868 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 43437 members Entering Unmasked Estep Score: -5416865.500000 Penalty: 5301.126465 Iteration 34Q: 3 clusters Score -5416866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 43438 members Entering Unmasked Estep Score: -5416867.500000 Penalty: 5301.126465 Iteration 35Q: 3 clusters Score -5416868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 43438 members Entering Unmasked Estep Score: -5416867.500000 Penalty: 5301.126465 Iteration 36F: 3 clusters Score -5416868 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -80088.132812 Penalty: 1643.754272 Iteration 0F: 2 clusters Score -80088.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -78463.398438 Penalty: 3287.508545 Iteration 0F: 3 clusters Score -78463.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -78945.414062 Penalty: 3287.508545 Iteration 1F: 3 clusters Score -78945.41 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -79313.445312 Penalty: 3287.508545 Iteration 2F: 3 clusters Score -79313.45 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79515.117188 Penalty: 3287.508545 Iteration 3F: 3 clusters Score -79515.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -79699.757812 Penalty: 3287.508545 Iteration 4Q: 3 clusters Score -79699.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -79812.046875 Penalty: 3287.508545 Iteration 5Q: 3 clusters Score -79812.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -80008.218750 Penalty: 3287.508545 Iteration 6Q: 3 clusters Score -80008.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -80103.437500 Penalty: 3287.508545 Iteration 7Q: 3 clusters Score -80103.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -80132.625000 Penalty: 3287.508545 Iteration 8Q: 3 clusters Score -80132.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -80152.210938 Penalty: 3287.508545 Iteration 9Q: 3 clusters Score -80152.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -80161.148438 Penalty: 3287.508545 Iteration 10Q: 3 clusters Score -80161.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -80166.859375 Penalty: 3287.508545 Iteration 11Q: 3 clusters Score -80166.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -80179.781250 Penalty: 3287.508545 Iteration 12Q: 3 clusters Score -80179.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -80196.835938 Penalty: 3287.508545 Iteration 13Q: 3 clusters Score -80196.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -80215.968750 Penalty: 3287.508545 Iteration 14Q: 3 clusters Score -80215.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -80235.601562 Penalty: 3287.508545 Iteration 15Q: 3 clusters Score -80235.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -80249.351562 Penalty: 3287.508545 Iteration 16Q: 3 clusters Score -80249.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -80262.015625 Penalty: 3287.508545 Iteration 17Q: 3 clusters Score -80262.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -80264.437500 Penalty: 3287.508545 Iteration 18Q: 3 clusters Score -80264.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -80265.484375 Penalty: 3287.508545 Iteration 19Q: 3 clusters Score -80265.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -80265.484375 Penalty: 3287.508545 Iteration 20F: 3 clusters Score -80265.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19103 members Mstep: Class 2 contains 43816 members Mstep: Class 3 contains 377 members Mstep: Class 4 contains 23467 members Mstep: Class 5 contains 12968 members Mstep: Class 6 contains 11208 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6572 members Mstep: Class 9 contains 8512 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64479 members Mstep: Class 15 contains 156719 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11465 members Mstep: Class 18 contains 1192 members Mstep: Class 19 contains 7636 members Mstep: Class 20 contains 13371 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 41839 members Entering Unmasked Estep Score: -52022348.000000 Penalty: 70805.890625 Splitting cluster 3 changes total score from -52023744.000000 to -52022348.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (23467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23467 members Entering Unmasked Estep Score: -2848552.250000 Penalty: 2495.710938 Iteration 0F: 2 clusters Score -2848552 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -2832150.000000 Penalty: 4991.421875 Iteration 0F: 3 clusters Score -2832150 nChanged 10492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 10737 members Entering Unmasked Estep Score: -2837996.250000 Penalty: 4991.421875 Iteration 1F: 3 clusters Score -2837996 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -2838578.750000 Penalty: 4991.421875 Iteration 2F: 3 clusters Score -2838579 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 9462 members Entering Unmasked Estep Score: -2839218.000000 Penalty: 4991.421875 Iteration 3F: 3 clusters Score -2839218 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15038 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -2840045.000000 Penalty: 4991.421875 Iteration 4F: 3 clusters Score -2840045 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -2841165.500000 Penalty: 4991.421875 Iteration 5F: 3 clusters Score -2841166 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17937 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -2842676.250000 Penalty: 4991.421875 Iteration 6F: 3 clusters Score -2842676 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19476 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -2844323.750000 Penalty: 4991.421875 Iteration 7F: 3 clusters Score -2844324 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20633 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -2845626.000000 Penalty: 4991.421875 Iteration 8F: 3 clusters Score -2845626 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21293 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -2846471.750000 Penalty: 4991.421875 Iteration 9Q: 3 clusters Score -2846472 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21620 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -2846919.500000 Penalty: 4991.421875 Iteration 10Q: 3 clusters Score -2846920 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -2847097.500000 Penalty: 4991.421875 Iteration 11Q: 3 clusters Score -2847098 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21884 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -2847170.000000 Penalty: 4991.421875 Iteration 12Q: 3 clusters Score -2847170 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21955 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -2847224.500000 Penalty: 4991.421875 Iteration 13Q: 3 clusters Score -2847224 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22003 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -2847240.250000 Penalty: 4991.421875 Iteration 14Q: 3 clusters Score -2847240 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22037 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2847269.000000 Penalty: 4991.421875 Iteration 15Q: 3 clusters Score -2847269 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22064 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -2847275.250000 Penalty: 4991.421875 Iteration 16Q: 3 clusters Score -2847275 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22084 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -2847287.000000 Penalty: 4991.421875 Iteration 17Q: 3 clusters Score -2847287 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22103 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2847296.000000 Penalty: 4991.421875 Iteration 18Q: 3 clusters Score -2847296 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -2847296.000000 Penalty: 4991.421875 Iteration 19Q: 3 clusters Score -2847296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22126 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -2847307.000000 Penalty: 4991.421875 Iteration 20F: 3 clusters Score -2847307 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22136 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -2847311.000000 Penalty: 4991.421875 Iteration 21Q: 3 clusters Score -2847311 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22145 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -2847318.000000 Penalty: 4991.421875 Iteration 22Q: 3 clusters Score -2847318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22148 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -2847316.000000 Penalty: 4991.421875 Iteration 23Q: 3 clusters Score -2847316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -2847318.750000 Penalty: 4991.421875 Iteration 24Q: 3 clusters Score -2847319 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22148 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -2847318.750000 Penalty: 4991.421875 Iteration 25Q: 3 clusters Score -2847319 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22151 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -2847321.000000 Penalty: 4991.421875 Iteration 26Q: 3 clusters Score -2847321 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22154 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -2847323.500000 Penalty: 4991.421875 Iteration 27Q: 3 clusters Score -2847324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22156 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -2847323.250000 Penalty: 4991.421875 Iteration 28Q: 3 clusters Score -2847323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22155 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -2847321.750000 Penalty: 4991.421875 Iteration 29Q: 3 clusters Score -2847322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22155 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -2847321.750000 Penalty: 4991.421875 Iteration 30F: 3 clusters Score -2847322 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Entering Unmasked Estep Score: -1539839.250000 Penalty: 2348.619385 Iteration 0F: 2 clusters Score -1539839 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -1530163.875000 Penalty: 4697.238770 Iteration 0F: 3 clusters Score -1530164 nChanged 5554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -1533240.250000 Penalty: 4697.238770 Iteration 1F: 3 clusters Score -1533240 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1533605.875000 Penalty: 4697.238770 Iteration 2F: 3 clusters Score -1533606 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1533861.750000 Penalty: 4697.238770 Iteration 3Q: 3 clusters Score -1533862 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -1534082.375000 Penalty: 4697.238770 Iteration 4Q: 3 clusters Score -1534082 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -1534320.000000 Penalty: 4697.238770 Iteration 5Q: 3 clusters Score -1534320 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -1534608.375000 Penalty: 4697.238770 Iteration 6Q: 3 clusters Score -1534608 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -1534934.375000 Penalty: 4697.238770 Iteration 7Q: 3 clusters Score -1534934 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -1535262.750000 Penalty: 4697.238770 Iteration 8Q: 3 clusters Score -1535263 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -1535575.000000 Penalty: 4697.238770 Iteration 9Q: 3 clusters Score -1535575 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -1535843.000000 Penalty: 4697.238770 Iteration 10Q: 3 clusters Score -1535843 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -1536091.500000 Penalty: 4697.238770 Iteration 11Q: 3 clusters Score -1536092 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -1536358.250000 Penalty: 4697.238770 Iteration 12Q: 3 clusters Score -1536358 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1536599.375000 Penalty: 4697.238770 Iteration 13Q: 3 clusters Score -1536599 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -1536806.500000 Penalty: 4697.238770 Iteration 14Q: 3 clusters Score -1536806 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -1536967.500000 Penalty: 4697.238770 Iteration 15Q: 3 clusters Score -1536968 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -1537078.375000 Penalty: 4697.238770 Iteration 16Q: 3 clusters Score -1537078 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -1537182.000000 Penalty: 4697.238770 Iteration 17Q: 3 clusters Score -1537182 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -1537262.500000 Penalty: 4697.238770 Iteration 18Q: 3 clusters Score -1537262 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1537324.875000 Penalty: 4697.238770 Iteration 19Q: 3 clusters Score -1537325 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -1537374.625000 Penalty: 4697.238770 Iteration 20F: 3 clusters Score -1537375 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -1537400.875000 Penalty: 4697.238770 Iteration 21Q: 3 clusters Score -1537401 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -1537433.125000 Penalty: 4697.238770 Iteration 22Q: 3 clusters Score -1537433 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 10348 members Entering Unmasked Estep Score: -1537454.375000 Penalty: 4697.238770 Iteration 23Q: 3 clusters Score -1537454 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 10406 members Entering Unmasked Estep Score: -1537484.750000 Penalty: 4697.238770 Iteration 24Q: 3 clusters Score -1537485 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -1537509.000000 Penalty: 4697.238770 Iteration 25Q: 3 clusters Score -1537509 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -1537530.625000 Penalty: 4697.238770 Iteration 26Q: 3 clusters Score -1537531 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -1537546.000000 Penalty: 4697.238770 Iteration 27Q: 3 clusters Score -1537546 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -1537560.875000 Penalty: 4697.238770 Iteration 28Q: 3 clusters Score -1537561 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -1537575.625000 Penalty: 4697.238770 Iteration 29Q: 3 clusters Score -1537576 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1537594.625000 Penalty: 4697.238770 Iteration 30Q: 3 clusters Score -1537595 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -1537615.875000 Penalty: 4697.238770 Iteration 31Q: 3 clusters Score -1537616 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -1537632.000000 Penalty: 4697.238770 Iteration 32Q: 3 clusters Score -1537632 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -1537650.125000 Penalty: 4697.238770 Iteration 33Q: 3 clusters Score -1537650 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -1537667.875000 Penalty: 4697.238770 Iteration 34Q: 3 clusters Score -1537668 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -1537682.375000 Penalty: 4697.238770 Iteration 35Q: 3 clusters Score -1537682 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -1537690.750000 Penalty: 4697.238770 Iteration 36Q: 3 clusters Score -1537691 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -1537702.750000 Penalty: 4697.238770 Iteration 37Q: 3 clusters Score -1537703 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -1537716.875000 Penalty: 4697.238770 Iteration 38Q: 3 clusters Score -1537717 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -1537726.875000 Penalty: 4697.238770 Iteration 39Q: 3 clusters Score -1537727 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -1537746.000000 Penalty: 4697.238770 Iteration 40F: 3 clusters Score -1537746 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -1537762.000000 Penalty: 4697.238770 Iteration 41Q: 3 clusters Score -1537762 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 11073 members Entering Unmasked Estep Score: -1537774.000000 Penalty: 4697.238770 Iteration 42Q: 3 clusters Score -1537774 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -1537788.625000 Penalty: 4697.238770 Iteration 43Q: 3 clusters Score -1537789 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -1537791.875000 Penalty: 4697.238770 Iteration 44Q: 3 clusters Score -1537792 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 11125 members Entering Unmasked Estep Score: -1537797.500000 Penalty: 4697.238770 Iteration 45Q: 3 clusters Score -1537798 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -1537809.375000 Penalty: 4697.238770 Iteration 46Q: 3 clusters Score -1537809 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -1537810.625000 Penalty: 4697.238770 Iteration 47Q: 3 clusters Score -1537811 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -1537819.875000 Penalty: 4697.238770 Iteration 48Q: 3 clusters Score -1537820 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 11163 members Entering Unmasked Estep Score: -1537826.000000 Penalty: 4697.238770 Iteration 49Q: 3 clusters Score -1537826 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -1537826.875000 Penalty: 4697.238770 Iteration 50Q: 3 clusters Score -1537827 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 11173 members Entering Unmasked Estep Score: -1537830.625000 Penalty: 4697.238770 Iteration 51Q: 3 clusters Score -1537831 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 11177 members Entering Unmasked Estep Score: -1537830.625000 Penalty: 4697.238770 Iteration 52Q: 3 clusters Score -1537831 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -1537831.875000 Penalty: 4697.238770 Iteration 53Q: 3 clusters Score -1537832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -1537837.625000 Penalty: 4697.238770 Iteration 54Q: 3 clusters Score -1537838 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 11187 members Entering Unmasked Estep Score: -1537837.500000 Penalty: 4697.238770 Iteration 55Q: 3 clusters Score -1537838 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -1537838.500000 Penalty: 4697.238770 Iteration 56Q: 3 clusters Score -1537838 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -1537840.500000 Penalty: 4697.238770 Iteration 57Q: 3 clusters Score -1537840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -1537842.875000 Penalty: 4697.238770 Iteration 58Q: 3 clusters Score -1537843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -1537845.000000 Penalty: 4697.238770 Iteration 59Q: 3 clusters Score -1537845 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -1537846.000000 Penalty: 4697.238770 Iteration 60F: 3 clusters Score -1537846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -1537846.875000 Penalty: 4697.238770 Iteration 61Q: 3 clusters Score -1537847 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -1537848.750000 Penalty: 4697.238770 Iteration 62Q: 3 clusters Score -1537849 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -1537852.500000 Penalty: 4697.238770 Iteration 63Q: 3 clusters Score -1537852 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -1537858.875000 Penalty: 4697.238770 Iteration 64Q: 3 clusters Score -1537859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1537859.375000 Penalty: 4697.238770 Iteration 65Q: 3 clusters Score -1537859 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -1537857.875000 Penalty: 4697.238770 Iteration 66Q: 3 clusters Score -1537858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -1537857.625000 Penalty: 4697.238770 Iteration 67Q: 3 clusters Score -1537858 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -1537859.125000 Penalty: 4697.238770 Iteration 68Q: 3 clusters Score -1537859 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1537859.625000 Penalty: 4697.238770 Iteration 69Q: 3 clusters Score -1537860 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1537863.375000 Penalty: 4697.238770 Iteration 70Q: 3 clusters Score -1537863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -1537864.250000 Penalty: 4697.238770 Iteration 71Q: 3 clusters Score -1537864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -1537869.000000 Penalty: 4697.238770 Iteration 72Q: 3 clusters Score -1537869 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1537866.250000 Penalty: 4697.238770 Iteration 73Q: 3 clusters Score -1537866 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 11312 members Entering Unmasked Estep Score: -1537870.250000 Penalty: 4697.238770 Iteration 74Q: 3 clusters Score -1537870 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -1537877.375000 Penalty: 4697.238770 Iteration 75Q: 3 clusters Score -1537877 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -1537881.750000 Penalty: 4697.238770 Iteration 76Q: 3 clusters Score -1537882 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -1537887.250000 Penalty: 4697.238770 Iteration 77Q: 3 clusters Score -1537887 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -1537892.375000 Penalty: 4697.238770 Iteration 78Q: 3 clusters Score -1537892 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -1537894.875000 Penalty: 4697.238770 Iteration 79Q: 3 clusters Score -1537895 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1537899.250000 Penalty: 4697.238770 Iteration 80F: 3 clusters Score -1537899 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -1537900.875000 Penalty: 4697.238770 Iteration 81Q: 3 clusters Score -1537901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1537907.375000 Penalty: 4697.238770 Iteration 82Q: 3 clusters Score -1537907 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -1537913.500000 Penalty: 4697.238770 Iteration 83Q: 3 clusters Score -1537914 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -1537915.875000 Penalty: 4697.238770 Iteration 84Q: 3 clusters Score -1537916 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -1537920.250000 Penalty: 4697.238770 Iteration 85Q: 3 clusters Score -1537920 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 11467 members Entering Unmasked Estep Score: -1537923.875000 Penalty: 4697.238770 Iteration 86Q: 3 clusters Score -1537924 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -1537933.625000 Penalty: 4697.238770 Iteration 87Q: 3 clusters Score -1537934 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1537940.875000 Penalty: 4697.238770 Iteration 88Q: 3 clusters Score -1537941 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -1537940.750000 Penalty: 4697.238770 Iteration 89Q: 3 clusters Score -1537941 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -1537945.750000 Penalty: 4697.238770 Iteration 90Q: 3 clusters Score -1537946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1537946.875000 Penalty: 4697.238770 Iteration 91Q: 3 clusters Score -1537947 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 11535 members Entering Unmasked Estep Score: -1537952.875000 Penalty: 4697.238770 Iteration 92Q: 3 clusters Score -1537953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -1537954.000000 Penalty: 4697.238770 Iteration 93Q: 3 clusters Score -1537954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -1537956.250000 Penalty: 4697.238770 Iteration 94Q: 3 clusters Score -1537956 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -1537956.000000 Penalty: 4697.238770 Iteration 95Q: 3 clusters Score -1537956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -1537957.250000 Penalty: 4697.238770 Iteration 96Q: 3 clusters Score -1537957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1537962.125000 Penalty: 4697.238770 Iteration 97Q: 3 clusters Score -1537962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1537962.125000 Penalty: 4697.238770 Iteration 98Q: 3 clusters Score -1537962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -1537960.750000 Penalty: 4697.238770 Iteration 99Q: 3 clusters Score -1537961 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -1537960.750000 Penalty: 4697.238770 Iteration 100F: 3 clusters Score -1537961 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Entering Unmasked Estep Score: -1262844.500000 Penalty: 2312.447021 Iteration 0F: 2 clusters Score -1262844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -1254498.000000 Penalty: 4624.894043 Iteration 0F: 3 clusters Score -1254498 nChanged 4652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1256995.500000 Penalty: 4624.894043 Iteration 1F: 3 clusters Score -1256996 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1257333.125000 Penalty: 4624.894043 Iteration 2F: 3 clusters Score -1257333 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1257628.500000 Penalty: 4624.894043 Iteration 3F: 3 clusters Score -1257628 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1257921.875000 Penalty: 4624.894043 Iteration 4Q: 3 clusters Score -1257922 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1258197.375000 Penalty: 4624.894043 Iteration 5Q: 3 clusters Score -1258197 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1258469.000000 Penalty: 4624.894043 Iteration 6Q: 3 clusters Score -1258469 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1258753.375000 Penalty: 4624.894043 Iteration 7Q: 3 clusters Score -1258753 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1259034.000000 Penalty: 4624.894043 Iteration 8Q: 3 clusters Score -1259034 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1259335.500000 Penalty: 4624.894043 Iteration 9Q: 3 clusters Score -1259336 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1259644.125000 Penalty: 4624.894043 Iteration 10Q: 3 clusters Score -1259644 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1259950.000000 Penalty: 4624.894043 Iteration 11Q: 3 clusters Score -1259950 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1260236.875000 Penalty: 4624.894043 Iteration 12Q: 3 clusters Score -1260237 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1260477.125000 Penalty: 4624.894043 Iteration 13Q: 3 clusters Score -1260477 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9568 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -1260669.000000 Penalty: 4624.894043 Iteration 14Q: 3 clusters Score -1260669 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1260804.000000 Penalty: 4624.894043 Iteration 15Q: 3 clusters Score -1260804 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1260886.000000 Penalty: 4624.894043 Iteration 16Q: 3 clusters Score -1260886 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1260961.250000 Penalty: 4624.894043 Iteration 17Q: 3 clusters Score -1260961 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1261005.000000 Penalty: 4624.894043 Iteration 18Q: 3 clusters Score -1261005 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1261026.625000 Penalty: 4624.894043 Iteration 19Q: 3 clusters Score -1261027 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1261051.625000 Penalty: 4624.894043 Iteration 20F: 3 clusters Score -1261052 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1261066.750000 Penalty: 4624.894043 Iteration 21Q: 3 clusters Score -1261067 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1261077.250000 Penalty: 4624.894043 Iteration 22Q: 3 clusters Score -1261077 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1261087.375000 Penalty: 4624.894043 Iteration 23Q: 3 clusters Score -1261087 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1261096.750000 Penalty: 4624.894043 Iteration 24Q: 3 clusters Score -1261097 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9994 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1261108.250000 Penalty: 4624.894043 Iteration 25Q: 3 clusters Score -1261108 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1261115.375000 Penalty: 4624.894043 Iteration 26Q: 3 clusters Score -1261115 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1261120.875000 Penalty: 4624.894043 Iteration 27Q: 3 clusters Score -1261121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1261121.625000 Penalty: 4624.894043 Iteration 28Q: 3 clusters Score -1261122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1261122.125000 Penalty: 4624.894043 Iteration 29Q: 3 clusters Score -1261122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1261123.625000 Penalty: 4624.894043 Iteration 30Q: 3 clusters Score -1261124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1261123.875000 Penalty: 4624.894043 Iteration 31Q: 3 clusters Score -1261124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1261128.500000 Penalty: 4624.894043 Iteration 32Q: 3 clusters Score -1261128 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1261132.875000 Penalty: 4624.894043 Iteration 33Q: 3 clusters Score -1261133 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1261137.750000 Penalty: 4624.894043 Iteration 34Q: 3 clusters Score -1261138 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1261146.500000 Penalty: 4624.894043 Iteration 35Q: 3 clusters Score -1261146 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1261156.750000 Penalty: 4624.894043 Iteration 36Q: 3 clusters Score -1261157 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10073 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1261161.750000 Penalty: 4624.894043 Iteration 37Q: 3 clusters Score -1261162 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1261166.875000 Penalty: 4624.894043 Iteration 38Q: 3 clusters Score -1261167 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1261172.750000 Penalty: 4624.894043 Iteration 39Q: 3 clusters Score -1261173 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1261175.750000 Penalty: 4624.894043 Iteration 40F: 3 clusters Score -1261176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1261178.375000 Penalty: 4624.894043 Iteration 41Q: 3 clusters Score -1261178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1261179.375000 Penalty: 4624.894043 Iteration 42Q: 3 clusters Score -1261179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1261181.125000 Penalty: 4624.894043 Iteration 43Q: 3 clusters Score -1261181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1261178.125000 Penalty: 4624.894043 Iteration 44Q: 3 clusters Score -1261178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1261178.125000 Penalty: 4624.894043 Iteration 45F: 3 clusters Score -1261178 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -42325.195312 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -42325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -41002.960938 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -41002.96 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -41194.492188 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -41194.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -41320.324219 Penalty: 2980.371338 Iteration 2Q: 3 clusters Score -41320.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -41473.667969 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -41473.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -41535.996094 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -41536 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -41614.210938 Penalty: 2980.371338 Iteration 5Q: 3 clusters Score -41614.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -41650.140625 Penalty: 2980.371338 Iteration 6Q: 3 clusters Score -41650.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -41667.914062 Penalty: 2980.371338 Iteration 7Q: 3 clusters Score -41667.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -41700.503906 Penalty: 2980.371338 Iteration 8Q: 3 clusters Score -41700.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -41740.578125 Penalty: 2980.371338 Iteration 9Q: 3 clusters Score -41740.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -41752.441406 Penalty: 2980.371338 Iteration 10Q: 3 clusters Score -41752.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -41773.785156 Penalty: 2980.371338 Iteration 11Q: 3 clusters Score -41773.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -41785.328125 Penalty: 2980.371338 Iteration 12Q: 3 clusters Score -41785.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -41800.070312 Penalty: 2980.371338 Iteration 13Q: 3 clusters Score -41800.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -41810.160156 Penalty: 2980.371338 Iteration 14Q: 3 clusters Score -41810.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -41847.445312 Penalty: 2980.371338 Iteration 15Q: 3 clusters Score -41847.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -41858.574219 Penalty: 2980.371338 Iteration 16Q: 3 clusters Score -41858.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -41876.218750 Penalty: 2980.371338 Iteration 17Q: 3 clusters Score -41876.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -41884.726562 Penalty: 2980.371338 Iteration 18Q: 3 clusters Score -41884.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -41887.710938 Penalty: 2980.371338 Iteration 19Q: 3 clusters Score -41887.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -41893.261719 Penalty: 2980.371338 Iteration 20F: 3 clusters Score -41893.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -41906.035156 Penalty: 2980.371338 Iteration 21Q: 3 clusters Score -41906.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -41907.625000 Penalty: 2980.371338 Iteration 22Q: 3 clusters Score -41907.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -41907.625000 Penalty: 2980.371338 Iteration 23F: 3 clusters Score -41907.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (6572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Entering Unmasked Estep Score: -768782.500000 Penalty: 2180.062012 Iteration 0F: 2 clusters Score -768782.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -763279.687500 Penalty: 4360.124023 Iteration 0F: 3 clusters Score -763279.7 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -764705.875000 Penalty: 4360.124023 Iteration 1F: 3 clusters Score -764705.9 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -764927.875000 Penalty: 4360.124023 Iteration 2F: 3 clusters Score -764927.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -765087.500000 Penalty: 4360.124023 Iteration 3Q: 3 clusters Score -765087.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -765215.312500 Penalty: 4360.124023 Iteration 4Q: 3 clusters Score -765215.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -765323.625000 Penalty: 4360.124023 Iteration 5Q: 3 clusters Score -765323.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -765410.437500 Penalty: 4360.124023 Iteration 6Q: 3 clusters Score -765410.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -765496.375000 Penalty: 4360.124023 Iteration 7Q: 3 clusters Score -765496.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -765582.937500 Penalty: 4360.124023 Iteration 8Q: 3 clusters Score -765582.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -765661.000000 Penalty: 4360.124023 Iteration 9Q: 3 clusters Score -765661 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -765726.687500 Penalty: 4360.124023 Iteration 10Q: 3 clusters Score -765726.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -765792.812500 Penalty: 4360.124023 Iteration 11Q: 3 clusters Score -765792.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -765858.937500 Penalty: 4360.124023 Iteration 12Q: 3 clusters Score -765858.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -765924.937500 Penalty: 4360.124023 Iteration 13Q: 3 clusters Score -765924.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -766002.000000 Penalty: 4360.124023 Iteration 14Q: 3 clusters Score -766002 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -766093.312500 Penalty: 4360.124023 Iteration 15Q: 3 clusters Score -766093.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -766190.812500 Penalty: 4360.124023 Iteration 16Q: 3 clusters Score -766190.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -766267.562500 Penalty: 4360.124023 Iteration 17Q: 3 clusters Score -766267.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -766328.562500 Penalty: 4360.124023 Iteration 18Q: 3 clusters Score -766328.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -766394.250000 Penalty: 4360.124023 Iteration 19Q: 3 clusters Score -766394.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -766457.875000 Penalty: 4360.124023 Iteration 20F: 3 clusters Score -766457.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -766542.187500 Penalty: 4360.124023 Iteration 21Q: 3 clusters Score -766542.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -766641.562500 Penalty: 4360.124023 Iteration 22Q: 3 clusters Score -766641.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -766747.000000 Penalty: 4360.124023 Iteration 23Q: 3 clusters Score -766747 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -766878.875000 Penalty: 4360.124023 Iteration 24Q: 3 clusters Score -766878.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -767055.812500 Penalty: 4360.124023 Iteration 25Q: 3 clusters Score -767055.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -767265.187500 Penalty: 4360.124023 Iteration 26Q: 3 clusters Score -767265.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -767451.500000 Penalty: 4360.124023 Iteration 27Q: 3 clusters Score -767451.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -767588.375000 Penalty: 4360.124023 Iteration 28Q: 3 clusters Score -767588.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -767647.937500 Penalty: 4360.124023 Iteration 29Q: 3 clusters Score -767647.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -767678.437500 Penalty: 4360.124023 Iteration 30Q: 3 clusters Score -767678.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -767700.187500 Penalty: 4360.124023 Iteration 31Q: 3 clusters Score -767700.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -767718.000000 Penalty: 4360.124023 Iteration 32Q: 3 clusters Score -767718 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -767741.687500 Penalty: 4360.124023 Iteration 33Q: 3 clusters Score -767741.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -767764.375000 Penalty: 4360.124023 Iteration 34Q: 3 clusters Score -767764.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -767781.687500 Penalty: 4360.124023 Iteration 35Q: 3 clusters Score -767781.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -767799.750000 Penalty: 4360.124023 Iteration 36Q: 3 clusters Score -767799.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -767817.125000 Penalty: 4360.124023 Iteration 37Q: 3 clusters Score -767817.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -767840.812500 Penalty: 4360.124023 Iteration 38Q: 3 clusters Score -767840.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -767872.687500 Penalty: 4360.124023 Iteration 39Q: 3 clusters Score -767872.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -767905.125000 Penalty: 4360.124023 Iteration 40F: 3 clusters Score -767905.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -767939.812500 Penalty: 4360.124023 Iteration 41Q: 3 clusters Score -767939.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -767965.187500 Penalty: 4360.124023 Iteration 42Q: 3 clusters Score -767965.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -767994.500000 Penalty: 4360.124023 Iteration 43Q: 3 clusters Score -767994.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -768023.937500 Penalty: 4360.124023 Iteration 44Q: 3 clusters Score -768023.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -768052.875000 Penalty: 4360.124023 Iteration 45Q: 3 clusters Score -768052.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -768074.625000 Penalty: 4360.124023 Iteration 46Q: 3 clusters Score -768074.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -768093.625000 Penalty: 4360.124023 Iteration 47Q: 3 clusters Score -768093.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -768109.375000 Penalty: 4360.124023 Iteration 48Q: 3 clusters Score -768109.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -768116.875000 Penalty: 4360.124023 Iteration 49Q: 3 clusters Score -768116.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -768122.875000 Penalty: 4360.124023 Iteration 50Q: 3 clusters Score -768122.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -768129.000000 Penalty: 4360.124023 Iteration 51Q: 3 clusters Score -768129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -768129.062500 Penalty: 4360.124023 Iteration 52Q: 3 clusters Score -768129.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -768130.000000 Penalty: 4360.124023 Iteration 53Q: 3 clusters Score -768130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -768131.562500 Penalty: 4360.124023 Iteration 54Q: 3 clusters Score -768131.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -768131.937500 Penalty: 4360.124023 Iteration 55Q: 3 clusters Score -768131.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -768132.500000 Penalty: 4360.124023 Iteration 56Q: 3 clusters Score -768132.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -768131.812500 Penalty: 4360.124023 Iteration 57Q: 3 clusters Score -768131.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -768135.687500 Penalty: 4360.124023 Iteration 58Q: 3 clusters Score -768135.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -768134.500000 Penalty: 4360.124023 Iteration 59Q: 3 clusters Score -768134.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -768134.312500 Penalty: 4360.124023 Iteration 60F: 3 clusters Score -768134.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -768136.812500 Penalty: 4360.124023 Iteration 61Q: 3 clusters Score -768136.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -768138.000000 Penalty: 4360.124023 Iteration 62Q: 3 clusters Score -768138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -768138.312500 Penalty: 4360.124023 Iteration 63Q: 3 clusters Score -768138.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -768138.312500 Penalty: 4360.124023 Iteration 64F: 3 clusters Score -768138.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Entering Unmasked Estep Score: -1041711.875000 Penalty: 2244.209717 Iteration 0F: 2 clusters Score -1041712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1035036.250000 Penalty: 4488.419434 Iteration 0F: 3 clusters Score -1035036 nChanged 3404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1036787.375000 Penalty: 4488.419434 Iteration 1F: 3 clusters Score -1036787 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1037062.750000 Penalty: 4488.419434 Iteration 2F: 3 clusters Score -1037063 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1037231.500000 Penalty: 4488.419434 Iteration 3F: 3 clusters Score -1037232 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1037346.250000 Penalty: 4488.419434 Iteration 4Q: 3 clusters Score -1037346 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1037423.250000 Penalty: 4488.419434 Iteration 5Q: 3 clusters Score -1037423 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1037480.000000 Penalty: 4488.419434 Iteration 6Q: 3 clusters Score -1037480 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -1037524.187500 Penalty: 4488.419434 Iteration 7Q: 3 clusters Score -1037524 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -1037553.687500 Penalty: 4488.419434 Iteration 8Q: 3 clusters Score -1037554 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1037581.812500 Penalty: 4488.419434 Iteration 9Q: 3 clusters Score -1037582 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -1037599.437500 Penalty: 4488.419434 Iteration 10Q: 3 clusters Score -1037599 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1037616.312500 Penalty: 4488.419434 Iteration 11Q: 3 clusters Score -1037616 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1037633.812500 Penalty: 4488.419434 Iteration 12Q: 3 clusters Score -1037634 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1037640.375000 Penalty: 4488.419434 Iteration 13Q: 3 clusters Score -1037640 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1037646.375000 Penalty: 4488.419434 Iteration 14Q: 3 clusters Score -1037646 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1037653.250000 Penalty: 4488.419434 Iteration 15Q: 3 clusters Score -1037653 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1037659.250000 Penalty: 4488.419434 Iteration 16Q: 3 clusters Score -1037659 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1037666.875000 Penalty: 4488.419434 Iteration 17Q: 3 clusters Score -1037667 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1037674.250000 Penalty: 4488.419434 Iteration 18Q: 3 clusters Score -1037674 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1037685.687500 Penalty: 4488.419434 Iteration 19Q: 3 clusters Score -1037686 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1037692.000000 Penalty: 4488.419434 Iteration 20F: 3 clusters Score -1037692 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -1037696.125000 Penalty: 4488.419434 Iteration 21Q: 3 clusters Score -1037696 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1037703.562500 Penalty: 4488.419434 Iteration 22Q: 3 clusters Score -1037704 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1037710.000000 Penalty: 4488.419434 Iteration 23Q: 3 clusters Score -1037710 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1037715.937500 Penalty: 4488.419434 Iteration 24Q: 3 clusters Score -1037716 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1037721.812500 Penalty: 4488.419434 Iteration 25Q: 3 clusters Score -1037722 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1037724.875000 Penalty: 4488.419434 Iteration 26Q: 3 clusters Score -1037725 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 4212 members Entering Unmasked 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Entering Unmasked Estep Score: -1037742.375000 Penalty: 4488.419434 Iteration 31Q: 3 clusters Score -1037742 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1037742.000000 Penalty: 4488.419434 Iteration 32Q: 3 clusters Score -1037742 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1037745.250000 Penalty: 4488.419434 Iteration 33Q: 3 clusters Score -1037745 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1037746.937500 Penalty: 4488.419434 Iteration 34Q: 3 clusters Score -1037747 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1037748.625000 Penalty: 4488.419434 Iteration 35Q: 3 clusters Score -1037749 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1037753.750000 Penalty: 4488.419434 Iteration 36Q: 3 clusters Score -1037754 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1037752.937500 Penalty: 4488.419434 Iteration 37Q: 3 clusters Score -1037753 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1037758.375000 Penalty: 4488.419434 Iteration 38Q: 3 clusters Score -1037758 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1037760.062500 Penalty: 4488.419434 Iteration 39Q: 3 clusters Score -1037760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -1037761.687500 Penalty: 4488.419434 Iteration 40F: 3 clusters Score -1037762 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1037762.875000 Penalty: 4488.419434 Iteration 41Q: 3 clusters Score -1037763 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1037770.187500 Penalty: 4488.419434 Iteration 42Q: 3 clusters Score -1037770 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1037773.625000 Penalty: 4488.419434 Iteration 43Q: 3 clusters Score -1037774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1037774.500000 Penalty: 4488.419434 Iteration 44Q: 3 clusters Score -1037774 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1037777.187500 Penalty: 4488.419434 Iteration 45Q: 3 clusters Score -1037777 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -1037779.250000 Penalty: 4488.419434 Iteration 46Q: 3 clusters Score -1037779 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -1037782.875000 Penalty: 4488.419434 Iteration 47Q: 3 clusters Score -1037783 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1037783.937500 Penalty: 4488.419434 Iteration 48Q: 3 clusters Score -1037784 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1037789.187500 Penalty: 4488.419434 Iteration 49Q: 3 clusters Score -1037789 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1037793.062500 Penalty: 4488.419434 Iteration 50Q: 3 clusters Score -1037793 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1037798.500000 Penalty: 4488.419434 Iteration 51Q: 3 clusters Score -1037798 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1037799.812500 Penalty: 4488.419434 Iteration 52Q: 3 clusters Score -1037800 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1037803.750000 Penalty: 4488.419434 Iteration 53Q: 3 clusters Score -1037804 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1037804.375000 Penalty: 4488.419434 Iteration 54Q: 3 clusters Score -1037804 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1037809.375000 Penalty: 4488.419434 Iteration 55Q: 3 clusters Score -1037809 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1037813.562500 Penalty: 4488.419434 Iteration 56Q: 3 clusters Score -1037814 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1037818.312500 Penalty: 4488.419434 Iteration 57Q: 3 clusters Score -1037818 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1037820.375000 Penalty: 4488.419434 Iteration 58Q: 3 clusters Score -1037820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1037821.250000 Penalty: 4488.419434 Iteration 59Q: 3 clusters Score -1037821 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1037823.500000 Penalty: 4488.419434 Iteration 60F: 3 clusters Score -1037824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1037827.000000 Penalty: 4488.419434 Iteration 61Q: 3 clusters Score -1037827 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1037827.687500 Penalty: 4488.419434 Iteration 62Q: 3 clusters Score -1037828 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1037833.437500 Penalty: 4488.419434 Iteration 63Q: 3 clusters Score -1037833 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1037837.812500 Penalty: 4488.419434 Iteration 64Q: 3 clusters Score -1037838 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1037841.500000 Penalty: 4488.419434 Iteration 65Q: 3 clusters Score -1037842 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1037844.875000 Penalty: 4488.419434 Iteration 66Q: 3 clusters Score -1037845 nChanged 28 Entering Unmasked Mstep 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1037910.312500 Penalty: 4488.419434 Iteration 71Q: 3 clusters Score -1037910 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1037930.375000 Penalty: 4488.419434 Iteration 72Q: 3 clusters Score -1037930 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1037960.687500 Penalty: 4488.419434 Iteration 73Q: 3 clusters Score -1037961 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1037996.312500 Penalty: 4488.419434 Iteration 74Q: 3 clusters Score -1037996 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1038034.187500 Penalty: 4488.419434 Iteration 75Q: 3 clusters Score -1038034 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1038086.812500 Penalty: 4488.419434 Iteration 76Q: 3 clusters Score -1038087 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1038145.875000 Penalty: 4488.419434 Iteration 77Q: 3 clusters Score -1038146 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1038207.312500 Penalty: 4488.419434 Iteration 78Q: 3 clusters Score 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Iteration 86Q: 3 clusters Score -1039051 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1039144.000000 Penalty: 4488.419434 Iteration 87Q: 3 clusters Score -1039144 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1039223.125000 Penalty: 4488.419434 Iteration 88Q: 3 clusters Score -1039223 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1039287.687500 Penalty: 4488.419434 Iteration 89Q: 3 clusters Score -1039288 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1039343.812500 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Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1039735.812500 Penalty: 4488.419434 Iteration 110Q: 3 clusters Score -1039736 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1039750.937500 Penalty: 4488.419434 Iteration 111Q: 3 clusters Score -1039751 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1039760.937500 Penalty: 4488.419434 Iteration 112Q: 3 clusters Score -1039761 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1039766.937500 Penalty: 4488.419434 Iteration 113Q: 3 clusters Score -1039767 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1039774.687500 Penalty: 4488.419434 Iteration 114Q: 3 clusters Score -1039775 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1039778.750000 Penalty: 4488.419434 Iteration 115Q: 3 clusters Score -1039779 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1039783.937500 Penalty: 4488.419434 Iteration 116Q: 3 clusters Score -1039784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1039784.187500 Penalty: 4488.419434 Iteration 117Q: 3 clusters Score -1039784 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1039791.562500 Penalty: 4488.419434 Iteration 118Q: 3 clusters Score -1039792 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1039798.750000 Penalty: 4488.419434 Iteration 119Q: 3 clusters Score -1039799 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1039805.937500 Penalty: 4488.419434 Iteration 120F: 3 clusters Score -1039806 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1039807.812500 Penalty: 4488.419434 Iteration 121Q: 3 clusters Score -1039808 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -1039816.812500 Penalty: 4488.419434 Iteration 122Q: 3 clusters Score -1039817 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1039815.062500 Penalty: 4488.419434 Iteration 123Q: 3 clusters Score -1039815 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1039821.937500 Penalty: 4488.419434 Iteration 124Q: 3 clusters Score -1039822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1039821.937500 Penalty: 4488.419434 Iteration 125Q: 3 clusters Score -1039822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1039824.625000 Penalty: 4488.419434 Iteration 126Q: 3 clusters Score -1039825 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1039829.750000 Penalty: 4488.419434 Iteration 127Q: 3 clusters Score -1039830 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1039827.500000 Penalty: 4488.419434 Iteration 128Q: 3 clusters Score -1039828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1039828.562500 Penalty: 4488.419434 Iteration 129Q: 3 clusters Score -1039829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1039829.500000 Penalty: 4488.419434 Iteration 130Q: 3 clusters Score -1039830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1039830.625000 Penalty: 4488.419434 Iteration 131Q: 3 clusters Score -1039831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1039831.375000 Penalty: 4488.419434 Iteration 132Q: 3 clusters Score -1039831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1039832.312500 Penalty: 4488.419434 Iteration 133Q: 3 clusters Score -1039832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1039831.812500 Penalty: 4488.419434 Iteration 134Q: 3 clusters Score -1039832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1039831.562500 Penalty: 4488.419434 Iteration 135Q: 3 clusters Score -1039832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1039833.312500 Penalty: 4488.419434 Iteration 136Q: 3 clusters Score -1039833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1039832.437500 Penalty: 4488.419434 Iteration 137Q: 3 clusters Score -1039832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1039832.125000 Penalty: 4488.419434 Iteration 138Q: 3 clusters Score -1039832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1039834.562500 Penalty: 4488.419434 Iteration 139Q: 3 clusters Score -1039835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1039832.625000 Penalty: 4488.419434 Iteration 140F: 3 clusters Score -1039833 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1039835.000000 Penalty: 4488.419434 Iteration 141Q: 3 clusters Score -1039835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1039835.000000 Penalty: 4488.419434 Iteration 142F: 3 clusters Score -1039835 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -74035.257812 Penalty: 1626.784546 Iteration 0F: 2 clusters Score -74035.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -72377.890625 Penalty: 3253.569092 Iteration 0F: 3 clusters Score -72377.89 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -72631.835938 Penalty: 3253.569092 Iteration 1F: 3 clusters Score -72631.84 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -72762.375000 Penalty: 3253.569092 Iteration 2F: 3 clusters Score -72762.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72843.101562 Penalty: 3253.569092 Iteration 3F: 3 clusters Score -72843.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -72934.507812 Penalty: 3253.569092 Iteration 4Q: 3 clusters Score -72934.51 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -73009.804688 Penalty: 3253.569092 Iteration 5Q: 3 clusters Score -73009.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -73098.726562 Penalty: 3253.569092 Iteration 6Q: 3 clusters Score -73098.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -73201.773438 Penalty: 3253.569092 Iteration 7Q: 3 clusters Score -73201.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -73268.648438 Penalty: 3253.569092 Iteration 8Q: 3 clusters Score -73268.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -73319.070312 Penalty: 3253.569092 Iteration 9Q: 3 clusters Score -73319.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -73361.804688 Penalty: 3253.569092 Iteration 10Q: 3 clusters Score -73361.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -73405.742188 Penalty: 3253.569092 Iteration 11Q: 3 clusters Score -73405.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -73431.250000 Penalty: 3253.569092 Iteration 12Q: 3 clusters Score -73431.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -73451.070312 Penalty: 3253.569092 Iteration 13Q: 3 clusters Score -73451.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -73466.203125 Penalty: 3253.569092 Iteration 14Q: 3 clusters Score -73466.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -73474.742188 Penalty: 3253.569092 Iteration 15Q: 3 clusters Score -73474.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -73486.312500 Penalty: 3253.569092 Iteration 16Q: 3 clusters Score -73486.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -73494.890625 Penalty: 3253.569092 Iteration 17Q: 3 clusters Score -73494.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -73505.914062 Penalty: 3253.569092 Iteration 18Q: 3 clusters Score -73505.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -73513.843750 Penalty: 3253.569092 Iteration 19Q: 3 clusters Score -73513.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -73523.031250 Penalty: 3253.569092 Iteration 20F: 3 clusters Score -73523.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -73529.820312 Penalty: 3253.569092 Iteration 21Q: 3 clusters Score -73529.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -73532.812500 Penalty: 3253.569092 Iteration 22Q: 3 clusters Score -73532.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -73534.226562 Penalty: 3253.569092 Iteration 23Q: 3 clusters Score -73534.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -73534.226562 Penalty: 3253.569092 Iteration 24F: 3 clusters Score -73534.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Entering Unmasked Estep Score: -552655.500000 Penalty: 2086.630127 Iteration 0F: 2 clusters Score -552655.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -548467.500000 Penalty: 4173.260254 Iteration 0F: 3 clusters Score -548467.5 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -549477.687500 Penalty: 4173.260254 Iteration 1F: 3 clusters Score -549477.7 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -549721.625000 Penalty: 4173.260254 Iteration 2F: 3 clusters Score -549721.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -549931.875000 Penalty: 4173.260254 Iteration 3F: 3 clusters Score -549931.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -550144.187500 Penalty: 4173.260254 Iteration 4F: 3 clusters Score -550144.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -550368.187500 Penalty: 4173.260254 Iteration 5F: 3 clusters Score -550368.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -550580.687500 Penalty: 4173.260254 Iteration 6F: 3 clusters Score -550580.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -550755.437500 Penalty: 4173.260254 Iteration 7Q: 3 clusters Score -550755.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -550867.875000 Penalty: 4173.260254 Iteration 8Q: 3 clusters Score -550867.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -550963.812500 Penalty: 4173.260254 Iteration 9Q: 3 clusters Score -550963.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -551030.875000 Penalty: 4173.260254 Iteration 10Q: 3 clusters Score -551030.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -551077.500000 Penalty: 4173.260254 Iteration 11Q: 3 clusters Score -551077.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -551109.062500 Penalty: 4173.260254 Iteration 12Q: 3 clusters Score -551109.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -551132.250000 Penalty: 4173.260254 Iteration 13Q: 3 clusters Score -551132.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -551152.812500 Penalty: 4173.260254 Iteration 14Q: 3 clusters Score -551152.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -551167.875000 Penalty: 4173.260254 Iteration 15Q: 3 clusters Score -551167.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -551183.000000 Penalty: 4173.260254 Iteration 16Q: 3 clusters Score -551183 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -551197.000000 Penalty: 4173.260254 Iteration 17Q: 3 clusters Score -551197 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -551207.625000 Penalty: 4173.260254 Iteration 18Q: 3 clusters Score -551207.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -551217.125000 Penalty: 4173.260254 Iteration 19Q: 3 clusters Score -551217.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -551223.375000 Penalty: 4173.260254 Iteration 20F: 3 clusters Score -551223.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -551231.250000 Penalty: 4173.260254 Iteration 21Q: 3 clusters Score -551231.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -551235.125000 Penalty: 4173.260254 Iteration 22Q: 3 clusters Score -551235.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -551239.625000 Penalty: 4173.260254 Iteration 23Q: 3 clusters Score -551239.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -551243.750000 Penalty: 4173.260254 Iteration 24Q: 3 clusters Score -551243.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -551247.312500 Penalty: 4173.260254 Iteration 25Q: 3 clusters Score -551247.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -551250.125000 Penalty: 4173.260254 Iteration 26Q: 3 clusters Score -551250.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -551251.500000 Penalty: 4173.260254 Iteration 27Q: 3 clusters Score -551251.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -551253.250000 Penalty: 4173.260254 Iteration 28Q: 3 clusters Score -551253.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -551254.312500 Penalty: 4173.260254 Iteration 29Q: 3 clusters Score -551254.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -551254.562500 Penalty: 4173.260254 Iteration 30Q: 3 clusters Score -551254.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -551254.687500 Penalty: 4173.260254 Iteration 31Q: 3 clusters Score -551254.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -551254.125000 Penalty: 4173.260254 Iteration 32Q: 3 clusters Score -551254.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -551256.812500 Penalty: 4173.260254 Iteration 33Q: 3 clusters Score -551256.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -551256.812500 Penalty: 4173.260254 Iteration 34F: 3 clusters Score -551256.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (64479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64479 members Entering Unmasked Estep Score: -7930236.500000 Penalty: 2746.375488 Iteration 0F: 2 clusters Score -7930236 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32252 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -7887193.500000 Penalty: 5492.750977 Iteration 0F: 3 clusters Score -7887194 nChanged 30066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32516 members Mstep: Class 2 contains 31963 members Entering Unmasked Estep Score: -7903850.500000 Penalty: 5492.750977 Iteration 1F: 3 clusters Score -7903850 nChanged 2546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32454 members Mstep: Class 2 contains 32025 members Entering Unmasked Estep Score: -7904657.500000 Penalty: 5492.750977 Iteration 2Q: 3 clusters Score -7904658 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32320 members Mstep: Class 2 contains 32159 members Entering Unmasked Estep Score: -7905474.500000 Penalty: 5492.750977 Iteration 3Q: 3 clusters Score -7905474 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31990 members Mstep: Class 2 contains 32489 members Entering Unmasked Estep Score: -7906299.000000 Penalty: 5492.750977 Iteration 4Q: 3 clusters Score -7906299 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31286 members Mstep: Class 2 contains 33193 members Entering Unmasked Estep Score: -7907238.500000 Penalty: 5492.750977 Iteration 5Q: 3 clusters Score -7907238 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30197 members Mstep: Class 2 contains 34282 members Entering Unmasked Estep Score: -7908368.500000 Penalty: 5492.750977 Iteration 6Q: 3 clusters Score -7908368 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28557 members Mstep: Class 2 contains 35922 members Entering Unmasked Estep Score: -7909627.000000 Penalty: 5492.750977 Iteration 7Q: 3 clusters Score -7909627 nChanged 3501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26272 members Mstep: Class 2 contains 38207 members Entering Unmasked Estep Score: -7911335.000000 Penalty: 5492.750977 Iteration 8F: 3 clusters Score -7911335 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 41048 members Entering Unmasked Estep Score: -7913466.500000 Penalty: 5492.750977 Iteration 9F: 3 clusters Score -7913466 nChanged 4007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20236 members Mstep: Class 2 contains 44243 members Entering Unmasked Estep Score: -7915821.500000 Penalty: 5492.750977 Iteration 10F: 3 clusters Score -7915822 nChanged 3691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17145 members Mstep: Class 2 contains 47334 members Entering Unmasked Estep Score: -7917933.000000 Penalty: 5492.750977 Iteration 11F: 3 clusters Score -7917933 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 49941 members Entering Unmasked Estep Score: -7919517.500000 Penalty: 5492.750977 Iteration 12Q: 3 clusters Score -7919518 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 52115 members Entering Unmasked Estep Score: -7920715.500000 Penalty: 5492.750977 Iteration 13Q: 3 clusters Score -7920716 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 54070 members Entering Unmasked Estep Score: -7921785.000000 Penalty: 5492.750977 Iteration 14Q: 3 clusters Score -7921785 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 55815 members Entering Unmasked Estep Score: -7922743.500000 Penalty: 5492.750977 Iteration 15Q: 3 clusters Score -7922744 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 57384 members Entering Unmasked Estep Score: -7923686.500000 Penalty: 5492.750977 Iteration 16Q: 3 clusters Score -7923686 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 58844 members Entering Unmasked Estep Score: -7924620.500000 Penalty: 5492.750977 Iteration 17Q: 3 clusters Score -7924620 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 60137 members Entering Unmasked Estep Score: -7925477.000000 Penalty: 5492.750977 Iteration 18Q: 3 clusters Score -7925477 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 61170 members Entering Unmasked Estep Score: -7926254.500000 Penalty: 5492.750977 Iteration 19Q: 3 clusters Score -7926254 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 61906 members Entering Unmasked Estep Score: -7926754.500000 Penalty: 5492.750977 Iteration 20F: 3 clusters Score -7926754 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 62420 members Entering Unmasked Estep Score: -7927074.000000 Penalty: 5492.750977 Iteration 21Q: 3 clusters Score -7927074 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 62801 members Entering Unmasked Estep Score: -7927356.000000 Penalty: 5492.750977 Iteration 22Q: 3 clusters Score -7927356 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 63065 members Entering Unmasked Estep Score: -7927510.500000 Penalty: 5492.750977 Iteration 23Q: 3 clusters Score -7927510 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 63240 members Entering Unmasked Estep Score: -7927626.000000 Penalty: 5492.750977 Iteration 24Q: 3 clusters Score -7927626 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 63363 members Entering Unmasked Estep Score: -7927704.500000 Penalty: 5492.750977 Iteration 25Q: 3 clusters Score -7927704 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 63455 members Entering Unmasked Estep Score: -7927786.000000 Penalty: 5492.750977 Iteration 26Q: 3 clusters Score -7927786 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 63519 members Entering Unmasked Estep Score: -7927855.500000 Penalty: 5492.750977 Iteration 27Q: 3 clusters Score -7927856 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 63569 members Entering Unmasked Estep Score: -7927906.000000 Penalty: 5492.750977 Iteration 28Q: 3 clusters Score -7927906 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 63606 members Entering Unmasked Estep Score: -7927912.000000 Penalty: 5492.750977 Iteration 29Q: 3 clusters Score -7927912 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 63629 members Entering Unmasked Estep Score: -7927952.500000 Penalty: 5492.750977 Iteration 30Q: 3 clusters Score -7927952 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 63645 members Entering Unmasked Estep Score: -7927952.500000 Penalty: 5492.750977 Iteration 31Q: 3 clusters Score -7927952 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 63659 members Entering Unmasked Estep Score: -7927956.500000 Penalty: 5492.750977 Iteration 32Q: 3 clusters Score -7927956 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 63673 members Entering Unmasked Estep Score: -7927987.500000 Penalty: 5492.750977 Iteration 33Q: 3 clusters Score -7927988 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 63680 members Entering Unmasked Estep Score: -7927994.000000 Penalty: 5492.750977 Iteration 34Q: 3 clusters Score -7927994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 63685 members Entering Unmasked Estep Score: -7927991.500000 Penalty: 5492.750977 Iteration 35Q: 3 clusters Score -7927992 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 63690 members Entering Unmasked Estep Score: -7928003.000000 Penalty: 5492.750977 Iteration 36Q: 3 clusters Score -7928003 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 63694 members Entering Unmasked Estep Score: -7928005.000000 Penalty: 5492.750977 Iteration 37Q: 3 clusters Score -7928005 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 63695 members Entering Unmasked Estep Score: -7928008.000000 Penalty: 5492.750977 Iteration 38Q: 3 clusters Score -7928008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 63699 members Entering Unmasked Estep Score: -7928012.500000 Penalty: 5492.750977 Iteration 39Q: 3 clusters Score -7928012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 63700 members Entering Unmasked Estep Score: -7928009.000000 Penalty: 5492.750977 Iteration 40F: 3 clusters Score -7928009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 63701 members Entering Unmasked Estep Score: -7928009.000000 Penalty: 5492.750977 Iteration 41Q: 3 clusters Score -7928009 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 63705 members Entering Unmasked Estep Score: -7928017.000000 Penalty: 5492.750977 Iteration 42Q: 3 clusters Score -7928017 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 63709 members Entering Unmasked Estep Score: -7928023.500000 Penalty: 5492.750977 Iteration 43Q: 3 clusters Score -7928024 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 63713 members Entering Unmasked Estep Score: -7928017.000000 Penalty: 5492.750977 Iteration 44Q: 3 clusters Score -7928017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 63713 members Entering Unmasked Estep Score: -7928021.500000 Penalty: 5492.750977 Iteration 45Q: 3 clusters Score -7928022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 63713 members Entering Unmasked Estep Score: -7928021.500000 Penalty: 5492.750977 Iteration 46F: 3 clusters Score -7928022 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (156719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156719 members Entering Unmasked Estep Score: -19568916.000000 Penalty: 2966.627930 Iteration 0F: 2 clusters Score -1.956892e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78633 members Mstep: Class 2 contains 78086 members Entering Unmasked Estep Score: -19465940.000000 Penalty: 5933.255859 Iteration 0F: 3 clusters Score -1.946594e+07 nChanged 74810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80605 members Mstep: Class 2 contains 76114 members Entering Unmasked Estep Score: -19509978.000000 Penalty: 5933.255859 Iteration 1F: 3 clusters Score -1.950998e+07 nChanged 5178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81353 members Mstep: Class 2 contains 75366 members Entering Unmasked Estep Score: -19511514.000000 Penalty: 5933.255859 Iteration 2Q: 3 clusters Score -1.951151e+07 nChanged 5969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82308 members Mstep: Class 2 contains 74411 members Entering Unmasked Estep Score: -19513658.000000 Penalty: 5933.255859 Iteration 3Q: 3 clusters Score -1.951366e+07 nChanged 7036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83516 members Mstep: Class 2 contains 73203 members Entering Unmasked Estep Score: -19516998.000000 Penalty: 5933.255859 Iteration 4Q: 3 clusters Score -1.9517e+07 nChanged 7959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85231 members Mstep: Class 2 contains 71488 members Entering Unmasked Estep Score: -19521080.000000 Penalty: 5933.255859 Iteration 5F: 3 clusters Score -1.952108e+07 nChanged 8807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87538 members Mstep: Class 2 contains 69181 members Entering Unmasked Estep Score: -19525984.000000 Penalty: 5933.255859 Iteration 6F: 3 clusters Score -1.952598e+07 nChanged 8742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90588 members Mstep: Class 2 contains 66131 members Entering Unmasked Estep Score: -19530774.000000 Penalty: 5933.255859 Iteration 7F: 3 clusters Score -1.953077e+07 nChanged 8320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94372 members Mstep: Class 2 contains 62347 members Entering Unmasked Estep Score: -19535074.000000 Penalty: 5933.255859 Iteration 8F: 3 clusters Score -1.953507e+07 nChanged 7433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98899 members Mstep: Class 2 contains 57820 members Entering Unmasked Estep Score: -19538602.000000 Penalty: 5933.255859 Iteration 9Q: 3 clusters Score -1.95386e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104215 members Mstep: Class 2 contains 52504 members Entering Unmasked Estep Score: -19542108.000000 Penalty: 5933.255859 Iteration 10Q: 3 clusters Score -1.954211e+07 nChanged 6465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110022 members Mstep: Class 2 contains 46697 members Entering Unmasked Estep Score: -19545198.000000 Penalty: 5933.255859 Iteration 11Q: 3 clusters Score -1.95452e+07 nChanged 6353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116159 members Mstep: Class 2 contains 40560 members Entering Unmasked Estep Score: -19548232.000000 Penalty: 5933.255859 Iteration 12Q: 3 clusters Score -1.954823e+07 nChanged 6337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122446 members Mstep: Class 2 contains 34273 members Entering Unmasked Estep Score: -19551424.000000 Penalty: 5933.255859 Iteration 13Q: 3 clusters Score -1.955142e+07 nChanged 6219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128655 members Mstep: Class 2 contains 28064 members Entering Unmasked Estep Score: -19554500.000000 Penalty: 5933.255859 Iteration 14Q: 3 clusters Score -1.95545e+07 nChanged 5805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134460 members Mstep: Class 2 contains 22259 members Entering Unmasked Estep Score: -19557402.000000 Penalty: 5933.255859 Iteration 15Q: 3 clusters Score -1.95574e+07 nChanged 5190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139650 members Mstep: Class 2 contains 17069 members Entering Unmasked Estep Score: -19559974.000000 Penalty: 5933.255859 Iteration 16Q: 3 clusters Score -1.955997e+07 nChanged 4268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143918 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -19561944.000000 Penalty: 5933.255859 Iteration 17Q: 3 clusters Score -1.956194e+07 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147162 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -19563260.000000 Penalty: 5933.255859 Iteration 18Q: 3 clusters Score -1.956326e+07 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149540 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -19564164.000000 Penalty: 5933.255859 Iteration 19Q: 3 clusters Score -1.956416e+07 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151219 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -19564900.000000 Penalty: 5933.255859 Iteration 20F: 3 clusters Score -1.95649e+07 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152458 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -19565438.000000 Penalty: 5933.255859 Iteration 21Q: 3 clusters Score -1.956544e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153272 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -19565694.000000 Penalty: 5933.255859 Iteration 22Q: 3 clusters Score -1.956569e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153859 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -19565976.000000 Penalty: 5933.255859 Iteration 23Q: 3 clusters Score -1.956598e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154303 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -19566172.000000 Penalty: 5933.255859 Iteration 24Q: 3 clusters Score -1.956617e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154609 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -19566260.000000 Penalty: 5933.255859 Iteration 25Q: 3 clusters Score -1.956626e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154830 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -19566358.000000 Penalty: 5933.255859 Iteration 26Q: 3 clusters Score -1.956636e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154970 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -19566398.000000 Penalty: 5933.255859 Iteration 27Q: 3 clusters Score -1.95664e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155066 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -19566432.000000 Penalty: 5933.255859 Iteration 28Q: 3 clusters Score -1.956643e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155138 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -19566468.000000 Penalty: 5933.255859 Iteration 29Q: 3 clusters Score -1.956647e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155198 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -19566500.000000 Penalty: 5933.255859 Iteration 30Q: 3 clusters Score -1.95665e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155260 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -19566520.000000 Penalty: 5933.255859 Iteration 31Q: 3 clusters Score -1.956652e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155311 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -19566532.000000 Penalty: 5933.255859 Iteration 32Q: 3 clusters Score -1.956653e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155348 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -19566550.000000 Penalty: 5933.255859 Iteration 33Q: 3 clusters Score -1.956655e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155379 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -19566590.000000 Penalty: 5933.255859 Iteration 34Q: 3 clusters Score -1.956659e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155414 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -19566610.000000 Penalty: 5933.255859 Iteration 35Q: 3 clusters Score -1.956661e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155446 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -19566644.000000 Penalty: 5933.255859 Iteration 36Q: 3 clusters Score -1.956664e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155469 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -19566626.000000 Penalty: 5933.255859 Iteration 37Q: 3 clusters Score -1.956663e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155494 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -19566640.000000 Penalty: 5933.255859 Iteration 38Q: 3 clusters Score -1.956664e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155510 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -19566632.000000 Penalty: 5933.255859 Iteration 39Q: 3 clusters Score -1.956663e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155518 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -19566640.000000 Penalty: 5933.255859 Iteration 40F: 3 clusters Score -1.956664e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155534 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -19566650.000000 Penalty: 5933.255859 Iteration 41Q: 3 clusters Score -1.956665e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155545 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -19566646.000000 Penalty: 5933.255859 Iteration 42Q: 3 clusters Score -1.956665e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155551 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -19566662.000000 Penalty: 5933.255859 Iteration 43Q: 3 clusters Score -1.956666e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155555 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -19566644.000000 Penalty: 5933.255859 Iteration 44Q: 3 clusters Score -1.956664e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155556 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -19566648.000000 Penalty: 5933.255859 Iteration 45Q: 3 clusters Score -1.956665e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155555 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -19566642.000000 Penalty: 5933.255859 Iteration 46Q: 3 clusters Score -1.956664e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155556 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -19566654.000000 Penalty: 5933.255859 Iteration 47Q: 3 clusters Score -1.956665e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155558 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -19566662.000000 Penalty: 5933.255859 Iteration 48Q: 3 clusters Score -1.956666e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155557 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -19566650.000000 Penalty: 5933.255859 Iteration 49Q: 3 clusters Score -1.956665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155556 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -19566650.000000 Penalty: 5933.255859 Iteration 50Q: 3 clusters Score -1.956665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155557 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -19566650.000000 Penalty: 5933.255859 Iteration 51Q: 3 clusters Score -1.956665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155558 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -19566652.000000 Penalty: 5933.255859 Iteration 52Q: 3 clusters Score -1.956665e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155558 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -19566652.000000 Penalty: 5933.255859 Iteration 53F: 3 clusters Score -1.956665e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -63742.578125 Penalty: 1592.562378 Iteration 0F: 2 clusters Score -63742.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -62188.730469 Penalty: 3185.124756 Iteration 0F: 3 clusters Score -62188.73 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -62486.113281 Penalty: 3185.124756 Iteration 1F: 3 clusters Score -62486.11 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -62622.800781 Penalty: 3185.124756 Iteration 2F: 3 clusters Score -62622.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -62779.324219 Penalty: 3185.124756 Iteration 3F: 3 clusters Score -62779.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -62904.796875 Penalty: 3185.124756 Iteration 4Q: 3 clusters Score -62904.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -63006.101562 Penalty: 3185.124756 Iteration 5Q: 3 clusters Score -63006.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -63098.187500 Penalty: 3185.124756 Iteration 6Q: 3 clusters Score -63098.19 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -63172.695312 Penalty: 3185.124756 Iteration 7Q: 3 clusters Score -63172.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -63284.441406 Penalty: 3185.124756 Iteration 8Q: 3 clusters Score -63284.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -63375.640625 Penalty: 3185.124756 Iteration 9Q: 3 clusters Score -63375.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -63464.773438 Penalty: 3185.124756 Iteration 10Q: 3 clusters Score -63464.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -63505.910156 Penalty: 3185.124756 Iteration 11Q: 3 clusters Score -63505.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -63555.566406 Penalty: 3185.124756 Iteration 12Q: 3 clusters Score -63555.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -63599.222656 Penalty: 3185.124756 Iteration 13Q: 3 clusters Score -63599.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -63615.800781 Penalty: 3185.124756 Iteration 14Q: 3 clusters Score -63615.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -63625.089844 Penalty: 3185.124756 Iteration 15Q: 3 clusters Score -63625.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -63627.976562 Penalty: 3185.124756 Iteration 16Q: 3 clusters Score -63627.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -63627.976562 Penalty: 3185.124756 Iteration 17F: 3 clusters Score -63627.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (11465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Entering Unmasked Estep Score: -1362486.625000 Penalty: 2318.069580 Iteration 0F: 2 clusters Score -1362487 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1353862.875000 Penalty: 4636.139160 Iteration 0F: 3 clusters Score -1353863 nChanged 4842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1356497.500000 Penalty: 4636.139160 Iteration 1F: 3 clusters Score -1356498 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -1356911.500000 Penalty: 4636.139160 Iteration 2F: 3 clusters Score -1356912 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1357267.625000 Penalty: 4636.139160 Iteration 3F: 3 clusters Score -1357268 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -1357632.250000 Penalty: 4636.139160 Iteration 4F: 3 clusters Score -1357632 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -1358002.500000 Penalty: 4636.139160 Iteration 5Q: 3 clusters Score -1358002 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1358328.625000 Penalty: 4636.139160 Iteration 6Q: 3 clusters Score -1358329 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1358618.375000 Penalty: 4636.139160 Iteration 7Q: 3 clusters Score -1358618 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1358929.125000 Penalty: 4636.139160 Iteration 8Q: 3 clusters Score -1358929 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1359244.250000 Penalty: 4636.139160 Iteration 9Q: 3 clusters Score -1359244 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1359539.500000 Penalty: 4636.139160 Iteration 10Q: 3 clusters Score -1359540 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1359807.750000 Penalty: 4636.139160 Iteration 11Q: 3 clusters Score -1359808 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1360058.625000 Penalty: 4636.139160 Iteration 12Q: 3 clusters Score -1360059 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -1360281.250000 Penalty: 4636.139160 Iteration 13Q: 3 clusters Score -1360281 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1360474.000000 Penalty: 4636.139160 Iteration 14Q: 3 clusters Score -1360474 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1360703.000000 Penalty: 4636.139160 Iteration 15Q: 3 clusters Score -1360703 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1360912.125000 Penalty: 4636.139160 Iteration 16Q: 3 clusters Score -1360912 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -1361050.125000 Penalty: 4636.139160 Iteration 17Q: 3 clusters Score -1361050 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -1361133.500000 Penalty: 4636.139160 Iteration 18Q: 3 clusters Score -1361134 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1361187.250000 Penalty: 4636.139160 Iteration 19Q: 3 clusters Score -1361187 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1361225.750000 Penalty: 4636.139160 Iteration 20F: 3 clusters Score -1361226 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1361251.250000 Penalty: 4636.139160 Iteration 21Q: 3 clusters Score -1361251 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1361254.875000 Penalty: 4636.139160 Iteration 22Q: 3 clusters Score -1361255 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1361266.250000 Penalty: 4636.139160 Iteration 23Q: 3 clusters Score -1361266 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1361270.625000 Penalty: 4636.139160 Iteration 24Q: 3 clusters Score -1361271 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1361279.750000 Penalty: 4636.139160 Iteration 25Q: 3 clusters Score -1361280 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -1361280.000000 Penalty: 4636.139160 Iteration 26Q: 3 clusters Score -1361280 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1361280.250000 Penalty: 4636.139160 Iteration 27Q: 3 clusters Score -1361280 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -1361281.875000 Penalty: 4636.139160 Iteration 28Q: 3 clusters Score -1361282 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1361284.875000 Penalty: 4636.139160 Iteration 29Q: 3 clusters Score -1361285 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1361286.500000 Penalty: 4636.139160 Iteration 30Q: 3 clusters Score -1361286 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -1361285.750000 Penalty: 4636.139160 Iteration 31Q: 3 clusters Score -1361286 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1361286.000000 Penalty: 4636.139160 Iteration 32Q: 3 clusters Score -1361286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1361285.375000 Penalty: 4636.139160 Iteration 33Q: 3 clusters Score -1361285 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1361285.375000 Penalty: 4636.139160 Iteration 34F: 3 clusters Score -1361285 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Entering Unmasked Estep Score: -131415.937500 Penalty: 1756.680176 Iteration 0F: 2 clusters Score -131415.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -129454.687500 Penalty: 3513.360352 Iteration 0F: 3 clusters Score -129454.7 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -130081.187500 Penalty: 3513.360352 Iteration 1F: 3 clusters Score -130081.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -130715.156250 Penalty: 3513.360352 Iteration 2F: 3 clusters Score -130715.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -131445.218750 Penalty: 3513.360352 Iteration 3F: 3 clusters Score -131445.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -132250.406250 Penalty: 3513.360352 Iteration 4F: 3 clusters Score -132250.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -132490.625000 Penalty: 3513.360352 Iteration 5F: 3 clusters Score -132490.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -132598.218750 Penalty: 3513.360352 Iteration 6Q: 3 clusters Score -132598.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -132647.484375 Penalty: 3513.360352 Iteration 7Q: 3 clusters Score -132647.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132676.062500 Penalty: 3513.360352 Iteration 8Q: 3 clusters Score -132676.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -132688.859375 Penalty: 3513.360352 Iteration 9Q: 3 clusters Score -132688.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -132703.546875 Penalty: 3513.360352 Iteration 10Q: 3 clusters Score -132703.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -132708.781250 Penalty: 3513.360352 Iteration 11Q: 3 clusters Score -132708.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -132708.781250 Penalty: 3513.360352 Iteration 12F: 3 clusters Score -132708.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19103 members Mstep: Class 2 contains 43816 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23467 members Mstep: Class 5 contains 12968 members Mstep: Class 6 contains 11208 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6572 members Mstep: Class 9 contains 8512 members Mstep: Class 10 contains 749 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64479 members Mstep: Class 15 contains 156719 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11465 members Mstep: Class 18 contains 443 members Mstep: Class 19 contains 7636 members Mstep: Class 20 contains 13371 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 41839 members Entering Unmasked Estep Score: -52023640.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52023744.000000 to -52023640.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (7636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Entering Unmasked Estep Score: -891112.937500 Penalty: 2217.275879 Iteration 0F: 2 clusters Score -891112.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -884896.375000 Penalty: 4434.551758 Iteration 0F: 3 clusters Score -884896.4 nChanged 3118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -886607.875000 Penalty: 4434.551758 Iteration 1F: 3 clusters Score -886607.9 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -886903.312500 Penalty: 4434.551758 Iteration 2F: 3 clusters Score -886903.3 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -887153.437500 Penalty: 4434.551758 Iteration 3F: 3 clusters Score -887153.4 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -887351.937500 Penalty: 4434.551758 Iteration 4Q: 3 clusters Score -887351.9 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -887536.000000 Penalty: 4434.551758 Iteration 5Q: 3 clusters Score -887536 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -887700.312500 Penalty: 4434.551758 Iteration 6Q: 3 clusters Score -887700.3 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -887849.312500 Penalty: 4434.551758 Iteration 7Q: 3 clusters Score -887849.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -887968.375000 Penalty: 4434.551758 Iteration 8Q: 3 clusters Score -887968.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -888093.812500 Penalty: 4434.551758 Iteration 9Q: 3 clusters Score -888093.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -888233.750000 Penalty: 4434.551758 Iteration 10Q: 3 clusters Score -888233.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -888355.812500 Penalty: 4434.551758 Iteration 11Q: 3 clusters Score -888355.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -888474.625000 Penalty: 4434.551758 Iteration 12Q: 3 clusters Score -888474.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -888605.500000 Penalty: 4434.551758 Iteration 13Q: 3 clusters Score -888605.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -888727.062500 Penalty: 4434.551758 Iteration 14Q: 3 clusters Score -888727.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -888835.125000 Penalty: 4434.551758 Iteration 15Q: 3 clusters Score -888835.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -888923.812500 Penalty: 4434.551758 Iteration 16Q: 3 clusters Score -888923.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -888997.812500 Penalty: 4434.551758 Iteration 17Q: 3 clusters Score -888997.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -889054.625000 Penalty: 4434.551758 Iteration 18Q: 3 clusters Score -889054.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -889097.375000 Penalty: 4434.551758 Iteration 19Q: 3 clusters Score -889097.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -889128.250000 Penalty: 4434.551758 Iteration 20F: 3 clusters Score -889128.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -889158.750000 Penalty: 4434.551758 Iteration 21Q: 3 clusters Score -889158.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -889182.812500 Penalty: 4434.551758 Iteration 22Q: 3 clusters Score -889182.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -889205.250000 Penalty: 4434.551758 Iteration 23Q: 3 clusters Score -889205.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -889218.937500 Penalty: 4434.551758 Iteration 24Q: 3 clusters Score -889218.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -889228.125000 Penalty: 4434.551758 Iteration 25Q: 3 clusters Score -889228.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -889236.937500 Penalty: 4434.551758 Iteration 26Q: 3 clusters Score -889236.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -889244.875000 Penalty: 4434.551758 Iteration 27Q: 3 clusters Score -889244.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -889250.125000 Penalty: 4434.551758 Iteration 28Q: 3 clusters Score -889250.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -889257.875000 Penalty: 4434.551758 Iteration 29Q: 3 clusters Score -889257.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -889261.437500 Penalty: 4434.551758 Iteration 30Q: 3 clusters Score -889261.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -889264.250000 Penalty: 4434.551758 Iteration 31Q: 3 clusters Score -889264.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -889268.437500 Penalty: 4434.551758 Iteration 32Q: 3 clusters Score -889268.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -889272.125000 Penalty: 4434.551758 Iteration 33Q: 3 clusters Score -889272.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -889272.625000 Penalty: 4434.551758 Iteration 34Q: 3 clusters Score -889272.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -889273.375000 Penalty: 4434.551758 Iteration 35Q: 3 clusters Score -889273.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -889276.312500 Penalty: 4434.551758 Iteration 36Q: 3 clusters Score -889276.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -889278.562500 Penalty: 4434.551758 Iteration 37Q: 3 clusters Score -889278.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -889278.687500 Penalty: 4434.551758 Iteration 38Q: 3 clusters Score -889278.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -889281.000000 Penalty: 4434.551758 Iteration 39Q: 3 clusters Score -889281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -889281.000000 Penalty: 4434.551758 Iteration 40F: 3 clusters Score -889281 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (13371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13371 members Entering Unmasked Estep Score: -1563269.375000 Penalty: 2356.208984 Iteration 0F: 2 clusters Score -1563269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1553457.750000 Penalty: 4712.417969 Iteration 0F: 3 clusters Score -1553458 nChanged 5721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1556624.250000 Penalty: 4712.417969 Iteration 1F: 3 clusters Score -1556624 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1557139.375000 Penalty: 4712.417969 Iteration 2F: 3 clusters Score -1557139 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -1557593.625000 Penalty: 4712.417969 Iteration 3F: 3 clusters Score -1557594 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -1557963.000000 Penalty: 4712.417969 Iteration 4F: 3 clusters Score -1557963 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1558326.875000 Penalty: 4712.417969 Iteration 5Q: 3 clusters Score -1558327 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1558696.125000 Penalty: 4712.417969 Iteration 6Q: 3 clusters Score -1558696 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1559014.375000 Penalty: 4712.417969 Iteration 7Q: 3 clusters Score -1559014 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1559282.625000 Penalty: 4712.417969 Iteration 8Q: 3 clusters Score -1559283 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1559520.875000 Penalty: 4712.417969 Iteration 9Q: 3 clusters Score -1559521 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1559754.250000 Penalty: 4712.417969 Iteration 10Q: 3 clusters Score -1559754 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1559933.875000 Penalty: 4712.417969 Iteration 11Q: 3 clusters Score -1559934 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1560066.375000 Penalty: 4712.417969 Iteration 12Q: 3 clusters Score -1560066 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1560197.750000 Penalty: 4712.417969 Iteration 13Q: 3 clusters Score -1560198 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1560302.750000 Penalty: 4712.417969 Iteration 14Q: 3 clusters Score -1560303 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10520 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -1560404.625000 Penalty: 4712.417969 Iteration 15Q: 3 clusters Score -1560405 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1560489.125000 Penalty: 4712.417969 Iteration 16Q: 3 clusters Score -1560489 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10868 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1560561.875000 Penalty: 4712.417969 Iteration 17Q: 3 clusters Score -1560562 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1560626.750000 Penalty: 4712.417969 Iteration 18Q: 3 clusters Score -1560627 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1560685.000000 Penalty: 4712.417969 Iteration 19Q: 3 clusters Score -1560685 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1560724.250000 Penalty: 4712.417969 Iteration 20F: 3 clusters Score -1560724 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1560767.125000 Penalty: 4712.417969 Iteration 21Q: 3 clusters Score -1560767 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1560814.875000 Penalty: 4712.417969 Iteration 22Q: 3 clusters Score -1560815 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11502 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1560858.625000 Penalty: 4712.417969 Iteration 23Q: 3 clusters Score -1560859 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -1560913.250000 Penalty: 4712.417969 Iteration 24Q: 3 clusters Score -1560913 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1560967.375000 Penalty: 4712.417969 Iteration 25Q: 3 clusters Score -1560967 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1561014.125000 Penalty: 4712.417969 Iteration 26Q: 3 clusters Score -1561014 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1561060.250000 Penalty: 4712.417969 Iteration 27Q: 3 clusters Score -1561060 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1561099.625000 Penalty: 4712.417969 Iteration 28Q: 3 clusters Score -1561100 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11967 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1561138.000000 Penalty: 4712.417969 Iteration 29Q: 3 clusters Score -1561138 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1561170.500000 Penalty: 4712.417969 Iteration 30Q: 3 clusters Score -1561170 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1561204.125000 Penalty: 4712.417969 Iteration 31Q: 3 clusters Score -1561204 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1561227.875000 Penalty: 4712.417969 Iteration 32Q: 3 clusters Score -1561228 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1561246.250000 Penalty: 4712.417969 Iteration 33Q: 3 clusters Score -1561246 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1561258.625000 Penalty: 4712.417969 Iteration 34Q: 3 clusters Score -1561259 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1561277.250000 Penalty: 4712.417969 Iteration 35Q: 3 clusters Score -1561277 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12204 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1561306.625000 Penalty: 4712.417969 Iteration 36Q: 3 clusters Score -1561307 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12244 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1561341.500000 Penalty: 4712.417969 Iteration 37Q: 3 clusters Score -1561342 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1561374.125000 Penalty: 4712.417969 Iteration 38Q: 3 clusters Score -1561374 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1561402.375000 Penalty: 4712.417969 Iteration 39Q: 3 clusters Score -1561402 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1561428.125000 Penalty: 4712.417969 Iteration 40F: 3 clusters Score -1561428 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1561444.375000 Penalty: 4712.417969 Iteration 41Q: 3 clusters Score -1561444 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1561456.250000 Penalty: 4712.417969 Iteration 42Q: 3 clusters Score -1561456 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1561480.125000 Penalty: 4712.417969 Iteration 43Q: 3 clusters Score -1561480 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1561496.750000 Penalty: 4712.417969 Iteration 44Q: 3 clusters Score -1561497 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1561515.125000 Penalty: 4712.417969 Iteration 45Q: 3 clusters Score -1561515 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1561530.750000 Penalty: 4712.417969 Iteration 46Q: 3 clusters Score -1561531 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1561549.750000 Penalty: 4712.417969 Iteration 47Q: 3 clusters Score -1561550 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12414 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1561578.250000 Penalty: 4712.417969 Iteration 48Q: 3 clusters Score -1561578 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12425 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1561605.250000 Penalty: 4712.417969 Iteration 49Q: 3 clusters Score -1561605 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1561628.500000 Penalty: 4712.417969 Iteration 50Q: 3 clusters Score -1561628 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1561647.250000 Penalty: 4712.417969 Iteration 51Q: 3 clusters Score -1561647 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1561664.750000 Penalty: 4712.417969 Iteration 52Q: 3 clusters Score -1561665 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1561674.000000 Penalty: 4712.417969 Iteration 53Q: 3 clusters Score -1561674 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1561683.125000 Penalty: 4712.417969 Iteration 54Q: 3 clusters Score -1561683 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1561690.375000 Penalty: 4712.417969 Iteration 55Q: 3 clusters Score -1561690 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1561710.625000 Penalty: 4712.417969 Iteration 56Q: 3 clusters Score -1561711 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1561724.625000 Penalty: 4712.417969 Iteration 57Q: 3 clusters Score -1561725 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1561734.375000 Penalty: 4712.417969 Iteration 58Q: 3 clusters Score -1561734 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1561748.625000 Penalty: 4712.417969 Iteration 59Q: 3 clusters Score -1561749 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1561759.750000 Penalty: 4712.417969 Iteration 60F: 3 clusters Score -1561760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1561763.625000 Penalty: 4712.417969 Iteration 61Q: 3 clusters Score -1561764 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1561768.125000 Penalty: 4712.417969 Iteration 62Q: 3 clusters Score -1561768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1561771.250000 Penalty: 4712.417969 Iteration 63Q: 3 clusters Score -1561771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1561774.250000 Penalty: 4712.417969 Iteration 64Q: 3 clusters Score -1561774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1561777.125000 Penalty: 4712.417969 Iteration 65Q: 3 clusters Score -1561777 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1561784.875000 Penalty: 4712.417969 Iteration 66Q: 3 clusters Score -1561785 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1561792.875000 Penalty: 4712.417969 Iteration 67Q: 3 clusters Score -1561793 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1561805.375000 Penalty: 4712.417969 Iteration 68Q: 3 clusters Score -1561805 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1561821.250000 Penalty: 4712.417969 Iteration 69Q: 3 clusters Score -1561821 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1561842.250000 Penalty: 4712.417969 Iteration 70Q: 3 clusters Score -1561842 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1561863.250000 Penalty: 4712.417969 Iteration 71Q: 3 clusters Score -1561863 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -1561889.375000 Penalty: 4712.417969 Iteration 72Q: 3 clusters Score -1561889 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -1561927.875000 Penalty: 4712.417969 Iteration 73Q: 3 clusters Score -1561928 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1561958.125000 Penalty: 4712.417969 Iteration 74Q: 3 clusters Score -1561958 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1561978.000000 Penalty: 4712.417969 Iteration 75Q: 3 clusters Score -1561978 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1562001.375000 Penalty: 4712.417969 Iteration 76Q: 3 clusters Score -1562001 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1562020.500000 Penalty: 4712.417969 Iteration 77Q: 3 clusters Score -1562020 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1562036.000000 Penalty: 4712.417969 Iteration 78Q: 3 clusters Score -1562036 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1562049.750000 Penalty: 4712.417969 Iteration 79Q: 3 clusters Score -1562050 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1562080.500000 Penalty: 4712.417969 Iteration 80F: 3 clusters Score -1562080 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12162 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1562104.000000 Penalty: 4712.417969 Iteration 81Q: 3 clusters Score -1562104 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12137 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1562127.500000 Penalty: 4712.417969 Iteration 82Q: 3 clusters Score -1562128 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1562142.500000 Penalty: 4712.417969 Iteration 83Q: 3 clusters Score -1562142 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1562151.125000 Penalty: 4712.417969 Iteration 84Q: 3 clusters Score -1562151 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1562159.625000 Penalty: 4712.417969 Iteration 85Q: 3 clusters Score -1562160 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1562160.000000 Penalty: 4712.417969 Iteration 86Q: 3 clusters Score -1562160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1562160.125000 Penalty: 4712.417969 Iteration 87Q: 3 clusters Score -1562160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1562165.875000 Penalty: 4712.417969 Iteration 88Q: 3 clusters Score -1562166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1562169.625000 Penalty: 4712.417969 Iteration 89Q: 3 clusters Score -1562170 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1562168.250000 Penalty: 4712.417969 Iteration 90Q: 3 clusters Score -1562168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1562172.875000 Penalty: 4712.417969 Iteration 91Q: 3 clusters Score -1562173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12062 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1562171.250000 Penalty: 4712.417969 Iteration 92Q: 3 clusters Score -1562171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12062 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1562171.250000 Penalty: 4712.417969 Iteration 93F: 3 clusters Score -1562171 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Entering Unmasked Estep Score: -91737.976562 Penalty: 1655.916748 Iteration 0F: 2 clusters Score -91737.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -90011.382812 Penalty: 3311.833496 Iteration 0F: 3 clusters Score -90011.38 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -90307.320312 Penalty: 3311.833496 Iteration 1F: 3 clusters Score -90307.32 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -90379.664062 Penalty: 3311.833496 Iteration 2Q: 3 clusters Score -90379.66 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -90432.671875 Penalty: 3311.833496 Iteration 3Q: 3 clusters Score -90432.67 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -90470.687500 Penalty: 3311.833496 Iteration 4Q: 3 clusters Score -90470.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -90482.437500 Penalty: 3311.833496 Iteration 5Q: 3 clusters Score -90482.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -90504.281250 Penalty: 3311.833496 Iteration 6Q: 3 clusters Score -90504.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -90532.828125 Penalty: 3311.833496 Iteration 7Q: 3 clusters Score -90532.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -90548.781250 Penalty: 3311.833496 Iteration 8Q: 3 clusters Score -90548.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -90560.750000 Penalty: 3311.833496 Iteration 9Q: 3 clusters Score -90560.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -90568.179688 Penalty: 3311.833496 Iteration 10Q: 3 clusters Score -90568.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -90587.687500 Penalty: 3311.833496 Iteration 11Q: 3 clusters Score -90587.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -90607.398438 Penalty: 3311.833496 Iteration 12Q: 3 clusters Score -90607.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -90628.476562 Penalty: 3311.833496 Iteration 13Q: 3 clusters Score -90628.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -90661.085938 Penalty: 3311.833496 Iteration 14Q: 3 clusters Score -90661.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -90696.718750 Penalty: 3311.833496 Iteration 15Q: 3 clusters Score -90696.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -90722.625000 Penalty: 3311.833496 Iteration 16Q: 3 clusters Score -90722.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -90755.890625 Penalty: 3311.833496 Iteration 17Q: 3 clusters Score -90755.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -90798.453125 Penalty: 3311.833496 Iteration 18Q: 3 clusters Score -90798.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -90816.210938 Penalty: 3311.833496 Iteration 19Q: 3 clusters Score -90816.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -90825.789062 Penalty: 3311.833496 Iteration 20F: 3 clusters Score -90825.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -90839.695312 Penalty: 3311.833496 Iteration 21Q: 3 clusters Score -90839.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -90851.859375 Penalty: 3311.833496 Iteration 22Q: 3 clusters Score -90851.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -90871.265625 Penalty: 3311.833496 Iteration 23Q: 3 clusters Score -90871.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -90889.281250 Penalty: 3311.833496 Iteration 24Q: 3 clusters Score -90889.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -90903.539062 Penalty: 3311.833496 Iteration 25Q: 3 clusters Score -90903.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -90904.468750 Penalty: 3311.833496 Iteration 26Q: 3 clusters Score -90904.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -90905.835938 Penalty: 3311.833496 Iteration 27Q: 3 clusters Score -90905.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -90905.835938 Penalty: 3311.833496 Iteration 28F: 3 clusters Score -90905.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Entering Unmasked Estep Score: -277097.250000 Penalty: 1937.268921 Iteration 0F: 2 clusters Score -277097.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -274218.843750 Penalty: 3874.537842 Iteration 0F: 3 clusters Score -274218.8 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -274865.093750 Penalty: 3874.537842 Iteration 1F: 3 clusters Score -274865.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -275102.437500 Penalty: 3874.537842 Iteration 2F: 3 clusters Score -275102.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -275276.281250 Penalty: 3874.537842 Iteration 3F: 3 clusters Score -275276.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -275375.843750 Penalty: 3874.537842 Iteration 4Q: 3 clusters Score -275375.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -275446.843750 Penalty: 3874.537842 Iteration 5Q: 3 clusters Score -275446.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -275500.843750 Penalty: 3874.537842 Iteration 6Q: 3 clusters Score -275500.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -275550.406250 Penalty: 3874.537842 Iteration 7Q: 3 clusters Score -275550.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -275587.468750 Penalty: 3874.537842 Iteration 8Q: 3 clusters Score -275587.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -275615.562500 Penalty: 3874.537842 Iteration 9Q: 3 clusters Score -275615.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -275636.593750 Penalty: 3874.537842 Iteration 10Q: 3 clusters Score -275636.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -275653.968750 Penalty: 3874.537842 Iteration 11Q: 3 clusters Score -275654 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -275671.562500 Penalty: 3874.537842 Iteration 12Q: 3 clusters Score -275671.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -275691.968750 Penalty: 3874.537842 Iteration 13Q: 3 clusters Score -275692 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -275706.687500 Penalty: 3874.537842 Iteration 14Q: 3 clusters Score -275706.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -275718.531250 Penalty: 3874.537842 Iteration 15Q: 3 clusters Score -275718.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -275736.843750 Penalty: 3874.537842 Iteration 16Q: 3 clusters Score -275736.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -275746.937500 Penalty: 3874.537842 Iteration 17Q: 3 clusters Score -275746.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -275754.000000 Penalty: 3874.537842 Iteration 18Q: 3 clusters Score -275754 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -275762.093750 Penalty: 3874.537842 Iteration 19Q: 3 clusters Score -275762.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -275771.250000 Penalty: 3874.537842 Iteration 20F: 3 clusters Score -275771.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -275778.718750 Penalty: 3874.537842 Iteration 21Q: 3 clusters Score -275778.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -275791.000000 Penalty: 3874.537842 Iteration 22Q: 3 clusters Score -275791 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -275802.625000 Penalty: 3874.537842 Iteration 23Q: 3 clusters Score -275802.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -275810.687500 Penalty: 3874.537842 Iteration 24Q: 3 clusters Score -275810.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -275818.406250 Penalty: 3874.537842 Iteration 25Q: 3 clusters Score -275818.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -275820.875000 Penalty: 3874.537842 Iteration 26Q: 3 clusters Score -275820.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -275824.656250 Penalty: 3874.537842 Iteration 27Q: 3 clusters Score -275824.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -275829.562500 Penalty: 3874.537842 Iteration 28Q: 3 clusters Score -275829.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -275830.656250 Penalty: 3874.537842 Iteration 29Q: 3 clusters Score -275830.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -275833.375000 Penalty: 3874.537842 Iteration 30Q: 3 clusters Score -275833.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -275837.281250 Penalty: 3874.537842 Iteration 31Q: 3 clusters Score -275837.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -275844.500000 Penalty: 3874.537842 Iteration 32Q: 3 clusters Score -275844.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -275852.500000 Penalty: 3874.537842 Iteration 33Q: 3 clusters Score -275852.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -275861.937500 Penalty: 3874.537842 Iteration 34Q: 3 clusters Score -275861.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -275869.375000 Penalty: 3874.537842 Iteration 35Q: 3 clusters Score -275869.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -275871.937500 Penalty: 3874.537842 Iteration 36Q: 3 clusters Score -275871.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -275875.125000 Penalty: 3874.537842 Iteration 37Q: 3 clusters Score -275875.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -275878.343750 Penalty: 3874.537842 Iteration 38Q: 3 clusters Score -275878.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -275879.656250 Penalty: 3874.537842 Iteration 39Q: 3 clusters Score -275879.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -275882.625000 Penalty: 3874.537842 Iteration 40F: 3 clusters Score -275882.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -275885.187500 Penalty: 3874.537842 Iteration 41Q: 3 clusters Score -275885.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -275889.531250 Penalty: 3874.537842 Iteration 42Q: 3 clusters Score -275889.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -275892.406250 Penalty: 3874.537842 Iteration 43Q: 3 clusters Score -275892.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -275893.531250 Penalty: 3874.537842 Iteration 44Q: 3 clusters Score -275893.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -275898.312500 Penalty: 3874.537842 Iteration 45Q: 3 clusters Score -275898.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -275899.437500 Penalty: 3874.537842 Iteration 46Q: 3 clusters Score -275899.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -275901.875000 Penalty: 3874.537842 Iteration 47Q: 3 clusters Score -275901.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -275903.281250 Penalty: 3874.537842 Iteration 48Q: 3 clusters Score -275903.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -275903.531250 Penalty: 3874.537842 Iteration 49Q: 3 clusters Score -275903.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -275904.187500 Penalty: 3874.537842 Iteration 50Q: 3 clusters Score -275904.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -275904.031250 Penalty: 3874.537842 Iteration 51Q: 3 clusters Score -275904 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -275904.031250 Penalty: 3874.537842 Iteration 52F: 3 clusters Score -275904 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (41839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Entering Unmasked Estep Score: -5160143.000000 Penalty: 2639.113037 Iteration 0F: 2 clusters Score -5160143 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20799 members Mstep: Class 2 contains 21040 members Entering Unmasked Estep Score: -5131804.500000 Penalty: 5278.226074 Iteration 0F: 3 clusters Score -5131804 nChanged 19189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19386 members Mstep: Class 2 contains 22453 members Entering Unmasked Estep Score: -5142453.000000 Penalty: 5278.226074 Iteration 1F: 3 clusters Score -5142453 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 23496 members Entering Unmasked Estep Score: -5143414.500000 Penalty: 5278.226074 Iteration 2F: 3 clusters Score -5143414 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16907 members Mstep: Class 2 contains 24932 members Entering Unmasked Estep Score: -5144652.000000 Penalty: 5278.226074 Iteration 3F: 3 clusters Score -5144652 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15032 members Mstep: Class 2 contains 26807 members Entering Unmasked Estep Score: -5146285.000000 Penalty: 5278.226074 Iteration 4F: 3 clusters Score -5146285 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Mstep: Class 2 contains 29065 members Entering Unmasked Estep Score: -5148225.000000 Penalty: 5278.226074 Iteration 5F: 3 clusters Score -5148225 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 31445 members Entering Unmasked Estep Score: -5150216.000000 Penalty: 5278.226074 Iteration 6F: 3 clusters Score -5150216 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 33792 members Entering Unmasked Estep Score: -5152019.500000 Penalty: 5278.226074 Iteration 7F: 3 clusters Score -5152020 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 35795 members Entering Unmasked Estep Score: -5153521.000000 Penalty: 5278.226074 Iteration 8Q: 3 clusters Score -5153521 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 37473 members Entering Unmasked Estep Score: -5154768.000000 Penalty: 5278.226074 Iteration 9Q: 3 clusters Score -5154768 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 38784 members Entering Unmasked Estep Score: -5155688.000000 Penalty: 5278.226074 Iteration 10Q: 3 clusters Score -5155688 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 39750 members Entering Unmasked Estep Score: -5156436.500000 Penalty: 5278.226074 Iteration 11Q: 3 clusters Score -5156436 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 40437 members Entering Unmasked Estep Score: -5157008.000000 Penalty: 5278.226074 Iteration 12Q: 3 clusters Score -5157008 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 40826 members Entering Unmasked Estep Score: -5157345.000000 Penalty: 5278.226074 Iteration 13Q: 3 clusters Score -5157345 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 41085 members Entering Unmasked Estep Score: -5157546.000000 Penalty: 5278.226074 Iteration 14Q: 3 clusters Score -5157546 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 41222 members Entering Unmasked Estep Score: -5157666.000000 Penalty: 5278.226074 Iteration 15Q: 3 clusters Score -5157666 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 41301 members Entering Unmasked Estep Score: -5157727.500000 Penalty: 5278.226074 Iteration 16Q: 3 clusters Score -5157728 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 41344 members Entering Unmasked Estep Score: -5157758.500000 Penalty: 5278.226074 Iteration 17Q: 3 clusters Score -5157758 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 41371 members Entering Unmasked Estep Score: -5157784.500000 Penalty: 5278.226074 Iteration 18Q: 3 clusters Score -5157784 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 41387 members Entering Unmasked Estep Score: -5157794.000000 Penalty: 5278.226074 Iteration 19Q: 3 clusters Score -5157794 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 41406 members Entering Unmasked Estep Score: -5157806.000000 Penalty: 5278.226074 Iteration 20F: 3 clusters Score -5157806 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 41415 members Entering Unmasked Estep Score: -5157810.500000 Penalty: 5278.226074 Iteration 21Q: 3 clusters Score -5157810 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 41431 members Entering Unmasked Estep Score: -5157821.500000 Penalty: 5278.226074 Iteration 22Q: 3 clusters Score -5157822 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 41437 members Entering Unmasked Estep Score: -5157832.500000 Penalty: 5278.226074 Iteration 23Q: 3 clusters Score -5157832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 41441 members Entering Unmasked Estep Score: -5157845.000000 Penalty: 5278.226074 Iteration 24Q: 3 clusters Score -5157845 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 41443 members Entering Unmasked Estep Score: -5157850.500000 Penalty: 5278.226074 Iteration 25Q: 3 clusters Score -5157850 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 41448 members Entering Unmasked Estep Score: -5157850.500000 Penalty: 5278.226074 Iteration 26Q: 3 clusters Score -5157850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 41449 members Entering Unmasked Estep Score: -5157853.500000 Penalty: 5278.226074 Iteration 27Q: 3 clusters Score -5157854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 41449 members Entering Unmasked Estep Score: -5157853.500000 Penalty: 5278.226074 Iteration 28F: 3 clusters Score -5157854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19103 members Mstep: Class 2 contains 43816 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23467 members Mstep: Class 5 contains 12968 members Mstep: Class 6 contains 11208 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6572 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64479 members Mstep: Class 15 contains 156719 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11465 members Mstep: Class 18 contains 1192 members Mstep: Class 19 contains 7636 members Mstep: Class 20 contains 13371 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 41839 members Entering Unmasked Estep ConsiderDeletion Score: -52023752.000000 Penalty: 67587.437500 Iteration 199Q: 22 clusters Score -5.202375e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 43810 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23464 members Mstep: Class 5 contains 12971 members Mstep: Class 6 contains 11208 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6574 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64482 members Mstep: Class 15 contains 156715 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11466 members Mstep: Class 18 contains 1192 members Mstep: Class 19 contains 7634 members Mstep: Class 20 contains 13375 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2473 members Mstep: Class 23 contains 41839 members Entering Unmasked Estep ConsiderDeletion Score: -52023708.000000 Penalty: 67587.437500 Iteration 200F: 22 clusters Score -5.202371e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43808 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 12975 members Mstep: Class 6 contains 11210 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6575 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64483 members Mstep: Class 15 contains 156713 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11464 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7634 members Mstep: Class 20 contains 13378 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2473 members Mstep: Class 23 contains 41838 members Entering Unmasked Estep ConsiderDeletion Score: -52023728.000000 Penalty: 67587.437500 Iteration 201Q: 22 clusters Score -5.202373e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19099 members Mstep: Class 2 contains 43805 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 12977 members Mstep: Class 6 contains 11209 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6574 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156708 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11465 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13381 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2475 members Mstep: Class 23 contains 41841 members Entering Unmasked Estep ConsiderDeletion Score: -52023668.000000 Penalty: 67587.437500 Iteration 202Q: 22 clusters Score -5.202367e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 43801 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23459 members Mstep: Class 5 contains 12981 members Mstep: Class 6 contains 11206 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6573 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156704 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11466 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7631 members Mstep: Class 20 contains 13385 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2476 members Mstep: Class 23 contains 41844 members Entering Unmasked Estep ConsiderDeletion Score: -52023656.000000 Penalty: 67587.437500 Iteration 203Q: 22 clusters Score -5.202366e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23459 members Mstep: Class 5 contains 12981 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6573 members Mstep: Class 9 contains 8512 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64487 members Mstep: Class 15 contains 156704 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11467 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7630 members Mstep: Class 20 contains 13386 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2478 members Mstep: Class 23 contains 41844 members Entering Unmasked Estep ConsiderDeletion Score: -52023656.000000 Penalty: 67587.437500 Iteration 204Q: 22 clusters Score -5.202366e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 43799 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12981 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6572 members Mstep: Class 9 contains 8511 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64487 members Mstep: Class 15 contains 156702 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7631 members Mstep: Class 20 contains 13385 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2478 members Mstep: Class 23 contains 41844 members Entering Unmasked Estep ConsiderDeletion Score: -52023696.000000 Penalty: 67587.437500 Iteration 205Q: 22 clusters Score -5.20237e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 43799 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12982 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8510 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156700 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11471 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7631 members Mstep: Class 20 contains 13385 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2479 members Mstep: Class 23 contains 41846 members Entering Unmasked Estep ConsiderDeletion Score: -52023696.000000 Penalty: 67587.437500 Iteration 206Q: 22 clusters Score -5.20237e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12984 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64487 members Mstep: Class 15 contains 156697 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7631 members Mstep: Class 20 contains 13385 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41849 members Entering Unmasked Estep ConsiderDeletion Score: -52023736.000000 Penalty: 67587.437500 Iteration 207Q: 22 clusters Score -5.202374e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12987 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156693 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7631 members Mstep: Class 20 contains 13384 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41852 members Entering Unmasked Estep ConsiderDeletion Score: -52023716.000000 Penalty: 67587.437500 Iteration 208Q: 22 clusters Score -5.202372e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12988 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156691 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13383 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41853 members Entering Unmasked Estep ConsiderDeletion Score: -52023712.000000 Penalty: 67587.437500 Iteration 209Q: 22 clusters Score -5.202371e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12988 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156690 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13383 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41854 members Entering Unmasked Estep ConsiderDeletion Score: -52023732.000000 Penalty: 67587.437500 Iteration 210Q: 22 clusters Score -5.202373e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12988 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156690 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13383 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41854 members Entering Unmasked Estep ConsiderDeletion Score: -52023732.000000 Penalty: 67587.437500 Iteration 211F: 22 clusters Score -5.202373e+07 nChanged 0 Entering ConstructFrom: Score: -52023732.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (19100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19100 members Entering Unmasked Estep Score: -2311021.000000 Penalty: 2444.645996 Iteration 0F: 2 clusters Score -2311021 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -2297596.500000 Penalty: 4889.291992 Iteration 0F: 3 clusters Score -2297596 nChanged 8363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -2302082.000000 Penalty: 4889.291992 Iteration 1F: 3 clusters Score -2302082 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -2302605.000000 Penalty: 4889.291992 Iteration 2F: 3 clusters Score -2302605 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -2303076.000000 Penalty: 4889.291992 Iteration 3F: 3 clusters Score -2303076 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 9329 members Entering Unmasked Estep Score: -2303477.500000 Penalty: 4889.291992 Iteration 4Q: 3 clusters Score -2303478 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -2303864.500000 Penalty: 4889.291992 Iteration 5Q: 3 clusters Score -2303864 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -2304258.750000 Penalty: 4889.291992 Iteration 6Q: 3 clusters Score -2304259 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -2304699.250000 Penalty: 4889.291992 Iteration 7Q: 3 clusters Score -2304699 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -2305241.750000 Penalty: 4889.291992 Iteration 8Q: 3 clusters Score -2305242 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -2305862.500000 Penalty: 4889.291992 Iteration 9Q: 3 clusters Score -2305862 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -2306530.000000 Penalty: 4889.291992 Iteration 10Q: 3 clusters Score -2306530 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12277 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -2307052.500000 Penalty: 4889.291992 Iteration 11Q: 3 clusters Score -2307052 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -2307410.000000 Penalty: 4889.291992 Iteration 12Q: 3 clusters Score -2307410 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -2307643.250000 Penalty: 4889.291992 Iteration 13Q: 3 clusters Score -2307643 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13179 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -2307806.750000 Penalty: 4889.291992 Iteration 14Q: 3 clusters Score -2307807 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13403 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -2307918.250000 Penalty: 4889.291992 Iteration 15Q: 3 clusters Score -2307918 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13593 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -2307998.500000 Penalty: 4889.291992 Iteration 16Q: 3 clusters Score -2307998 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -2308069.000000 Penalty: 4889.291992 Iteration 17Q: 3 clusters Score -2308069 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -2308135.500000 Penalty: 4889.291992 Iteration 18Q: 3 clusters Score -2308136 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -2308197.500000 Penalty: 4889.291992 Iteration 19Q: 3 clusters Score -2308198 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -2308247.250000 Penalty: 4889.291992 Iteration 20F: 3 clusters Score -2308247 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14398 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -2308301.500000 Penalty: 4889.291992 Iteration 21Q: 3 clusters Score -2308302 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -2308334.750000 Penalty: 4889.291992 Iteration 22Q: 3 clusters Score -2308335 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -2308368.250000 Penalty: 4889.291992 Iteration 23Q: 3 clusters Score -2308368 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14763 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -2308396.750000 Penalty: 4889.291992 Iteration 24Q: 3 clusters Score -2308397 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -2308418.250000 Penalty: 4889.291992 Iteration 25Q: 3 clusters Score -2308418 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -2308440.500000 Penalty: 4889.291992 Iteration 26Q: 3 clusters Score -2308440 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15019 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -2308454.000000 Penalty: 4889.291992 Iteration 27Q: 3 clusters Score -2308454 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15102 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -2308466.750000 Penalty: 4889.291992 Iteration 28Q: 3 clusters Score -2308467 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -2308492.250000 Penalty: 4889.291992 Iteration 29Q: 3 clusters Score -2308492 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -2308515.250000 Penalty: 4889.291992 Iteration 30Q: 3 clusters Score -2308515 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15348 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -2308533.250000 Penalty: 4889.291992 Iteration 31Q: 3 clusters Score -2308533 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -2308554.500000 Penalty: 4889.291992 Iteration 32Q: 3 clusters Score -2308554 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -2308569.500000 Penalty: 4889.291992 Iteration 33Q: 3 clusters Score -2308570 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -2308598.500000 Penalty: 4889.291992 Iteration 34Q: 3 clusters Score -2308598 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15697 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -2308618.000000 Penalty: 4889.291992 Iteration 35Q: 3 clusters Score -2308618 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -2308643.250000 Penalty: 4889.291992 Iteration 36Q: 3 clusters Score -2308643 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -2308674.500000 Penalty: 4889.291992 Iteration 37Q: 3 clusters Score -2308674 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15964 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -2308686.750000 Penalty: 4889.291992 Iteration 38Q: 3 clusters Score -2308687 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -2308709.750000 Penalty: 4889.291992 Iteration 39Q: 3 clusters Score -2308710 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16093 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -2308724.000000 Penalty: 4889.291992 Iteration 40F: 3 clusters Score -2308724 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16151 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -2308742.250000 Penalty: 4889.291992 Iteration 41Q: 3 clusters Score -2308742 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -2308749.500000 Penalty: 4889.291992 Iteration 42Q: 3 clusters Score -2308750 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16233 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -2308756.750000 Penalty: 4889.291992 Iteration 43Q: 3 clusters Score -2308757 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -2308765.500000 Penalty: 4889.291992 Iteration 44Q: 3 clusters Score -2308766 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16311 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -2308770.500000 Penalty: 4889.291992 Iteration 45Q: 3 clusters Score -2308770 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16350 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -2308773.750000 Penalty: 4889.291992 Iteration 46Q: 3 clusters Score -2308774 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16387 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -2308784.250000 Penalty: 4889.291992 Iteration 47Q: 3 clusters Score -2308784 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16423 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -2308791.250000 Penalty: 4889.291992 Iteration 48Q: 3 clusters Score -2308791 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16468 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -2308806.000000 Penalty: 4889.291992 Iteration 49Q: 3 clusters Score -2308806 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -2308816.750000 Penalty: 4889.291992 Iteration 50Q: 3 clusters Score -2308817 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16545 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -2308824.750000 Penalty: 4889.291992 Iteration 51Q: 3 clusters Score -2308825 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16583 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -2308835.250000 Penalty: 4889.291992 Iteration 52Q: 3 clusters Score -2308835 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16613 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -2308841.750000 Penalty: 4889.291992 Iteration 53Q: 3 clusters Score -2308842 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16639 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -2308848.500000 Penalty: 4889.291992 Iteration 54Q: 3 clusters Score -2308848 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16661 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -2308854.500000 Penalty: 4889.291992 Iteration 55Q: 3 clusters Score -2308854 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -2308857.000000 Penalty: 4889.291992 Iteration 56Q: 3 clusters Score -2308857 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -2308861.750000 Penalty: 4889.291992 Iteration 57Q: 3 clusters Score -2308862 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16715 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -2308862.250000 Penalty: 4889.291992 Iteration 58Q: 3 clusters Score -2308862 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -2308871.000000 Penalty: 4889.291992 Iteration 59Q: 3 clusters Score -2308871 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16758 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -2308875.500000 Penalty: 4889.291992 Iteration 60F: 3 clusters Score -2308876 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16773 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -2308877.000000 Penalty: 4889.291992 Iteration 61Q: 3 clusters Score -2308877 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16789 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -2308878.500000 Penalty: 4889.291992 Iteration 62Q: 3 clusters Score -2308878 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16812 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -2308881.500000 Penalty: 4889.291992 Iteration 63Q: 3 clusters Score -2308882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16829 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -2308889.250000 Penalty: 4889.291992 Iteration 64Q: 3 clusters Score -2308889 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16845 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -2308897.000000 Penalty: 4889.291992 Iteration 65Q: 3 clusters Score -2308897 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16862 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -2308901.250000 Penalty: 4889.291992 Iteration 66Q: 3 clusters Score -2308901 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16875 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -2308900.750000 Penalty: 4889.291992 Iteration 67Q: 3 clusters Score -2308901 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -2308906.000000 Penalty: 4889.291992 Iteration 68Q: 3 clusters Score -2308906 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -2308908.250000 Penalty: 4889.291992 Iteration 69Q: 3 clusters Score -2308908 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -2308915.250000 Penalty: 4889.291992 Iteration 70Q: 3 clusters Score -2308915 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16932 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -2308914.750000 Penalty: 4889.291992 Iteration 71Q: 3 clusters Score -2308915 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16946 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -2308916.500000 Penalty: 4889.291992 Iteration 72Q: 3 clusters Score -2308916 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -2308920.000000 Penalty: 4889.291992 Iteration 73Q: 3 clusters Score -2308920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16965 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -2308923.250000 Penalty: 4889.291992 Iteration 74Q: 3 clusters Score -2308923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -2308920.500000 Penalty: 4889.291992 Iteration 75Q: 3 clusters Score -2308920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16970 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -2308914.500000 Penalty: 4889.291992 Iteration 76Q: 3 clusters Score -2308914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -2308918.000000 Penalty: 4889.291992 Iteration 77Q: 3 clusters Score -2308918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16975 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -2308915.750000 Penalty: 4889.291992 Iteration 78Q: 3 clusters Score -2308916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16977 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -2308918.250000 Penalty: 4889.291992 Iteration 79Q: 3 clusters Score -2308918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16979 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -2308918.500000 Penalty: 4889.291992 Iteration 80F: 3 clusters Score -2308918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16982 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -2308920.250000 Penalty: 4889.291992 Iteration 81Q: 3 clusters Score -2308920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -2308922.500000 Penalty: 4889.291992 Iteration 82Q: 3 clusters Score -2308922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16986 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -2308920.500000 Penalty: 4889.291992 Iteration 83Q: 3 clusters Score -2308920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16988 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -2308919.000000 Penalty: 4889.291992 Iteration 84Q: 3 clusters Score -2308919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16988 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -2308919.000000 Penalty: 4889.291992 Iteration 85F: 3 clusters Score -2308919 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (43798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43798 members Entering Unmasked Estep Score: -5417001.000000 Penalty: 2650.461182 Iteration 0F: 2 clusters Score -5417001 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21953 members Mstep: Class 2 contains 21845 members Entering Unmasked Estep Score: -5387326.500000 Penalty: 5300.922363 Iteration 0F: 3 clusters Score -5387326 nChanged 20086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21919 members Mstep: Class 2 contains 21879 members Entering Unmasked Estep Score: -5398476.500000 Penalty: 5300.922363 Iteration 1F: 3 clusters Score -5398476 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21862 members Mstep: Class 2 contains 21936 members Entering Unmasked Estep Score: -5398978.500000 Penalty: 5300.922363 Iteration 2Q: 3 clusters Score -5398978 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21801 members Mstep: Class 2 contains 21997 members Entering Unmasked Estep Score: -5399465.500000 Penalty: 5300.922363 Iteration 3Q: 3 clusters Score -5399466 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21783 members Mstep: Class 2 contains 22015 members Entering Unmasked Estep Score: -5399910.000000 Penalty: 5300.922363 Iteration 4Q: 3 clusters Score -5399910 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21749 members Mstep: Class 2 contains 22049 members Entering Unmasked Estep Score: -5400434.000000 Penalty: 5300.922363 Iteration 5Q: 3 clusters Score -5400434 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 22065 members Entering Unmasked Estep Score: -5400996.500000 Penalty: 5300.922363 Iteration 6Q: 3 clusters Score -5400996 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21679 members Mstep: Class 2 contains 22119 members Entering Unmasked Estep Score: -5401708.000000 Penalty: 5300.922363 Iteration 7Q: 3 clusters Score -5401708 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21528 members Mstep: Class 2 contains 22270 members Entering Unmasked Estep Score: -5402424.000000 Penalty: 5300.922363 Iteration 8Q: 3 clusters Score -5402424 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21161 members Mstep: Class 2 contains 22637 members Entering Unmasked Estep Score: -5403199.500000 Penalty: 5300.922363 Iteration 9Q: 3 clusters Score -5403200 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20667 members Mstep: Class 2 contains 23131 members Entering Unmasked Estep Score: -5404038.500000 Penalty: 5300.922363 Iteration 10Q: 3 clusters Score -5404038 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20052 members Mstep: Class 2 contains 23746 members Entering Unmasked Estep Score: -5404964.000000 Penalty: 5300.922363 Iteration 11Q: 3 clusters Score -5404964 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19220 members Mstep: Class 2 contains 24578 members Entering Unmasked Estep Score: -5406032.000000 Penalty: 5300.922363 Iteration 12Q: 3 clusters Score -5406032 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18313 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -5407254.500000 Penalty: 5300.922363 Iteration 13Q: 3 clusters Score -5407254 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17439 members Mstep: Class 2 contains 26359 members Entering Unmasked Estep Score: -5408459.000000 Penalty: 5300.922363 Iteration 14Q: 3 clusters Score -5408459 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16682 members Mstep: Class 2 contains 27116 members Entering Unmasked Estep Score: -5409374.500000 Penalty: 5300.922363 Iteration 15Q: 3 clusters Score -5409374 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16004 members Mstep: Class 2 contains 27794 members Entering Unmasked Estep Score: -5409997.000000 Penalty: 5300.922363 Iteration 16Q: 3 clusters Score -5409997 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15356 members Mstep: Class 2 contains 28442 members Entering Unmasked Estep Score: -5410415.500000 Penalty: 5300.922363 Iteration 17Q: 3 clusters Score -5410416 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14752 members Mstep: Class 2 contains 29046 members Entering Unmasked Estep Score: -5410698.000000 Penalty: 5300.922363 Iteration 18Q: 3 clusters Score -5410698 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14119 members Mstep: Class 2 contains 29679 members Entering Unmasked Estep Score: -5410960.500000 Penalty: 5300.922363 Iteration 19Q: 3 clusters Score -5410960 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 30314 members Entering Unmasked Estep Score: -5411176.500000 Penalty: 5300.922363 Iteration 20F: 3 clusters Score -5411176 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12835 members Mstep: Class 2 contains 30963 members Entering Unmasked Estep Score: -5411437.500000 Penalty: 5300.922363 Iteration 21Q: 3 clusters Score -5411438 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 31596 members Entering Unmasked Estep Score: -5411662.500000 Penalty: 5300.922363 Iteration 22Q: 3 clusters Score -5411662 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 32217 members Entering Unmasked Estep Score: -5411946.500000 Penalty: 5300.922363 Iteration 23Q: 3 clusters Score -5411946 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 32881 members Entering Unmasked Estep Score: -5412257.500000 Penalty: 5300.922363 Iteration 24Q: 3 clusters Score -5412258 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 33518 members Entering Unmasked Estep Score: -5412551.500000 Penalty: 5300.922363 Iteration 25Q: 3 clusters Score -5412552 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 34163 members Entering Unmasked Estep Score: -5412866.500000 Penalty: 5300.922363 Iteration 26Q: 3 clusters Score -5412866 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 34837 members Entering Unmasked Estep Score: -5413158.000000 Penalty: 5300.922363 Iteration 27Q: 3 clusters Score -5413158 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 35459 members Entering Unmasked Estep Score: -5413455.500000 Penalty: 5300.922363 Iteration 28Q: 3 clusters Score -5413456 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 36046 members Entering Unmasked Estep Score: -5413740.500000 Penalty: 5300.922363 Iteration 29Q: 3 clusters Score -5413740 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 36638 members Entering Unmasked Estep Score: -5414013.000000 Penalty: 5300.922363 Iteration 30Q: 3 clusters Score -5414013 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 37176 members Entering Unmasked Estep Score: -5414327.000000 Penalty: 5300.922363 Iteration 31Q: 3 clusters Score -5414327 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 37654 members Entering Unmasked Estep Score: -5414598.000000 Penalty: 5300.922363 Iteration 32Q: 3 clusters Score -5414598 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 38064 members Entering Unmasked Estep Score: -5414846.500000 Penalty: 5300.922363 Iteration 33Q: 3 clusters Score -5414846 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 38460 members Entering Unmasked Estep Score: -5415106.000000 Penalty: 5300.922363 Iteration 34Q: 3 clusters Score -5415106 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 38789 members Entering Unmasked Estep Score: -5415318.500000 Penalty: 5300.922363 Iteration 35Q: 3 clusters Score -5415318 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 39098 members Entering Unmasked Estep Score: -5415525.500000 Penalty: 5300.922363 Iteration 36Q: 3 clusters Score -5415526 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 39387 members Entering Unmasked Estep Score: -5415677.000000 Penalty: 5300.922363 Iteration 37Q: 3 clusters Score -5415677 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 39619 members Entering Unmasked Estep Score: -5415754.000000 Penalty: 5300.922363 Iteration 38Q: 3 clusters Score -5415754 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 39795 members Entering Unmasked Estep Score: -5415817.500000 Penalty: 5300.922363 Iteration 39Q: 3 clusters Score -5415818 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 39965 members Entering Unmasked Estep Score: -5415885.500000 Penalty: 5300.922363 Iteration 40F: 3 clusters Score -5415886 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 40098 members Entering Unmasked Estep Score: -5415930.500000 Penalty: 5300.922363 Iteration 41Q: 3 clusters Score -5415930 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 40209 members Entering Unmasked Estep Score: -5415943.500000 Penalty: 5300.922363 Iteration 42Q: 3 clusters Score -5415944 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 40290 members Entering Unmasked Estep Score: -5415953.000000 Penalty: 5300.922363 Iteration 43Q: 3 clusters Score -5415953 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 40354 members Entering Unmasked Estep Score: -5415970.500000 Penalty: 5300.922363 Iteration 44Q: 3 clusters Score -5415970 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 40399 members Entering Unmasked Estep Score: -5415973.000000 Penalty: 5300.922363 Iteration 45Q: 3 clusters Score -5415973 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 40440 members Entering Unmasked Estep Score: -5415984.500000 Penalty: 5300.922363 Iteration 46Q: 3 clusters Score -5415984 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 40477 members Entering Unmasked Estep Score: -5415987.000000 Penalty: 5300.922363 Iteration 47Q: 3 clusters Score -5415987 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 40515 members Entering Unmasked Estep Score: -5415976.000000 Penalty: 5300.922363 Iteration 48Q: 3 clusters Score -5415976 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 40548 members Entering Unmasked Estep Score: -5415982.000000 Penalty: 5300.922363 Iteration 49Q: 3 clusters Score -5415982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 40568 members Entering Unmasked Estep Score: -5415985.500000 Penalty: 5300.922363 Iteration 50Q: 3 clusters Score -5415986 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 40590 members Entering Unmasked Estep Score: -5415982.500000 Penalty: 5300.922363 Iteration 51Q: 3 clusters Score -5415982 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 40600 members Entering Unmasked Estep Score: -5415990.000000 Penalty: 5300.922363 Iteration 52Q: 3 clusters Score -5415990 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 40607 members Entering Unmasked Estep Score: -5415990.000000 Penalty: 5300.922363 Iteration 53Q: 3 clusters Score -5415990 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 40615 members Entering Unmasked Estep Score: -5416002.500000 Penalty: 5300.922363 Iteration 54Q: 3 clusters Score -5416002 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 40621 members Entering Unmasked Estep Score: -5416008.000000 Penalty: 5300.922363 Iteration 55Q: 3 clusters Score -5416008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 40624 members Entering Unmasked Estep Score: -5416010.000000 Penalty: 5300.922363 Iteration 56Q: 3 clusters Score -5416010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 40624 members Entering Unmasked Estep Score: -5416010.000000 Penalty: 5300.922363 Iteration 57F: 3 clusters Score -5416010 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -80088.132812 Penalty: 1643.754272 Iteration 0F: 2 clusters Score -80088.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -78388.851562 Penalty: 3287.508545 Iteration 0F: 3 clusters Score -78388.85 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -78757.257812 Penalty: 3287.508545 Iteration 1F: 3 clusters Score -78757.26 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -78975.570312 Penalty: 3287.508545 Iteration 2F: 3 clusters Score -78975.57 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -79169.726562 Penalty: 3287.508545 Iteration 3F: 3 clusters Score -79169.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -79283.109375 Penalty: 3287.508545 Iteration 4Q: 3 clusters Score -79283.11 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -79438.054688 Penalty: 3287.508545 Iteration 5Q: 3 clusters Score -79438.05 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79595.265625 Penalty: 3287.508545 Iteration 6Q: 3 clusters Score -79595.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -79717.429688 Penalty: 3287.508545 Iteration 7Q: 3 clusters Score -79717.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -79855.726562 Penalty: 3287.508545 Iteration 8Q: 3 clusters Score -79855.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -80004.835938 Penalty: 3287.508545 Iteration 9Q: 3 clusters Score -80004.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -80188.492188 Penalty: 3287.508545 Iteration 10Q: 3 clusters Score -80188.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -80281.484375 Penalty: 3287.508545 Iteration 11Q: 3 clusters Score -80281.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -80376.218750 Penalty: 3287.508545 Iteration 12Q: 3 clusters Score -80376.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -80424.390625 Penalty: 3287.508545 Iteration 13Q: 3 clusters Score -80424.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -80452.414062 Penalty: 3287.508545 Iteration 14Q: 3 clusters Score -80452.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -80462.117188 Penalty: 3287.508545 Iteration 15Q: 3 clusters Score -80462.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -80464.632812 Penalty: 3287.508545 Iteration 16Q: 3 clusters Score -80464.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -80465.265625 Penalty: 3287.508545 Iteration 17F: 3 clusters Score -80465.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -80478.054688 Penalty: 3287.508545 Iteration 18Q: 3 clusters Score -80478.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -80482.484375 Penalty: 3287.508545 Iteration 19Q: 3 clusters Score -80482.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -80484.031250 Penalty: 3287.508545 Iteration 20F: 3 clusters Score -80484.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 355 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12988 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 10 contains 401 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156690 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13383 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41854 members Entering Unmasked Estep Score: -52022560.000000 Penalty: 70805.890625 Splitting cluster 3 changes total score from -52023732.000000 to -52022560.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (23460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23460 members Entering Unmasked Estep Score: -2847746.250000 Penalty: 2495.636963 Iteration 0F: 2 clusters Score -2847746 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -2831491.000000 Penalty: 4991.273926 Iteration 0F: 3 clusters Score -2831491 nChanged 10369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 12048 members Entering Unmasked Estep Score: -2837124.250000 Penalty: 4991.273926 Iteration 1F: 3 clusters Score -2837124 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -2837755.500000 Penalty: 4991.273926 Iteration 2F: 3 clusters Score -2837756 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 12812 members Entering Unmasked Estep Score: -2838420.000000 Penalty: 4991.273926 Iteration 3F: 3 clusters Score -2838420 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 13457 members Entering Unmasked Estep Score: -2839186.000000 Penalty: 4991.273926 Iteration 4F: 3 clusters Score -2839186 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -2840048.750000 Penalty: 4991.273926 Iteration 5F: 3 clusters Score -2840049 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 15321 members Entering Unmasked Estep Score: -2841077.000000 Penalty: 4991.273926 Iteration 6F: 3 clusters Score -2841077 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 16520 members Entering Unmasked Estep Score: -2842226.250000 Penalty: 4991.273926 Iteration 7F: 3 clusters Score -2842226 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 17750 members Entering Unmasked Estep Score: -2843413.000000 Penalty: 4991.273926 Iteration 8F: 3 clusters Score -2843413 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 18837 members Entering Unmasked Estep Score: -2844401.000000 Penalty: 4991.273926 Iteration 9F: 3 clusters Score -2844401 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 19750 members Entering Unmasked Estep Score: -2845198.000000 Penalty: 4991.273926 Iteration 10Q: 3 clusters Score -2845198 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 20371 members Entering Unmasked Estep Score: -2845690.750000 Penalty: 4991.273926 Iteration 11Q: 3 clusters Score -2845691 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 20785 members Entering Unmasked Estep Score: -2845974.000000 Penalty: 4991.273926 Iteration 12Q: 3 clusters Score -2845974 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 21075 members Entering Unmasked Estep Score: -2846122.750000 Penalty: 4991.273926 Iteration 13Q: 3 clusters Score -2846123 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 21262 members Entering Unmasked Estep Score: -2846217.500000 Penalty: 4991.273926 Iteration 14Q: 3 clusters Score -2846218 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 21391 members Entering Unmasked Estep Score: -2846267.750000 Penalty: 4991.273926 Iteration 15Q: 3 clusters Score -2846268 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 21486 members Entering Unmasked Estep Score: -2846313.250000 Penalty: 4991.273926 Iteration 16Q: 3 clusters Score -2846313 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 21562 members Entering Unmasked Estep Score: -2846344.250000 Penalty: 4991.273926 Iteration 17Q: 3 clusters Score -2846344 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 21634 members Entering Unmasked Estep Score: -2846381.750000 Penalty: 4991.273926 Iteration 18Q: 3 clusters Score -2846382 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 21706 members Entering Unmasked Estep Score: -2846405.500000 Penalty: 4991.273926 Iteration 19Q: 3 clusters Score -2846406 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 21767 members Entering Unmasked Estep Score: -2846434.000000 Penalty: 4991.273926 Iteration 20F: 3 clusters Score -2846434 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -2846447.000000 Penalty: 4991.273926 Iteration 21Q: 3 clusters Score -2846447 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 21840 members Entering Unmasked Estep Score: -2846456.000000 Penalty: 4991.273926 Iteration 22Q: 3 clusters Score -2846456 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 21874 members Entering Unmasked Estep Score: -2846471.750000 Penalty: 4991.273926 Iteration 23Q: 3 clusters Score -2846472 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 21894 members Entering Unmasked Estep Score: -2846481.500000 Penalty: 4991.273926 Iteration 24Q: 3 clusters Score -2846482 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 21914 members Entering Unmasked Estep Score: -2846492.500000 Penalty: 4991.273926 Iteration 25Q: 3 clusters Score -2846492 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 21930 members Entering Unmasked Estep Score: -2846492.000000 Penalty: 4991.273926 Iteration 26Q: 3 clusters Score -2846492 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 21948 members Entering Unmasked Estep Score: -2846502.500000 Penalty: 4991.273926 Iteration 27Q: 3 clusters Score -2846502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 21961 members Entering Unmasked Estep Score: -2846502.000000 Penalty: 4991.273926 Iteration 28Q: 3 clusters Score -2846502 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 21971 members Entering Unmasked Estep Score: -2846508.000000 Penalty: 4991.273926 Iteration 29Q: 3 clusters Score -2846508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 21978 members Entering Unmasked Estep Score: -2846510.000000 Penalty: 4991.273926 Iteration 30Q: 3 clusters Score -2846510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 21983 members Entering Unmasked Estep Score: -2846509.250000 Penalty: 4991.273926 Iteration 31Q: 3 clusters Score -2846509 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 21986 members Entering Unmasked Estep Score: -2846512.250000 Penalty: 4991.273926 Iteration 32Q: 3 clusters Score -2846512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 21987 members Entering Unmasked Estep Score: -2846511.750000 Penalty: 4991.273926 Iteration 33Q: 3 clusters Score -2846512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 21989 members Entering Unmasked Estep Score: -2846512.000000 Penalty: 4991.273926 Iteration 34Q: 3 clusters Score -2846512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 21993 members Entering Unmasked Estep Score: -2846512.250000 Penalty: 4991.273926 Iteration 35Q: 3 clusters Score -2846512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 21993 members Entering Unmasked Estep Score: -2846512.250000 Penalty: 4991.273926 Iteration 36F: 3 clusters Score -2846512 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12988 members Entering Unmasked Estep Score: -1542308.250000 Penalty: 2349.001709 Iteration 0F: 2 clusters Score -1542308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -1532719.000000 Penalty: 4698.003418 Iteration 0F: 3 clusters Score -1532719 nChanged 5459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -1535680.875000 Penalty: 4698.003418 Iteration 1F: 3 clusters Score -1535681 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -1536019.875000 Penalty: 4698.003418 Iteration 2F: 3 clusters Score -1536020 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -1536296.625000 Penalty: 4698.003418 Iteration 3Q: 3 clusters Score -1536297 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -1536624.625000 Penalty: 4698.003418 Iteration 4Q: 3 clusters Score -1536625 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -1536962.750000 Penalty: 4698.003418 Iteration 5Q: 3 clusters Score -1536963 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1537320.000000 Penalty: 4698.003418 Iteration 6Q: 3 clusters Score -1537320 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -1537721.500000 Penalty: 4698.003418 Iteration 7Q: 3 clusters Score -1537722 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -1538171.000000 Penalty: 4698.003418 Iteration 8Q: 3 clusters Score -1538171 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -1538558.375000 Penalty: 4698.003418 Iteration 9Q: 3 clusters Score -1538558 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -1538921.125000 Penalty: 4698.003418 Iteration 10Q: 3 clusters Score -1538921 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -1539230.500000 Penalty: 4698.003418 Iteration 11Q: 3 clusters Score -1539230 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1539473.000000 Penalty: 4698.003418 Iteration 12Q: 3 clusters Score -1539473 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -1539665.625000 Penalty: 4698.003418 Iteration 13Q: 3 clusters Score -1539666 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1539803.125000 Penalty: 4698.003418 Iteration 14Q: 3 clusters Score -1539803 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -1539938.625000 Penalty: 4698.003418 Iteration 15Q: 3 clusters Score -1539939 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -1540038.500000 Penalty: 4698.003418 Iteration 16Q: 3 clusters Score -1540038 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -1540132.500000 Penalty: 4698.003418 Iteration 17Q: 3 clusters Score -1540132 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -1540216.625000 Penalty: 4698.003418 Iteration 18Q: 3 clusters Score -1540217 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1540299.250000 Penalty: 4698.003418 Iteration 19Q: 3 clusters Score -1540299 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 8705 members Entering Unmasked Estep Score: -1540351.500000 Penalty: 4698.003418 Iteration 20F: 3 clusters Score -1540352 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -1540388.125000 Penalty: 4698.003418 Iteration 21Q: 3 clusters Score -1540388 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -1540433.750000 Penalty: 4698.003418 Iteration 22Q: 3 clusters Score -1540434 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -1540470.875000 Penalty: 4698.003418 Iteration 23Q: 3 clusters Score -1540471 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1540497.750000 Penalty: 4698.003418 Iteration 24Q: 3 clusters Score -1540498 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -1540529.875000 Penalty: 4698.003418 Iteration 25Q: 3 clusters Score -1540530 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -1540562.625000 Penalty: 4698.003418 Iteration 26Q: 3 clusters Score -1540563 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -1540589.875000 Penalty: 4698.003418 Iteration 27Q: 3 clusters Score -1540590 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1540617.875000 Penalty: 4698.003418 Iteration 28Q: 3 clusters Score -1540618 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 9604 members Entering Unmasked Estep Score: -1540648.750000 Penalty: 4698.003418 Iteration 29Q: 3 clusters Score -1540649 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -1540685.750000 Penalty: 4698.003418 Iteration 30Q: 3 clusters Score -1540686 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -1540723.750000 Penalty: 4698.003418 Iteration 31Q: 3 clusters Score -1540724 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -1540757.500000 Penalty: 4698.003418 Iteration 32Q: 3 clusters Score -1540758 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -1540801.875000 Penalty: 4698.003418 Iteration 33Q: 3 clusters Score -1540802 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -1540840.000000 Penalty: 4698.003418 Iteration 34Q: 3 clusters Score -1540840 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -1540888.500000 Penalty: 4698.003418 Iteration 35Q: 3 clusters Score -1540888 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -1540945.000000 Penalty: 4698.003418 Iteration 36Q: 3 clusters Score -1540945 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -1541010.875000 Penalty: 4698.003418 Iteration 37Q: 3 clusters Score -1541011 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1541093.500000 Penalty: 4698.003418 Iteration 38Q: 3 clusters Score -1541094 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -1541199.750000 Penalty: 4698.003418 Iteration 39Q: 3 clusters Score -1541200 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 10780 members Entering Unmasked Estep Score: -1541376.500000 Penalty: 4698.003418 Iteration 40F: 3 clusters Score -1541376 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -1541582.750000 Penalty: 4698.003418 Iteration 41Q: 3 clusters Score -1541583 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 10976 members Entering Unmasked Estep Score: -1541748.875000 Penalty: 4698.003418 Iteration 42Q: 3 clusters Score -1541749 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1541862.500000 Penalty: 4698.003418 Iteration 43Q: 3 clusters Score -1541862 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -1541930.625000 Penalty: 4698.003418 Iteration 44Q: 3 clusters Score -1541931 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -1541971.750000 Penalty: 4698.003418 Iteration 45Q: 3 clusters Score -1541972 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -1541990.500000 Penalty: 4698.003418 Iteration 46Q: 3 clusters Score -1541990 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -1542007.875000 Penalty: 4698.003418 Iteration 47Q: 3 clusters Score -1542008 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 11226 members Entering Unmasked Estep Score: -1542016.750000 Penalty: 4698.003418 Iteration 48Q: 3 clusters Score -1542017 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1542025.000000 Penalty: 4698.003418 Iteration 49Q: 3 clusters Score -1542025 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -1542028.500000 Penalty: 4698.003418 Iteration 50Q: 3 clusters Score -1542028 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1542034.250000 Penalty: 4698.003418 Iteration 51Q: 3 clusters Score -1542034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -1542034.875000 Penalty: 4698.003418 Iteration 52Q: 3 clusters Score -1542035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -1542032.000000 Penalty: 4698.003418 Iteration 53Q: 3 clusters Score -1542032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -1542037.375000 Penalty: 4698.003418 Iteration 54Q: 3 clusters Score -1542037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1542036.750000 Penalty: 4698.003418 Iteration 55Q: 3 clusters Score -1542037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -1542036.750000 Penalty: 4698.003418 Iteration 56Q: 3 clusters Score -1542037 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -1542039.750000 Penalty: 4698.003418 Iteration 57Q: 3 clusters Score -1542040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1542041.500000 Penalty: 4698.003418 Iteration 58Q: 3 clusters Score -1542042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 11279 members Entering Unmasked Estep Score: -1542040.000000 Penalty: 4698.003418 Iteration 59Q: 3 clusters Score -1542040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -1542043.000000 Penalty: 4698.003418 Iteration 60F: 3 clusters Score -1542043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -1542043.375000 Penalty: 4698.003418 Iteration 61Q: 3 clusters Score -1542043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -1542044.250000 Penalty: 4698.003418 Iteration 62Q: 3 clusters Score -1542044 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -1542044.250000 Penalty: 4698.003418 Iteration 63F: 3 clusters Score -1542044 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Entering Unmasked Estep Score: -1262482.625000 Penalty: 2312.380615 Iteration 0F: 2 clusters Score -1262483 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1254019.125000 Penalty: 4624.761230 Iteration 0F: 3 clusters Score -1254019 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1256581.625000 Penalty: 4624.761230 Iteration 1F: 3 clusters Score -1256582 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1256975.000000 Penalty: 4624.761230 Iteration 2F: 3 clusters Score -1256975 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -1257318.750000 Penalty: 4624.761230 Iteration 3F: 3 clusters Score -1257319 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1257672.625000 Penalty: 4624.761230 Iteration 4Q: 3 clusters Score -1257673 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -1258019.625000 Penalty: 4624.761230 Iteration 5Q: 3 clusters Score -1258020 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1258350.500000 Penalty: 4624.761230 Iteration 6Q: 3 clusters Score -1258350 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1258638.750000 Penalty: 4624.761230 Iteration 7Q: 3 clusters Score -1258639 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1258908.875000 Penalty: 4624.761230 Iteration 8Q: 3 clusters Score -1258909 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1259175.875000 Penalty: 4624.761230 Iteration 9Q: 3 clusters Score -1259176 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1259431.875000 Penalty: 4624.761230 Iteration 10Q: 3 clusters Score -1259432 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -1259622.625000 Penalty: 4624.761230 Iteration 11Q: 3 clusters Score -1259623 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1259772.375000 Penalty: 4624.761230 Iteration 12Q: 3 clusters Score -1259772 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1259907.500000 Penalty: 4624.761230 Iteration 13Q: 3 clusters Score -1259908 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -1260015.250000 Penalty: 4624.761230 Iteration 14Q: 3 clusters Score -1260015 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -1260100.000000 Penalty: 4624.761230 Iteration 15Q: 3 clusters Score -1260100 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1260168.375000 Penalty: 4624.761230 Iteration 16Q: 3 clusters Score -1260168 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -1260229.250000 Penalty: 4624.761230 Iteration 17Q: 3 clusters Score -1260229 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1260273.250000 Penalty: 4624.761230 Iteration 18Q: 3 clusters Score -1260273 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -1260310.750000 Penalty: 4624.761230 Iteration 19Q: 3 clusters Score -1260311 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1260344.500000 Penalty: 4624.761230 Iteration 20F: 3 clusters Score -1260344 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1260381.250000 Penalty: 4624.761230 Iteration 21Q: 3 clusters Score -1260381 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -1260408.500000 Penalty: 4624.761230 Iteration 22Q: 3 clusters Score -1260408 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1260434.625000 Penalty: 4624.761230 Iteration 23Q: 3 clusters Score -1260435 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1260455.750000 Penalty: 4624.761230 Iteration 24Q: 3 clusters Score -1260456 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1260474.375000 Penalty: 4624.761230 Iteration 25Q: 3 clusters Score -1260474 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1260507.875000 Penalty: 4624.761230 Iteration 26Q: 3 clusters Score -1260508 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1260550.000000 Penalty: 4624.761230 Iteration 27Q: 3 clusters Score -1260550 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -1260583.500000 Penalty: 4624.761230 Iteration 28Q: 3 clusters Score -1260584 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1260617.375000 Penalty: 4624.761230 Iteration 29Q: 3 clusters Score -1260617 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1260650.125000 Penalty: 4624.761230 Iteration 30Q: 3 clusters Score -1260650 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1260680.750000 Penalty: 4624.761230 Iteration 31Q: 3 clusters Score -1260681 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1260711.500000 Penalty: 4624.761230 Iteration 32Q: 3 clusters Score -1260712 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -1260729.375000 Penalty: 4624.761230 Iteration 33Q: 3 clusters Score -1260729 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1260750.000000 Penalty: 4624.761230 Iteration 34Q: 3 clusters Score -1260750 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -1260764.875000 Penalty: 4624.761230 Iteration 35Q: 3 clusters Score -1260765 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -1260775.000000 Penalty: 4624.761230 Iteration 36Q: 3 clusters Score -1260775 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1260787.375000 Penalty: 4624.761230 Iteration 37Q: 3 clusters Score -1260787 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -1260802.000000 Penalty: 4624.761230 Iteration 38Q: 3 clusters Score -1260802 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1260807.125000 Penalty: 4624.761230 Iteration 39Q: 3 clusters Score -1260807 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1260814.125000 Penalty: 4624.761230 Iteration 40F: 3 clusters Score -1260814 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1260818.125000 Penalty: 4624.761230 Iteration 41Q: 3 clusters Score -1260818 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1260822.750000 Penalty: 4624.761230 Iteration 42Q: 3 clusters Score -1260823 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1260831.875000 Penalty: 4624.761230 Iteration 43Q: 3 clusters Score -1260832 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1260836.250000 Penalty: 4624.761230 Iteration 44Q: 3 clusters Score -1260836 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1260838.375000 Penalty: 4624.761230 Iteration 45Q: 3 clusters Score -1260838 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1260848.375000 Penalty: 4624.761230 Iteration 46Q: 3 clusters Score -1260848 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -1260850.625000 Penalty: 4624.761230 Iteration 47Q: 3 clusters Score -1260851 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1260851.125000 Penalty: 4624.761230 Iteration 48Q: 3 clusters Score -1260851 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1260855.750000 Penalty: 4624.761230 Iteration 49Q: 3 clusters Score -1260856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1260855.125000 Penalty: 4624.761230 Iteration 50Q: 3 clusters Score -1260855 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1260852.500000 Penalty: 4624.761230 Iteration 51Q: 3 clusters Score -1260852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1260854.125000 Penalty: 4624.761230 Iteration 52Q: 3 clusters Score -1260854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1260855.250000 Penalty: 4624.761230 Iteration 53Q: 3 clusters Score -1260855 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -1260855.750000 Penalty: 4624.761230 Iteration 54Q: 3 clusters Score -1260856 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1260859.750000 Penalty: 4624.761230 Iteration 55Q: 3 clusters Score -1260860 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1260856.000000 Penalty: 4624.761230 Iteration 56Q: 3 clusters Score -1260856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1260861.375000 Penalty: 4624.761230 Iteration 57Q: 3 clusters Score -1260861 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1260863.125000 Penalty: 4624.761230 Iteration 58Q: 3 clusters Score -1260863 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1260869.625000 Penalty: 4624.761230 Iteration 59Q: 3 clusters Score -1260870 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1260878.250000 Penalty: 4624.761230 Iteration 60F: 3 clusters Score -1260878 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1260887.000000 Penalty: 4624.761230 Iteration 61Q: 3 clusters Score -1260887 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1260892.250000 Penalty: 4624.761230 Iteration 62Q: 3 clusters Score -1260892 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1260894.875000 Penalty: 4624.761230 Iteration 63Q: 3 clusters Score -1260895 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1260897.500000 Penalty: 4624.761230 Iteration 64Q: 3 clusters Score -1260898 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1260900.875000 Penalty: 4624.761230 Iteration 65Q: 3 clusters Score -1260901 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1260905.250000 Penalty: 4624.761230 Iteration 66Q: 3 clusters Score -1260905 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1260914.250000 Penalty: 4624.761230 Iteration 67Q: 3 clusters Score -1260914 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1260922.500000 Penalty: 4624.761230 Iteration 68Q: 3 clusters Score -1260922 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1260923.625000 Penalty: 4624.761230 Iteration 69Q: 3 clusters Score -1260924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1260927.875000 Penalty: 4624.761230 Iteration 70Q: 3 clusters Score -1260928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1260929.125000 Penalty: 4624.761230 Iteration 71Q: 3 clusters Score -1260929 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1260927.375000 Penalty: 4624.761230 Iteration 72Q: 3 clusters Score -1260927 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1260928.250000 Penalty: 4624.761230 Iteration 73Q: 3 clusters Score -1260928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1260928.250000 Penalty: 4624.761230 Iteration 74F: 3 clusters Score -1260928 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -42325.195312 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -42325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40997.855469 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -40997.86 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -41130.671875 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -41130.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -41180.648438 Penalty: 2980.371338 Iteration 2Q: 3 clusters Score -41180.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -41196.578125 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -41196.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -41201.324219 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -41201.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -41206.421875 Penalty: 2980.371338 Iteration 5Q: 3 clusters Score -41206.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -41209.250000 Penalty: 2980.371338 Iteration 6Q: 3 clusters Score -41209.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -41210.644531 Penalty: 2980.371338 Iteration 7Q: 3 clusters Score -41210.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -41217.300781 Penalty: 2980.371338 Iteration 8Q: 3 clusters Score -41217.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -41227.316406 Penalty: 2980.371338 Iteration 9Q: 3 clusters Score -41227.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -41236.039062 Penalty: 2980.371338 Iteration 10Q: 3 clusters Score -41236.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -41240.656250 Penalty: 2980.371338 Iteration 11Q: 3 clusters Score -41240.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -41244.738281 Penalty: 2980.371338 Iteration 12Q: 3 clusters Score -41244.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -41246.460938 Penalty: 2980.371338 Iteration 13Q: 3 clusters Score -41246.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -41246.460938 Penalty: 2980.371338 Iteration 14F: 3 clusters Score -41246.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (6571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Entering Unmasked Estep Score: -768645.187500 Penalty: 2180.024414 Iteration 0F: 2 clusters Score -768645.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -763112.312500 Penalty: 4360.048828 Iteration 0F: 3 clusters Score -763112.3 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -764520.125000 Penalty: 4360.048828 Iteration 1F: 3 clusters Score -764520.1 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -764752.000000 Penalty: 4360.048828 Iteration 2F: 3 clusters Score -764752 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -764934.875000 Penalty: 4360.048828 Iteration 3F: 3 clusters Score -764934.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -765087.875000 Penalty: 4360.048828 Iteration 4Q: 3 clusters Score -765087.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -765222.062500 Penalty: 4360.048828 Iteration 5Q: 3 clusters Score -765222.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -765330.625000 Penalty: 4360.048828 Iteration 6Q: 3 clusters Score -765330.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -765432.500000 Penalty: 4360.048828 Iteration 7Q: 3 clusters Score -765432.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -765521.750000 Penalty: 4360.048828 Iteration 8Q: 3 clusters Score -765521.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -765597.125000 Penalty: 4360.048828 Iteration 9Q: 3 clusters Score -765597.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -765661.875000 Penalty: 4360.048828 Iteration 10Q: 3 clusters Score -765661.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -765722.625000 Penalty: 4360.048828 Iteration 11Q: 3 clusters Score -765722.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -765774.312500 Penalty: 4360.048828 Iteration 12Q: 3 clusters Score -765774.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -765836.937500 Penalty: 4360.048828 Iteration 13Q: 3 clusters Score -765836.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -765906.250000 Penalty: 4360.048828 Iteration 14Q: 3 clusters Score -765906.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -765980.562500 Penalty: 4360.048828 Iteration 15Q: 3 clusters Score -765980.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -766051.312500 Penalty: 4360.048828 Iteration 16Q: 3 clusters Score -766051.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -766130.437500 Penalty: 4360.048828 Iteration 17Q: 3 clusters Score -766130.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -766197.875000 Penalty: 4360.048828 Iteration 18Q: 3 clusters Score -766197.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -766243.000000 Penalty: 4360.048828 Iteration 19Q: 3 clusters Score -766243 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -766295.750000 Penalty: 4360.048828 Iteration 20F: 3 clusters Score -766295.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -766361.750000 Penalty: 4360.048828 Iteration 21Q: 3 clusters Score -766361.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -766408.937500 Penalty: 4360.048828 Iteration 22Q: 3 clusters Score -766408.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -766443.875000 Penalty: 4360.048828 Iteration 23Q: 3 clusters Score -766443.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -766479.312500 Penalty: 4360.048828 Iteration 24Q: 3 clusters Score -766479.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -766501.937500 Penalty: 4360.048828 Iteration 25Q: 3 clusters Score -766501.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -766524.750000 Penalty: 4360.048828 Iteration 26Q: 3 clusters Score -766524.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -766541.437500 Penalty: 4360.048828 Iteration 27Q: 3 clusters Score -766541.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -766549.562500 Penalty: 4360.048828 Iteration 28Q: 3 clusters Score -766549.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -766559.937500 Penalty: 4360.048828 Iteration 29Q: 3 clusters Score -766559.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -766565.812500 Penalty: 4360.048828 Iteration 30Q: 3 clusters Score -766565.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -766574.812500 Penalty: 4360.048828 Iteration 31Q: 3 clusters Score -766574.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -766582.875000 Penalty: 4360.048828 Iteration 32Q: 3 clusters Score -766582.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -766591.500000 Penalty: 4360.048828 Iteration 33Q: 3 clusters Score -766591.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -766599.437500 Penalty: 4360.048828 Iteration 34Q: 3 clusters Score -766599.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -766608.562500 Penalty: 4360.048828 Iteration 35Q: 3 clusters Score -766608.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -766615.687500 Penalty: 4360.048828 Iteration 36Q: 3 clusters Score -766615.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -766624.375000 Penalty: 4360.048828 Iteration 37Q: 3 clusters Score -766624.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -766630.187500 Penalty: 4360.048828 Iteration 38Q: 3 clusters Score -766630.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -766633.750000 Penalty: 4360.048828 Iteration 39Q: 3 clusters Score -766633.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -766644.500000 Penalty: 4360.048828 Iteration 40F: 3 clusters Score -766644.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -766659.937500 Penalty: 4360.048828 Iteration 41Q: 3 clusters Score -766659.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -766674.312500 Penalty: 4360.048828 Iteration 42Q: 3 clusters Score -766674.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -766686.437500 Penalty: 4360.048828 Iteration 43Q: 3 clusters Score -766686.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -766699.250000 Penalty: 4360.048828 Iteration 44Q: 3 clusters Score -766699.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -766710.937500 Penalty: 4360.048828 Iteration 45Q: 3 clusters Score -766710.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -766718.812500 Penalty: 4360.048828 Iteration 46Q: 3 clusters Score -766718.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -766729.312500 Penalty: 4360.048828 Iteration 47Q: 3 clusters Score -766729.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -766736.187500 Penalty: 4360.048828 Iteration 48Q: 3 clusters Score -766736.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -766740.375000 Penalty: 4360.048828 Iteration 49Q: 3 clusters Score -766740.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -766742.875000 Penalty: 4360.048828 Iteration 50Q: 3 clusters Score -766742.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -766747.937500 Penalty: 4360.048828 Iteration 51Q: 3 clusters Score -766747.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -766747.687500 Penalty: 4360.048828 Iteration 52Q: 3 clusters Score -766747.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -766750.187500 Penalty: 4360.048828 Iteration 53Q: 3 clusters Score -766750.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -766752.187500 Penalty: 4360.048828 Iteration 54Q: 3 clusters Score -766752.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -766751.687500 Penalty: 4360.048828 Iteration 55Q: 3 clusters Score -766751.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -766750.437500 Penalty: 4360.048828 Iteration 56Q: 3 clusters Score -766750.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -766749.875000 Penalty: 4360.048828 Iteration 57Q: 3 clusters Score -766749.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -766749.875000 Penalty: 4360.048828 Iteration 58F: 3 clusters Score -766749.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Entering Unmasked Estep Score: -1041362.562500 Penalty: 2244.122070 Iteration 0F: 2 clusters Score -1041363 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1034524.812500 Penalty: 4488.244141 Iteration 0F: 3 clusters Score -1034525 nChanged 3554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1036373.562500 Penalty: 4488.244141 Iteration 1F: 3 clusters Score -1036374 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1036658.125000 Penalty: 4488.244141 Iteration 2F: 3 clusters Score -1036658 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1036865.312500 Penalty: 4488.244141 Iteration 3F: 3 clusters Score -1036865 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1037023.312500 Penalty: 4488.244141 Iteration 4Q: 3 clusters Score -1037023 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1037162.562500 Penalty: 4488.244141 Iteration 5Q: 3 clusters Score -1037163 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1037278.750000 Penalty: 4488.244141 Iteration 6Q: 3 clusters Score -1037279 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1037393.937500 Penalty: 4488.244141 Iteration 7Q: 3 clusters Score -1037394 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1037509.937500 Penalty: 4488.244141 Iteration 8Q: 3 clusters Score -1037510 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1037640.750000 Penalty: 4488.244141 Iteration 9Q: 3 clusters Score -1037641 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1037768.500000 Penalty: 4488.244141 Iteration 10Q: 3 clusters Score -1037768 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -1037881.625000 Penalty: 4488.244141 Iteration 11Q: 3 clusters Score -1037882 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1037986.437500 Penalty: 4488.244141 Iteration 12Q: 3 clusters Score -1037986 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1038074.562500 Penalty: 4488.244141 Iteration 13Q: 3 clusters Score -1038075 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1038151.125000 Penalty: 4488.244141 Iteration 14Q: 3 clusters Score -1038151 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1038233.250000 Penalty: 4488.244141 Iteration 15Q: 3 clusters Score -1038233 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1038297.375000 Penalty: 4488.244141 Iteration 16Q: 3 clusters Score -1038297 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1038360.500000 Penalty: 4488.244141 Iteration 17Q: 3 clusters Score -1038360 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1038436.187500 Penalty: 4488.244141 Iteration 18Q: 3 clusters Score -1038436 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1038493.187500 Penalty: 4488.244141 Iteration 19Q: 3 clusters Score -1038493 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1038535.312500 Penalty: 4488.244141 Iteration 20F: 3 clusters Score -1038535 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1038571.562500 Penalty: 4488.244141 Iteration 21Q: 3 clusters Score -1038572 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1038597.687500 Penalty: 4488.244141 Iteration 22Q: 3 clusters Score -1038598 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1038628.812500 Penalty: 4488.244141 Iteration 23Q: 3 clusters Score -1038629 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1038659.000000 Penalty: 4488.244141 Iteration 24Q: 3 clusters Score -1038659 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1038692.500000 Penalty: 4488.244141 Iteration 25Q: 3 clusters Score -1038692 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1038717.437500 Penalty: 4488.244141 Iteration 26Q: 3 clusters Score -1038717 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1038745.250000 Penalty: 4488.244141 Iteration 27Q: 3 clusters Score -1038745 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1038769.125000 Penalty: 4488.244141 Iteration 28Q: 3 clusters Score -1038769 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -1038788.250000 Penalty: 4488.244141 Iteration 29Q: 3 clusters Score -1038788 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -1038811.562500 Penalty: 4488.244141 Iteration 30Q: 3 clusters Score -1038812 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1038827.437500 Penalty: 4488.244141 Iteration 31Q: 3 clusters Score -1038827 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1038843.875000 Penalty: 4488.244141 Iteration 32Q: 3 clusters Score -1038844 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1038868.375000 Penalty: 4488.244141 Iteration 33Q: 3 clusters Score -1038868 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1038889.625000 Penalty: 4488.244141 Iteration 34Q: 3 clusters Score -1038890 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1038912.375000 Penalty: 4488.244141 Iteration 35Q: 3 clusters Score -1038912 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -1038934.000000 Penalty: 4488.244141 Iteration 36Q: 3 clusters Score -1038934 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1038953.375000 Penalty: 4488.244141 Iteration 37Q: 3 clusters Score -1038953 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1038972.250000 Penalty: 4488.244141 Iteration 38Q: 3 clusters Score -1038972 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1038989.250000 Penalty: 4488.244141 Iteration 39Q: 3 clusters Score -1038989 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1039000.812500 Penalty: 4488.244141 Iteration 40F: 3 clusters Score -1039001 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -1039015.500000 Penalty: 4488.244141 Iteration 41Q: 3 clusters Score -1039016 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1039030.125000 Penalty: 4488.244141 Iteration 42Q: 3 clusters Score -1039030 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1039040.812500 Penalty: 4488.244141 Iteration 43Q: 3 clusters Score -1039041 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1039054.750000 Penalty: 4488.244141 Iteration 44Q: 3 clusters Score -1039055 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -1039063.562500 Penalty: 4488.244141 Iteration 45Q: 3 clusters Score -1039064 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1039069.437500 Penalty: 4488.244141 Iteration 46Q: 3 clusters Score -1039069 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1039076.062500 Penalty: 4488.244141 Iteration 47Q: 3 clusters Score -1039076 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -1039081.687500 Penalty: 4488.244141 Iteration 48Q: 3 clusters Score -1039082 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1039094.875000 Penalty: 4488.244141 Iteration 49Q: 3 clusters Score -1039095 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -1039104.312500 Penalty: 4488.244141 Iteration 50Q: 3 clusters Score -1039104 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -1039114.750000 Penalty: 4488.244141 Iteration 51Q: 3 clusters Score -1039115 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -1039126.250000 Penalty: 4488.244141 Iteration 52Q: 3 clusters Score -1039126 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1039143.437500 Penalty: 4488.244141 Iteration 53Q: 3 clusters Score -1039143 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1039167.812500 Penalty: 4488.244141 Iteration 54Q: 3 clusters Score -1039168 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1039190.812500 Penalty: 4488.244141 Iteration 55Q: 3 clusters Score -1039191 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -1039202.437500 Penalty: 4488.244141 Iteration 56Q: 3 clusters Score -1039202 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1039216.375000 Penalty: 4488.244141 Iteration 57Q: 3 clusters Score -1039216 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1039228.187500 Penalty: 4488.244141 Iteration 58Q: 3 clusters Score -1039228 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1039238.375000 Penalty: 4488.244141 Iteration 59Q: 3 clusters Score -1039238 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1039244.500000 Penalty: 4488.244141 Iteration 60F: 3 clusters Score -1039244 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1039250.500000 Penalty: 4488.244141 Iteration 61Q: 3 clusters Score -1039250 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1039256.937500 Penalty: 4488.244141 Iteration 62Q: 3 clusters Score -1039257 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1039264.625000 Penalty: 4488.244141 Iteration 63Q: 3 clusters Score -1039265 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1039272.062500 Penalty: 4488.244141 Iteration 64Q: 3 clusters Score -1039272 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1039278.812500 Penalty: 4488.244141 Iteration 65Q: 3 clusters Score -1039279 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -1039291.625000 Penalty: 4488.244141 Iteration 66Q: 3 clusters Score -1039292 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -1039299.687500 Penalty: 4488.244141 Iteration 67Q: 3 clusters Score -1039300 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1039305.437500 Penalty: 4488.244141 Iteration 68Q: 3 clusters Score -1039305 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1039312.312500 Penalty: 4488.244141 Iteration 69Q: 3 clusters Score -1039312 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1039316.375000 Penalty: 4488.244141 Iteration 70Q: 3 clusters Score -1039316 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -1039323.937500 Penalty: 4488.244141 Iteration 71Q: 3 clusters Score -1039324 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -1039328.312500 Penalty: 4488.244141 Iteration 72Q: 3 clusters Score -1039328 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -1039333.000000 Penalty: 4488.244141 Iteration 73Q: 3 clusters Score -1039333 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -1039337.250000 Penalty: 4488.244141 Iteration 74Q: 3 clusters Score -1039337 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -1039340.812500 Penalty: 4488.244141 Iteration 75Q: 3 clusters Score -1039341 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1039343.937500 Penalty: 4488.244141 Iteration 76Q: 3 clusters Score -1039344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -1039345.375000 Penalty: 4488.244141 Iteration 77Q: 3 clusters Score -1039345 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1039347.125000 Penalty: 4488.244141 Iteration 78Q: 3 clusters Score -1039347 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1039349.312500 Penalty: 4488.244141 Iteration 79Q: 3 clusters Score -1039349 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -1039349.375000 Penalty: 4488.244141 Iteration 80F: 3 clusters Score -1039349 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1039351.187500 Penalty: 4488.244141 Iteration 81Q: 3 clusters Score -1039351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1039352.125000 Penalty: 4488.244141 Iteration 82Q: 3 clusters Score -1039352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1039353.312500 Penalty: 4488.244141 Iteration 83Q: 3 clusters Score -1039353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -1039353.937500 Penalty: 4488.244141 Iteration 84Q: 3 clusters Score -1039354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -1039353.437500 Penalty: 4488.244141 Iteration 85Q: 3 clusters Score -1039353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1039356.312500 Penalty: 4488.244141 Iteration 86Q: 3 clusters Score -1039356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -1039357.875000 Penalty: 4488.244141 Iteration 87Q: 3 clusters Score -1039358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -1039362.562500 Penalty: 4488.244141 Iteration 88Q: 3 clusters Score -1039363 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -1039365.687500 Penalty: 4488.244141 Iteration 89Q: 3 clusters Score -1039366 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -1039369.625000 Penalty: 4488.244141 Iteration 90Q: 3 clusters Score -1039370 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1039371.312500 Penalty: 4488.244141 Iteration 91Q: 3 clusters Score -1039371 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1039380.062500 Penalty: 4488.244141 Iteration 92Q: 3 clusters Score -1039380 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -1039386.125000 Penalty: 4488.244141 Iteration 93Q: 3 clusters Score -1039386 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1039388.062500 Penalty: 4488.244141 Iteration 94Q: 3 clusters Score -1039388 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -1039389.437500 Penalty: 4488.244141 Iteration 95Q: 3 clusters Score -1039389 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1039393.375000 Penalty: 4488.244141 Iteration 96Q: 3 clusters Score -1039393 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1039394.375000 Penalty: 4488.244141 Iteration 97Q: 3 clusters Score -1039394 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1039396.625000 Penalty: 4488.244141 Iteration 98Q: 3 clusters Score -1039397 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1039401.312500 Penalty: 4488.244141 Iteration 99Q: 3 clusters Score -1039401 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -1039406.500000 Penalty: 4488.244141 Iteration 100F: 3 clusters Score -1039406 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -1039409.375000 Penalty: 4488.244141 Iteration 101Q: 3 clusters Score -1039409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1039409.437500 Penalty: 4488.244141 Iteration 102Q: 3 clusters Score -1039409 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1039412.000000 Penalty: 4488.244141 Iteration 103Q: 3 clusters Score -1039412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1039412.000000 Penalty: 4488.244141 Iteration 104F: 3 clusters Score -1039412 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -74035.257812 Penalty: 1626.784546 Iteration 0F: 2 clusters Score -74035.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -72338.796875 Penalty: 3253.569092 Iteration 0F: 3 clusters Score -72338.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -72599.085938 Penalty: 3253.569092 Iteration 1F: 3 clusters Score -72599.09 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -72737.656250 Penalty: 3253.569092 Iteration 2F: 3 clusters Score -72737.66 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -72835.101562 Penalty: 3253.569092 Iteration 3Q: 3 clusters Score -72835.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -72892.343750 Penalty: 3253.569092 Iteration 4Q: 3 clusters Score -72892.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -72941.851562 Penalty: 3253.569092 Iteration 5Q: 3 clusters Score -72941.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -72962.750000 Penalty: 3253.569092 Iteration 6Q: 3 clusters Score -72962.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -72995.945312 Penalty: 3253.569092 Iteration 7Q: 3 clusters Score -72995.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -73025.726562 Penalty: 3253.569092 Iteration 8Q: 3 clusters Score -73025.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -73045.375000 Penalty: 3253.569092 Iteration 9Q: 3 clusters Score -73045.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -73074.398438 Penalty: 3253.569092 Iteration 10Q: 3 clusters Score -73074.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -73086.867188 Penalty: 3253.569092 Iteration 11Q: 3 clusters Score -73086.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -73094.601562 Penalty: 3253.569092 Iteration 12Q: 3 clusters Score -73094.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -73097.265625 Penalty: 3253.569092 Iteration 13Q: 3 clusters Score -73097.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -73101.187500 Penalty: 3253.569092 Iteration 14Q: 3 clusters Score -73101.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -73107.312500 Penalty: 3253.569092 Iteration 15F: 3 clusters Score -73107.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -73136.289062 Penalty: 3253.569092 Iteration 16Q: 3 clusters Score -73136.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -73144.335938 Penalty: 3253.569092 Iteration 17Q: 3 clusters Score -73144.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -73158.070312 Penalty: 3253.569092 Iteration 18Q: 3 clusters Score -73158.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -73164.960938 Penalty: 3253.569092 Iteration 19Q: 3 clusters Score -73164.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -73170.734375 Penalty: 3253.569092 Iteration 20F: 3 clusters Score -73170.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -73172.265625 Penalty: 3253.569092 Iteration 21Q: 3 clusters Score -73172.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -73174.195312 Penalty: 3253.569092 Iteration 22Q: 3 clusters Score -73174.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -73176.421875 Penalty: 3253.569092 Iteration 23Q: 3 clusters Score -73176.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -73177.820312 Penalty: 3253.569092 Iteration 24Q: 3 clusters Score -73177.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -73177.820312 Penalty: 3253.569092 Iteration 25F: 3 clusters Score -73177.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Entering Unmasked Estep Score: -552655.500000 Penalty: 2086.630127 Iteration 0F: 2 clusters Score -552655.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -548454.375000 Penalty: 4173.260254 Iteration 0F: 3 clusters Score -548454.4 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -549492.250000 Penalty: 4173.260254 Iteration 1F: 3 clusters Score -549492.2 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -549895.500000 Penalty: 4173.260254 Iteration 2F: 3 clusters Score -549895.5 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -550197.250000 Penalty: 4173.260254 Iteration 3F: 3 clusters Score -550197.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -550428.937500 Penalty: 4173.260254 Iteration 4F: 3 clusters Score -550428.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -550593.312500 Penalty: 4173.260254 Iteration 5Q: 3 clusters Score -550593.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -550735.750000 Penalty: 4173.260254 Iteration 6Q: 3 clusters Score -550735.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -550855.875000 Penalty: 4173.260254 Iteration 7Q: 3 clusters Score -550855.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -550929.125000 Penalty: 4173.260254 Iteration 8Q: 3 clusters Score -550929.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -550997.125000 Penalty: 4173.260254 Iteration 9Q: 3 clusters Score -550997.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -551036.437500 Penalty: 4173.260254 Iteration 10Q: 3 clusters Score -551036.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -551064.562500 Penalty: 4173.260254 Iteration 11Q: 3 clusters Score -551064.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -551092.812500 Penalty: 4173.260254 Iteration 12Q: 3 clusters Score -551092.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -551118.625000 Penalty: 4173.260254 Iteration 13Q: 3 clusters Score -551118.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -551136.250000 Penalty: 4173.260254 Iteration 14Q: 3 clusters Score -551136.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -551146.187500 Penalty: 4173.260254 Iteration 15Q: 3 clusters Score -551146.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -551155.125000 Penalty: 4173.260254 Iteration 16Q: 3 clusters Score -551155.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -551162.687500 Penalty: 4173.260254 Iteration 17Q: 3 clusters Score -551162.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -551167.312500 Penalty: 4173.260254 Iteration 18Q: 3 clusters Score -551167.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -551169.562500 Penalty: 4173.260254 Iteration 19Q: 3 clusters Score -551169.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -551170.750000 Penalty: 4173.260254 Iteration 20F: 3 clusters Score -551170.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -551171.625000 Penalty: 4173.260254 Iteration 21Q: 3 clusters Score -551171.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -551176.250000 Penalty: 4173.260254 Iteration 22Q: 3 clusters Score -551176.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -551179.062500 Penalty: 4173.260254 Iteration 23Q: 3 clusters Score -551179.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -551181.375000 Penalty: 4173.260254 Iteration 24Q: 3 clusters Score -551181.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -551183.125000 Penalty: 4173.260254 Iteration 25Q: 3 clusters Score -551183.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -551183.625000 Penalty: 4173.260254 Iteration 26Q: 3 clusters Score -551183.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -551186.250000 Penalty: 4173.260254 Iteration 27Q: 3 clusters Score -551186.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -551186.625000 Penalty: 4173.260254 Iteration 28Q: 3 clusters Score -551186.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -551189.750000 Penalty: 4173.260254 Iteration 29Q: 3 clusters Score -551189.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -551190.937500 Penalty: 4173.260254 Iteration 30Q: 3 clusters Score -551190.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -551197.250000 Penalty: 4173.260254 Iteration 31Q: 3 clusters Score -551197.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -551198.437500 Penalty: 4173.260254 Iteration 32Q: 3 clusters Score -551198.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -551202.187500 Penalty: 4173.260254 Iteration 33Q: 3 clusters Score -551202.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -551205.437500 Penalty: 4173.260254 Iteration 34Q: 3 clusters Score -551205.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -551208.000000 Penalty: 4173.260254 Iteration 35Q: 3 clusters Score -551208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -551208.937500 Penalty: 4173.260254 Iteration 36Q: 3 clusters Score -551208.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -551212.000000 Penalty: 4173.260254 Iteration 37Q: 3 clusters Score -551212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -551212.125000 Penalty: 4173.260254 Iteration 38Q: 3 clusters Score -551212.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -551214.875000 Penalty: 4173.260254 Iteration 39Q: 3 clusters Score -551214.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -551218.000000 Penalty: 4173.260254 Iteration 40F: 3 clusters Score -551218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -551221.750000 Penalty: 4173.260254 Iteration 41Q: 3 clusters Score -551221.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -551224.187500 Penalty: 4173.260254 Iteration 42Q: 3 clusters Score -551224.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -551225.500000 Penalty: 4173.260254 Iteration 43Q: 3 clusters Score -551225.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -551228.500000 Penalty: 4173.260254 Iteration 44Q: 3 clusters Score -551228.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -551230.000000 Penalty: 4173.260254 Iteration 45Q: 3 clusters Score -551230 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -551233.062500 Penalty: 4173.260254 Iteration 46Q: 3 clusters Score -551233.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -551233.062500 Penalty: 4173.260254 Iteration 47Q: 3 clusters Score -551233.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -551233.062500 Penalty: 4173.260254 Iteration 48F: 3 clusters Score -551233.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (64486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64486 members Entering Unmasked Estep Score: -7931057.000000 Penalty: 2746.402344 Iteration 0F: 2 clusters Score -7931057 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32194 members Mstep: Class 2 contains 32292 members Entering Unmasked Estep Score: -7888114.500000 Penalty: 5492.804688 Iteration 0F: 3 clusters Score -7888114 nChanged 29842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31840 members Mstep: Class 2 contains 32646 members Entering Unmasked Estep Score: -7904715.000000 Penalty: 5492.804688 Iteration 1F: 3 clusters Score -7904715 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Mstep: Class 2 contains 32842 members Entering Unmasked Estep Score: -7905432.000000 Penalty: 5492.804688 Iteration 2Q: 3 clusters Score -7905432 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31380 members Mstep: Class 2 contains 33106 members Entering Unmasked Estep Score: -7906303.000000 Penalty: 5492.804688 Iteration 3Q: 3 clusters Score -7906303 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30905 members Mstep: Class 2 contains 33581 members Entering Unmasked Estep Score: -7907181.000000 Penalty: 5492.804688 Iteration 4Q: 3 clusters Score -7907181 nChanged 2655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30130 members Mstep: Class 2 contains 34356 members Entering Unmasked Estep Score: -7908104.000000 Penalty: 5492.804688 Iteration 5Q: 3 clusters Score -7908104 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29002 members Mstep: Class 2 contains 35484 members Entering Unmasked Estep Score: -7909234.500000 Penalty: 5492.804688 Iteration 6Q: 3 clusters Score -7909234 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27286 members Mstep: Class 2 contains 37200 members Entering Unmasked Estep Score: -7910493.000000 Penalty: 5492.804688 Iteration 7Q: 3 clusters Score -7910493 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24986 members Mstep: Class 2 contains 39500 members Entering Unmasked Estep Score: -7912108.000000 Penalty: 5492.804688 Iteration 8F: 3 clusters Score -7912108 nChanged 3786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21988 members Mstep: Class 2 contains 42498 members Entering Unmasked Estep Score: -7914188.500000 Penalty: 5492.804688 Iteration 9F: 3 clusters Score -7914188 nChanged 4087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18451 members Mstep: Class 2 contains 46035 members Entering Unmasked Estep Score: -7916799.500000 Penalty: 5492.804688 Iteration 10F: 3 clusters Score -7916800 nChanged 3948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 49581 members Entering Unmasked Estep Score: -7919326.000000 Penalty: 5492.804688 Iteration 11F: 3 clusters Score -7919326 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 52611 members Entering Unmasked Estep Score: -7921304.500000 Penalty: 5492.804688 Iteration 12F: 3 clusters Score -7921304 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 55079 members Entering Unmasked Estep Score: -7922844.000000 Penalty: 5492.804688 Iteration 13Q: 3 clusters Score -7922844 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 57050 members Entering Unmasked Estep Score: -7924077.000000 Penalty: 5492.804688 Iteration 14Q: 3 clusters Score -7924077 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 58685 members Entering Unmasked Estep Score: -7925175.000000 Penalty: 5492.804688 Iteration 15Q: 3 clusters Score -7925175 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 60081 members Entering Unmasked Estep Score: -7926161.000000 Penalty: 5492.804688 Iteration 16Q: 3 clusters Score -7926161 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 61153 members Entering Unmasked Estep Score: -7926969.500000 Penalty: 5492.804688 Iteration 17Q: 3 clusters Score -7926970 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 61961 members Entering Unmasked Estep Score: -7927626.500000 Penalty: 5492.804688 Iteration 18Q: 3 clusters Score -7927626 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 62449 members Entering Unmasked Estep Score: -7928030.000000 Penalty: 5492.804688 Iteration 19Q: 3 clusters Score -7928030 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 62766 members Entering Unmasked Estep Score: -7928314.000000 Penalty: 5492.804688 Iteration 20F: 3 clusters Score -7928314 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 62965 members Entering Unmasked Estep Score: -7928497.500000 Penalty: 5492.804688 Iteration 21Q: 3 clusters Score -7928498 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 63092 members Entering Unmasked Estep Score: -7928614.000000 Penalty: 5492.804688 Iteration 22Q: 3 clusters Score -7928614 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 63202 members Entering Unmasked Estep Score: -7928704.500000 Penalty: 5492.804688 Iteration 23Q: 3 clusters Score -7928704 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 63281 members Entering Unmasked Estep Score: -7928755.500000 Penalty: 5492.804688 Iteration 24Q: 3 clusters Score -7928756 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 63323 members Entering Unmasked Estep Score: -7928804.000000 Penalty: 5492.804688 Iteration 25Q: 3 clusters Score -7928804 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 63353 members Entering Unmasked Estep Score: -7928831.000000 Penalty: 5492.804688 Iteration 26Q: 3 clusters Score -7928831 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 63392 members Entering Unmasked Estep Score: -7928883.000000 Penalty: 5492.804688 Iteration 27Q: 3 clusters Score -7928883 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 63420 members Entering Unmasked Estep Score: -7928900.000000 Penalty: 5492.804688 Iteration 28Q: 3 clusters Score -7928900 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 63436 members Entering Unmasked Estep Score: -7928909.500000 Penalty: 5492.804688 Iteration 29Q: 3 clusters Score -7928910 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 63453 members Entering Unmasked Estep Score: -7928937.500000 Penalty: 5492.804688 Iteration 30Q: 3 clusters Score -7928938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 63468 members Entering Unmasked Estep Score: -7928961.000000 Penalty: 5492.804688 Iteration 31Q: 3 clusters Score -7928961 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 63487 members Entering Unmasked Estep Score: -7928995.000000 Penalty: 5492.804688 Iteration 32Q: 3 clusters Score -7928995 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 63497 members Entering Unmasked Estep Score: -7928986.500000 Penalty: 5492.804688 Iteration 33Q: 3 clusters Score -7928986 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 63508 members Entering Unmasked Estep Score: -7928998.500000 Penalty: 5492.804688 Iteration 34Q: 3 clusters Score -7928998 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 63518 members Entering Unmasked Estep Score: -7929004.000000 Penalty: 5492.804688 Iteration 35Q: 3 clusters Score -7929004 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 63532 members Entering Unmasked Estep Score: -7929026.000000 Penalty: 5492.804688 Iteration 36Q: 3 clusters Score -7929026 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 63548 members Entering Unmasked Estep Score: -7929030.000000 Penalty: 5492.804688 Iteration 37Q: 3 clusters Score -7929030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 63560 members Entering Unmasked Estep Score: -7929057.500000 Penalty: 5492.804688 Iteration 38Q: 3 clusters Score -7929058 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 63578 members Entering Unmasked Estep Score: -7929086.000000 Penalty: 5492.804688 Iteration 39Q: 3 clusters Score -7929086 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 63586 members Entering Unmasked Estep Score: -7929090.500000 Penalty: 5492.804688 Iteration 40F: 3 clusters Score -7929090 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 63589 members Entering Unmasked Estep Score: -7929112.500000 Penalty: 5492.804688 Iteration 41Q: 3 clusters Score -7929112 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 63595 members Entering Unmasked Estep Score: -7929155.000000 Penalty: 5492.804688 Iteration 42Q: 3 clusters Score -7929155 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 63600 members Entering Unmasked Estep Score: -7929161.000000 Penalty: 5492.804688 Iteration 43Q: 3 clusters Score -7929161 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 63609 members Entering Unmasked Estep Score: -7929182.000000 Penalty: 5492.804688 Iteration 44Q: 3 clusters Score -7929182 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 63612 members Entering Unmasked Estep Score: -7929177.500000 Penalty: 5492.804688 Iteration 45Q: 3 clusters Score -7929178 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 63618 members Entering Unmasked Estep Score: -7929185.000000 Penalty: 5492.804688 Iteration 46Q: 3 clusters Score -7929185 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 63622 members Entering Unmasked Estep Score: -7929204.000000 Penalty: 5492.804688 Iteration 47Q: 3 clusters Score -7929204 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 63627 members Entering Unmasked Estep Score: -7929203.000000 Penalty: 5492.804688 Iteration 48Q: 3 clusters Score -7929203 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 63635 members Entering Unmasked Estep Score: -7929204.000000 Penalty: 5492.804688 Iteration 49Q: 3 clusters Score -7929204 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 63641 members Entering Unmasked Estep Score: -7929215.500000 Penalty: 5492.804688 Iteration 50Q: 3 clusters Score -7929216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 63642 members Entering Unmasked Estep Score: -7929214.000000 Penalty: 5492.804688 Iteration 51Q: 3 clusters Score -7929214 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 63642 members Entering Unmasked Estep Score: -7929214.000000 Penalty: 5492.804688 Iteration 52F: 3 clusters Score -7929214 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (156690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156690 members Entering Unmasked Estep Score: -19565406.000000 Penalty: 2966.582031 Iteration 0F: 2 clusters Score -1.956541e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78486 members Mstep: Class 2 contains 78204 members Entering Unmasked Estep Score: -19462022.000000 Penalty: 5933.164062 Iteration 0F: 3 clusters Score -1.946202e+07 nChanged 75277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81379 members Mstep: Class 2 contains 75311 members Entering Unmasked Estep Score: -19505346.000000 Penalty: 5933.164062 Iteration 1F: 3 clusters Score -1.950535e+07 nChanged 5056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83657 members Mstep: Class 2 contains 73033 members Entering Unmasked Estep Score: -19506606.000000 Penalty: 5933.164062 Iteration 2Q: 3 clusters Score -1.950661e+07 nChanged 6145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87442 members Mstep: Class 2 contains 69248 members Entering Unmasked Estep Score: -19508842.000000 Penalty: 5933.164062 Iteration 3Q: 3 clusters Score -1.950884e+07 nChanged 8074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93420 members Mstep: Class 2 contains 63270 members Entering Unmasked Estep Score: -19512600.000000 Penalty: 5933.164062 Iteration 4F: 3 clusters Score -1.95126e+07 nChanged 10421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101831 members Mstep: Class 2 contains 54859 members Entering Unmasked Estep Score: -19518728.000000 Penalty: 5933.164062 Iteration 5F: 3 clusters Score -1.951873e+07 nChanged 12056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112103 members Mstep: Class 2 contains 44587 members Entering Unmasked Estep Score: -19527396.000000 Penalty: 5933.164062 Iteration 6F: 3 clusters Score -1.95274e+07 nChanged 12103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122786 members Mstep: Class 2 contains 33904 members Entering Unmasked Estep Score: -19536084.000000 Penalty: 5933.164062 Iteration 7F: 3 clusters Score -1.953608e+07 nChanged 10228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132140 members Mstep: Class 2 contains 24550 members Entering Unmasked Estep Score: -19543836.000000 Penalty: 5933.164062 Iteration 8F: 3 clusters Score -1.954384e+07 nChanged 8095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139907 members Mstep: Class 2 contains 16783 members Entering Unmasked Estep Score: -19549796.000000 Penalty: 5933.164062 Iteration 9F: 3 clusters Score -1.95498e+07 nChanged 6189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146022 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -19554742.000000 Penalty: 5933.164062 Iteration 10Q: 3 clusters Score -1.955474e+07 nChanged 4629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150637 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -19558862.000000 Penalty: 5933.164062 Iteration 11Q: 3 clusters Score -1.955886e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153523 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -19561298.000000 Penalty: 5933.164062 Iteration 12Q: 3 clusters Score -1.95613e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154780 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -19562308.000000 Penalty: 5933.164062 Iteration 13Q: 3 clusters Score -1.956231e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155325 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -19562734.000000 Penalty: 5933.164062 Iteration 14Q: 3 clusters Score -1.956273e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155580 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -19562906.000000 Penalty: 5933.164062 Iteration 15Q: 3 clusters Score -1.956291e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155716 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -19563084.000000 Penalty: 5933.164062 Iteration 16Q: 3 clusters Score -1.956308e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155795 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -19563168.000000 Penalty: 5933.164062 Iteration 17Q: 3 clusters Score -1.956317e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155822 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -19563242.000000 Penalty: 5933.164062 Iteration 18Q: 3 clusters Score -1.956324e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155846 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -19563280.000000 Penalty: 5933.164062 Iteration 19Q: 3 clusters Score -1.956328e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155864 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -19563298.000000 Penalty: 5933.164062 Iteration 20F: 3 clusters Score -1.95633e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155870 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -19563334.000000 Penalty: 5933.164062 Iteration 21Q: 3 clusters Score -1.956333e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155878 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -19563366.000000 Penalty: 5933.164062 Iteration 22Q: 3 clusters Score -1.956337e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155878 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -19563378.000000 Penalty: 5933.164062 Iteration 23Q: 3 clusters Score -1.956338e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155881 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -19563380.000000 Penalty: 5933.164062 Iteration 24Q: 3 clusters Score -1.956338e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155883 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -19563378.000000 Penalty: 5933.164062 Iteration 25Q: 3 clusters Score -1.956338e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155880 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -19563386.000000 Penalty: 5933.164062 Iteration 26Q: 3 clusters Score -1.956339e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155875 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -19563398.000000 Penalty: 5933.164062 Iteration 27Q: 3 clusters Score -1.95634e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155874 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -19563416.000000 Penalty: 5933.164062 Iteration 28Q: 3 clusters Score -1.956342e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155877 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -19563406.000000 Penalty: 5933.164062 Iteration 29Q: 3 clusters Score -1.956341e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155876 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -19563404.000000 Penalty: 5933.164062 Iteration 30Q: 3 clusters Score -1.95634e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155874 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -19563422.000000 Penalty: 5933.164062 Iteration 31Q: 3 clusters Score -1.956342e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155874 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -19563434.000000 Penalty: 5933.164062 Iteration 32Q: 3 clusters Score -1.956343e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155874 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -19563434.000000 Penalty: 5933.164062 Iteration 33F: 3 clusters Score -1.956343e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -63742.578125 Penalty: 1592.562378 Iteration 0F: 2 clusters Score -63742.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62181.156250 Penalty: 3185.124756 Iteration 0F: 3 clusters Score -62181.16 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -62479.156250 Penalty: 3185.124756 Iteration 1F: 3 clusters Score -62479.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -62593.093750 Penalty: 3185.124756 Iteration 2F: 3 clusters Score -62593.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62658.816406 Penalty: 3185.124756 Iteration 3Q: 3 clusters Score -62658.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -62693.125000 Penalty: 3185.124756 Iteration 4Q: 3 clusters Score -62693.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -62726.792969 Penalty: 3185.124756 Iteration 5Q: 3 clusters Score -62726.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -62803.828125 Penalty: 3185.124756 Iteration 6Q: 3 clusters Score -62803.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -62871.734375 Penalty: 3185.124756 Iteration 7Q: 3 clusters Score -62871.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -63025.179688 Penalty: 3185.124756 Iteration 8Q: 3 clusters Score -63025.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -63084.859375 Penalty: 3185.124756 Iteration 9Q: 3 clusters Score -63084.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -63135.136719 Penalty: 3185.124756 Iteration 10Q: 3 clusters Score -63135.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -63159.804688 Penalty: 3185.124756 Iteration 11Q: 3 clusters Score -63159.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -63173.898438 Penalty: 3185.124756 Iteration 12Q: 3 clusters Score -63173.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -63185.210938 Penalty: 3185.124756 Iteration 13Q: 3 clusters Score -63185.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -63211.265625 Penalty: 3185.124756 Iteration 14Q: 3 clusters Score -63211.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -63242.890625 Penalty: 3185.124756 Iteration 15Q: 3 clusters Score -63242.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -63268.707031 Penalty: 3185.124756 Iteration 16Q: 3 clusters Score -63268.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -63279.441406 Penalty: 3185.124756 Iteration 17Q: 3 clusters Score -63279.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -63299.894531 Penalty: 3185.124756 Iteration 18Q: 3 clusters Score -63299.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -63316.277344 Penalty: 3185.124756 Iteration 19Q: 3 clusters Score -63316.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -63375.203125 Penalty: 3185.124756 Iteration 20F: 3 clusters Score -63375.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -63406.542969 Penalty: 3185.124756 Iteration 21Q: 3 clusters Score -63406.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -63427.847656 Penalty: 3185.124756 Iteration 22Q: 3 clusters Score -63427.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -63431.777344 Penalty: 3185.124756 Iteration 23Q: 3 clusters Score -63431.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -63434.507812 Penalty: 3185.124756 Iteration 24Q: 3 clusters Score -63434.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -63436.656250 Penalty: 3185.124756 Iteration 25Q: 3 clusters Score -63436.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -63438.550781 Penalty: 3185.124756 Iteration 26Q: 3 clusters Score -63438.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -63439.570312 Penalty: 3185.124756 Iteration 27Q: 3 clusters Score -63439.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -63440.781250 Penalty: 3185.124756 Iteration 28Q: 3 clusters Score -63440.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -63441.652344 Penalty: 3185.124756 Iteration 29Q: 3 clusters Score -63441.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -63441.652344 Penalty: 3185.124756 Iteration 30F: 3 clusters Score -63441.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (11469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Entering Unmasked Estep Score: -1363023.750000 Penalty: 2318.155762 Iteration 0F: 2 clusters Score -1363024 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1354442.625000 Penalty: 4636.311523 Iteration 0F: 3 clusters Score -1354443 nChanged 4764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -1356932.625000 Penalty: 4636.311523 Iteration 1F: 3 clusters Score -1356933 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1357244.125000 Penalty: 4636.311523 Iteration 2F: 3 clusters Score -1357244 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -1357509.625000 Penalty: 4636.311523 Iteration 3Q: 3 clusters Score -1357510 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1357786.750000 Penalty: 4636.311523 Iteration 4Q: 3 clusters Score -1357787 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1358117.500000 Penalty: 4636.311523 Iteration 5Q: 3 clusters Score -1358118 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1358487.250000 Penalty: 4636.311523 Iteration 6F: 3 clusters Score -1358487 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -1358912.875000 Penalty: 4636.311523 Iteration 7F: 3 clusters Score -1358913 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9471 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1359380.250000 Penalty: 4636.311523 Iteration 8F: 3 clusters Score -1359380 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9984 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1359818.750000 Penalty: 4636.311523 Iteration 9Q: 3 clusters Score -1359819 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10384 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1360170.500000 Penalty: 4636.311523 Iteration 10Q: 3 clusters Score -1360170 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1360429.125000 Penalty: 4636.311523 Iteration 11Q: 3 clusters Score -1360429 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10835 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1360610.750000 Penalty: 4636.311523 Iteration 12Q: 3 clusters Score -1360611 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1360751.000000 Penalty: 4636.311523 Iteration 13Q: 3 clusters Score -1360751 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1360838.375000 Penalty: 4636.311523 Iteration 14Q: 3 clusters Score -1360838 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1360884.375000 Penalty: 4636.311523 Iteration 15Q: 3 clusters Score -1360884 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1360908.125000 Penalty: 4636.311523 Iteration 16Q: 3 clusters Score -1360908 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1360917.000000 Penalty: 4636.311523 Iteration 17Q: 3 clusters Score -1360917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1360926.750000 Penalty: 4636.311523 Iteration 18Q: 3 clusters Score -1360927 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11113 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1360941.125000 Penalty: 4636.311523 Iteration 19Q: 3 clusters Score -1360941 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1360951.500000 Penalty: 4636.311523 Iteration 20F: 3 clusters Score -1360952 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1360962.375000 Penalty: 4636.311523 Iteration 21Q: 3 clusters Score -1360962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1360971.625000 Penalty: 4636.311523 Iteration 22Q: 3 clusters Score -1360972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1360975.500000 Penalty: 4636.311523 Iteration 23Q: 3 clusters Score -1360976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1360981.375000 Penalty: 4636.311523 Iteration 24Q: 3 clusters Score -1360981 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1360989.250000 Penalty: 4636.311523 Iteration 25Q: 3 clusters Score -1360989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1360990.250000 Penalty: 4636.311523 Iteration 26Q: 3 clusters Score -1360990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1360993.250000 Penalty: 4636.311523 Iteration 27Q: 3 clusters Score -1360993 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1360993.250000 Penalty: 4636.311523 Iteration 28F: 3 clusters Score -1360993 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Entering Unmasked Estep Score: -131315.000000 Penalty: 1756.472046 Iteration 0F: 2 clusters Score -131315 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -129363.890625 Penalty: 3512.944092 Iteration 0F: 3 clusters Score -129363.9 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -129942.914062 Penalty: 3512.944092 Iteration 1F: 3 clusters Score -129942.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -130562.710938 Penalty: 3512.944092 Iteration 2F: 3 clusters Score -130562.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -131165.218750 Penalty: 3512.944092 Iteration 3F: 3 clusters Score -131165.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -131815.250000 Penalty: 3512.944092 Iteration 4F: 3 clusters Score -131815.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -132281.828125 Penalty: 3512.944092 Iteration 5F: 3 clusters Score -132281.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -132453.968750 Penalty: 3512.944092 Iteration 6Q: 3 clusters Score -132454 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -132567.953125 Penalty: 3512.944092 Iteration 7Q: 3 clusters Score -132568 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -132625.562500 Penalty: 3512.944092 Iteration 8Q: 3 clusters Score -132625.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -132645.421875 Penalty: 3512.944092 Iteration 9Q: 3 clusters Score -132645.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -132647.734375 Penalty: 3512.944092 Iteration 10Q: 3 clusters Score -132647.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -132648.765625 Penalty: 3512.944092 Iteration 11Q: 3 clusters Score -132648.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -132651.109375 Penalty: 3512.944092 Iteration 12Q: 3 clusters Score -132651.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -132652.953125 Penalty: 3512.944092 Iteration 13Q: 3 clusters Score -132653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -132652.953125 Penalty: 3512.944092 Iteration 14F: 3 clusters Score -132653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12988 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156690 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 737 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13383 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41854 members Entering Unmasked Estep Score: -52023676.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52023732.000000 to -52023676.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (7632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Entering Unmasked Estep Score: -890638.000000 Penalty: 2217.146240 Iteration 0F: 2 clusters Score -890638 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -884431.812500 Penalty: 4434.292480 Iteration 0F: 3 clusters Score -884431.8 nChanged 3056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -886092.937500 Penalty: 4434.292480 Iteration 1F: 3 clusters Score -886092.9 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -886390.875000 Penalty: 4434.292480 Iteration 2F: 3 clusters Score -886390.9 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -886622.500000 Penalty: 4434.292480 Iteration 3F: 3 clusters Score -886622.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -886849.000000 Penalty: 4434.292480 Iteration 4Q: 3 clusters Score -886849 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -887034.375000 Penalty: 4434.292480 Iteration 5Q: 3 clusters Score -887034.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -887181.750000 Penalty: 4434.292480 Iteration 6Q: 3 clusters Score -887181.8 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -887322.125000 Penalty: 4434.292480 Iteration 7Q: 3 clusters Score -887322.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -887450.500000 Penalty: 4434.292480 Iteration 8Q: 3 clusters Score -887450.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -887605.125000 Penalty: 4434.292480 Iteration 9Q: 3 clusters Score -887605.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -887759.937500 Penalty: 4434.292480 Iteration 10Q: 3 clusters Score -887759.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -887917.375000 Penalty: 4434.292480 Iteration 11Q: 3 clusters Score -887917.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -888102.312500 Penalty: 4434.292480 Iteration 12Q: 3 clusters Score -888102.3 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -888325.437500 Penalty: 4434.292480 Iteration 13Q: 3 clusters Score -888325.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -888539.875000 Penalty: 4434.292480 Iteration 14Q: 3 clusters Score -888539.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -888713.875000 Penalty: 4434.292480 Iteration 15Q: 3 clusters Score -888713.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -888839.250000 Penalty: 4434.292480 Iteration 16Q: 3 clusters Score -888839.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -888944.875000 Penalty: 4434.292480 Iteration 17Q: 3 clusters Score -888944.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -889035.687500 Penalty: 4434.292480 Iteration 18Q: 3 clusters Score -889035.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -889107.250000 Penalty: 4434.292480 Iteration 19Q: 3 clusters Score -889107.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -889157.937500 Penalty: 4434.292480 Iteration 20F: 3 clusters Score -889157.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -889200.312500 Penalty: 4434.292480 Iteration 21Q: 3 clusters Score -889200.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -889238.562500 Penalty: 4434.292480 Iteration 22Q: 3 clusters Score -889238.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -889276.875000 Penalty: 4434.292480 Iteration 23Q: 3 clusters Score -889276.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -889306.312500 Penalty: 4434.292480 Iteration 24Q: 3 clusters Score -889306.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -889337.500000 Penalty: 4434.292480 Iteration 25Q: 3 clusters Score -889337.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -889369.625000 Penalty: 4434.292480 Iteration 26Q: 3 clusters Score -889369.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -889390.562500 Penalty: 4434.292480 Iteration 27Q: 3 clusters Score -889390.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -889418.125000 Penalty: 4434.292480 Iteration 28Q: 3 clusters Score -889418.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -889442.812500 Penalty: 4434.292480 Iteration 29Q: 3 clusters Score -889442.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -889467.687500 Penalty: 4434.292480 Iteration 30Q: 3 clusters Score -889467.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -889487.062500 Penalty: 4434.292480 Iteration 31Q: 3 clusters Score -889487.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -889503.125000 Penalty: 4434.292480 Iteration 32Q: 3 clusters Score -889503.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -889518.250000 Penalty: 4434.292480 Iteration 33Q: 3 clusters Score -889518.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -889536.875000 Penalty: 4434.292480 Iteration 34Q: 3 clusters Score -889536.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -889566.562500 Penalty: 4434.292480 Iteration 35Q: 3 clusters Score -889566.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -889616.062500 Penalty: 4434.292480 Iteration 36Q: 3 clusters Score -889616.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -889678.750000 Penalty: 4434.292480 Iteration 37Q: 3 clusters Score -889678.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -889751.687500 Penalty: 4434.292480 Iteration 38Q: 3 clusters Score -889751.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -889830.125000 Penalty: 4434.292480 Iteration 39Q: 3 clusters Score -889830.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -889929.375000 Penalty: 4434.292480 Iteration 40F: 3 clusters Score -889929.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -890034.875000 Penalty: 4434.292480 Iteration 41Q: 3 clusters Score -890034.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -890088.812500 Penalty: 4434.292480 Iteration 42Q: 3 clusters Score -890088.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -890129.062500 Penalty: 4434.292480 Iteration 43Q: 3 clusters Score -890129.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -890154.625000 Penalty: 4434.292480 Iteration 44Q: 3 clusters Score -890154.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -890171.250000 Penalty: 4434.292480 Iteration 45Q: 3 clusters Score -890171.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -890182.937500 Penalty: 4434.292480 Iteration 46Q: 3 clusters Score -890182.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -890194.062500 Penalty: 4434.292480 Iteration 47Q: 3 clusters Score -890194.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -890201.125000 Penalty: 4434.292480 Iteration 48Q: 3 clusters Score -890201.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -890206.500000 Penalty: 4434.292480 Iteration 49Q: 3 clusters Score -890206.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -890211.687500 Penalty: 4434.292480 Iteration 50Q: 3 clusters Score -890211.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -890211.562500 Penalty: 4434.292480 Iteration 51Q: 3 clusters Score -890211.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -890216.000000 Penalty: 4434.292480 Iteration 52Q: 3 clusters Score -890216 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -890216.250000 Penalty: 4434.292480 Iteration 53Q: 3 clusters Score -890216.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -890216.750000 Penalty: 4434.292480 Iteration 54Q: 3 clusters Score -890216.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -890216.250000 Penalty: 4434.292480 Iteration 55Q: 3 clusters Score -890216.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -890218.750000 Penalty: 4434.292480 Iteration 56Q: 3 clusters Score -890218.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -890219.437500 Penalty: 4434.292480 Iteration 57Q: 3 clusters Score -890219.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -890218.937500 Penalty: 4434.292480 Iteration 58Q: 3 clusters Score -890218.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -890218.937500 Penalty: 4434.292480 Iteration 59F: 3 clusters Score -890218.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (13383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13383 members Entering Unmasked Estep Score: -1564742.500000 Penalty: 2356.431641 Iteration 0F: 2 clusters Score -1564742 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -1554923.875000 Penalty: 4712.863281 Iteration 0F: 3 clusters Score -1554924 nChanged 5678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1558128.250000 Penalty: 4712.863281 Iteration 1F: 3 clusters Score -1558128 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1558623.250000 Penalty: 4712.863281 Iteration 2F: 3 clusters Score -1558623 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -1559071.250000 Penalty: 4712.863281 Iteration 3F: 3 clusters Score -1559071 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -1559485.125000 Penalty: 4712.863281 Iteration 4F: 3 clusters Score -1559485 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1559902.625000 Penalty: 4712.863281 Iteration 5F: 3 clusters Score -1559903 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -1560342.250000 Penalty: 4712.863281 Iteration 6F: 3 clusters Score -1560342 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -1560817.250000 Penalty: 4712.863281 Iteration 7Q: 3 clusters Score -1560817 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -1561235.750000 Penalty: 4712.863281 Iteration 8Q: 3 clusters Score -1561236 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -1561537.750000 Penalty: 4712.863281 Iteration 9Q: 3 clusters Score -1561538 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1561778.500000 Penalty: 4712.863281 Iteration 10Q: 3 clusters Score -1561778 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1561975.750000 Penalty: 4712.863281 Iteration 11Q: 3 clusters Score -1561976 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -1562099.000000 Penalty: 4712.863281 Iteration 12Q: 3 clusters Score -1562099 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -1562189.000000 Penalty: 4712.863281 Iteration 13Q: 3 clusters Score -1562189 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1562252.500000 Penalty: 4712.863281 Iteration 14Q: 3 clusters Score -1562252 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -1562310.000000 Penalty: 4712.863281 Iteration 15Q: 3 clusters Score -1562310 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -1562352.375000 Penalty: 4712.863281 Iteration 16Q: 3 clusters Score -1562352 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1562384.125000 Penalty: 4712.863281 Iteration 17Q: 3 clusters Score -1562384 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1562400.125000 Penalty: 4712.863281 Iteration 18Q: 3 clusters Score -1562400 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -1562418.125000 Penalty: 4712.863281 Iteration 19Q: 3 clusters Score -1562418 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -1562436.000000 Penalty: 4712.863281 Iteration 20F: 3 clusters Score -1562436 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -1562447.375000 Penalty: 4712.863281 Iteration 21Q: 3 clusters Score -1562447 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -1562465.375000 Penalty: 4712.863281 Iteration 22Q: 3 clusters Score -1562465 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -1562483.875000 Penalty: 4712.863281 Iteration 23Q: 3 clusters Score -1562484 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -1562502.000000 Penalty: 4712.863281 Iteration 24Q: 3 clusters Score -1562502 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -1562515.750000 Penalty: 4712.863281 Iteration 25Q: 3 clusters Score -1562516 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -1562531.750000 Penalty: 4712.863281 Iteration 26Q: 3 clusters Score -1562532 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -1562549.625000 Penalty: 4712.863281 Iteration 27Q: 3 clusters Score -1562550 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -1562561.750000 Penalty: 4712.863281 Iteration 28Q: 3 clusters Score -1562562 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -1562575.750000 Penalty: 4712.863281 Iteration 29Q: 3 clusters Score -1562576 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1562581.375000 Penalty: 4712.863281 Iteration 30Q: 3 clusters Score -1562581 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -1562580.750000 Penalty: 4712.863281 Iteration 31Q: 3 clusters Score -1562581 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -1562586.625000 Penalty: 4712.863281 Iteration 32Q: 3 clusters Score -1562587 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1562587.875000 Penalty: 4712.863281 Iteration 33Q: 3 clusters Score -1562588 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -1562595.250000 Penalty: 4712.863281 Iteration 34Q: 3 clusters Score -1562595 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -1562595.000000 Penalty: 4712.863281 Iteration 35Q: 3 clusters Score -1562595 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -1562602.625000 Penalty: 4712.863281 Iteration 36Q: 3 clusters Score -1562603 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -1562600.125000 Penalty: 4712.863281 Iteration 37Q: 3 clusters Score -1562600 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1562613.000000 Penalty: 4712.863281 Iteration 38Q: 3 clusters Score -1562613 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 9039 members Entering Unmasked Estep Score: -1562610.250000 Penalty: 4712.863281 Iteration 39Q: 3 clusters Score -1562610 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -1562611.250000 Penalty: 4712.863281 Iteration 40F: 3 clusters Score -1562611 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -1562620.250000 Penalty: 4712.863281 Iteration 41Q: 3 clusters Score -1562620 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -1562620.250000 Penalty: 4712.863281 Iteration 42Q: 3 clusters Score -1562620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1562624.875000 Penalty: 4712.863281 Iteration 43Q: 3 clusters Score -1562625 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -1562622.250000 Penalty: 4712.863281 Iteration 44Q: 3 clusters Score -1562622 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -1562623.250000 Penalty: 4712.863281 Iteration 45Q: 3 clusters Score -1562623 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -1562623.375000 Penalty: 4712.863281 Iteration 46Q: 3 clusters Score -1562623 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -1562626.250000 Penalty: 4712.863281 Iteration 47Q: 3 clusters Score -1562626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -1562629.750000 Penalty: 4712.863281 Iteration 48Q: 3 clusters Score -1562630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -1562631.125000 Penalty: 4712.863281 Iteration 49Q: 3 clusters Score -1562631 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -1562630.125000 Penalty: 4712.863281 Iteration 50Q: 3 clusters Score -1562630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -1562635.250000 Penalty: 4712.863281 Iteration 51Q: 3 clusters Score -1562635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -1562634.750000 Penalty: 4712.863281 Iteration 52Q: 3 clusters Score -1562635 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -1562637.375000 Penalty: 4712.863281 Iteration 53Q: 3 clusters Score -1562637 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 9175 members Entering Unmasked Estep Score: -1562635.875000 Penalty: 4712.863281 Iteration 54Q: 3 clusters Score -1562636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -1562636.500000 Penalty: 4712.863281 Iteration 55Q: 3 clusters Score -1562636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -1562641.375000 Penalty: 4712.863281 Iteration 56Q: 3 clusters Score -1562641 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -1562638.625000 Penalty: 4712.863281 Iteration 57Q: 3 clusters Score -1562639 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -1562641.750000 Penalty: 4712.863281 Iteration 58Q: 3 clusters Score -1562642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -1562642.750000 Penalty: 4712.863281 Iteration 59Q: 3 clusters Score -1562643 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -1562644.250000 Penalty: 4712.863281 Iteration 60F: 3 clusters Score -1562644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -1562645.875000 Penalty: 4712.863281 Iteration 61Q: 3 clusters Score -1562646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -1562643.375000 Penalty: 4712.863281 Iteration 62Q: 3 clusters Score -1562643 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -1562643.250000 Penalty: 4712.863281 Iteration 63Q: 3 clusters Score -1562643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -1562643.250000 Penalty: 4712.863281 Iteration 64Q: 3 clusters Score -1562643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -1562645.750000 Penalty: 4712.863281 Iteration 65Q: 3 clusters Score -1562646 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -1562645.500000 Penalty: 4712.863281 Iteration 66Q: 3 clusters Score -1562646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -1562648.375000 Penalty: 4712.863281 Iteration 67Q: 3 clusters Score -1562648 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -1562649.500000 Penalty: 4712.863281 Iteration 68Q: 3 clusters Score -1562650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -1562650.875000 Penalty: 4712.863281 Iteration 69Q: 3 clusters Score -1562651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -1562652.500000 Penalty: 4712.863281 Iteration 70Q: 3 clusters Score -1562652 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1562651.625000 Penalty: 4712.863281 Iteration 71Q: 3 clusters Score -1562652 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -1562654.875000 Penalty: 4712.863281 Iteration 72Q: 3 clusters Score -1562655 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -1562654.125000 Penalty: 4712.863281 Iteration 73Q: 3 clusters Score -1562654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -1562658.625000 Penalty: 4712.863281 Iteration 74Q: 3 clusters Score -1562659 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -1562657.750000 Penalty: 4712.863281 Iteration 75Q: 3 clusters Score -1562658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 9329 members Entering Unmasked Estep Score: -1562661.000000 Penalty: 4712.863281 Iteration 76Q: 3 clusters Score -1562661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -1562663.750000 Penalty: 4712.863281 Iteration 77Q: 3 clusters Score -1562664 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -1562663.875000 Penalty: 4712.863281 Iteration 78Q: 3 clusters Score -1562664 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -1562663.000000 Penalty: 4712.863281 Iteration 79Q: 3 clusters Score -1562663 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -1562663.875000 Penalty: 4712.863281 Iteration 80F: 3 clusters Score -1562664 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -1562662.500000 Penalty: 4712.863281 Iteration 81Q: 3 clusters Score -1562662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -1562667.375000 Penalty: 4712.863281 Iteration 82Q: 3 clusters Score -1562667 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -1562668.250000 Penalty: 4712.863281 Iteration 83Q: 3 clusters Score -1562668 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -1562672.500000 Penalty: 4712.863281 Iteration 84Q: 3 clusters Score -1562672 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -1562677.000000 Penalty: 4712.863281 Iteration 85Q: 3 clusters Score -1562677 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -1562674.625000 Penalty: 4712.863281 Iteration 86Q: 3 clusters Score -1562675 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -1562678.875000 Penalty: 4712.863281 Iteration 87Q: 3 clusters Score -1562679 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -1562680.125000 Penalty: 4712.863281 Iteration 88Q: 3 clusters Score -1562680 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1562682.625000 Penalty: 4712.863281 Iteration 89Q: 3 clusters Score -1562683 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -1562686.125000 Penalty: 4712.863281 Iteration 90Q: 3 clusters Score -1562686 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1562691.375000 Penalty: 4712.863281 Iteration 91Q: 3 clusters Score -1562691 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -1562694.250000 Penalty: 4712.863281 Iteration 92Q: 3 clusters Score -1562694 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -1562695.375000 Penalty: 4712.863281 Iteration 93Q: 3 clusters Score -1562695 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1562700.750000 Penalty: 4712.863281 Iteration 94Q: 3 clusters Score -1562701 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -1562702.375000 Penalty: 4712.863281 Iteration 95Q: 3 clusters Score -1562702 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1562706.375000 Penalty: 4712.863281 Iteration 96Q: 3 clusters Score -1562706 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -1562714.750000 Penalty: 4712.863281 Iteration 97Q: 3 clusters Score -1562715 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 9599 members Entering Unmasked Estep Score: -1562715.625000 Penalty: 4712.863281 Iteration 98Q: 3 clusters Score -1562716 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -1562718.375000 Penalty: 4712.863281 Iteration 99Q: 3 clusters Score -1562718 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -1562725.125000 Penalty: 4712.863281 Iteration 100F: 3 clusters Score -1562725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -1562721.625000 Penalty: 4712.863281 Iteration 101Q: 3 clusters Score -1562722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1562723.000000 Penalty: 4712.863281 Iteration 102Q: 3 clusters Score -1562723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1562723.750000 Penalty: 4712.863281 Iteration 103Q: 3 clusters Score -1562724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1562723.750000 Penalty: 4712.863281 Iteration 104F: 3 clusters Score -1562724 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Entering Unmasked Estep Score: -91619.296875 Penalty: 1655.604126 Iteration 0F: 2 clusters Score -91619.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -89893.257812 Penalty: 3311.208252 Iteration 0F: 3 clusters Score -89893.26 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -90199.976562 Penalty: 3311.208252 Iteration 1F: 3 clusters Score -90199.98 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90300.929688 Penalty: 3311.208252 Iteration 2F: 3 clusters Score -90300.93 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -90377.765625 Penalty: 3311.208252 Iteration 3Q: 3 clusters Score -90377.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -90445.320312 Penalty: 3311.208252 Iteration 4Q: 3 clusters Score -90445.32 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -90514.328125 Penalty: 3311.208252 Iteration 5Q: 3 clusters Score -90514.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -90565.765625 Penalty: 3311.208252 Iteration 6Q: 3 clusters Score -90565.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -90627.375000 Penalty: 3311.208252 Iteration 7Q: 3 clusters Score -90627.38 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -90744.851562 Penalty: 3311.208252 Iteration 8Q: 3 clusters Score -90744.85 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -90950.992188 Penalty: 3311.208252 Iteration 9Q: 3 clusters Score -90950.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -91478.070312 Penalty: 3311.208252 Iteration 10Q: 3 clusters Score -91478.07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -91961.195312 Penalty: 3311.208252 Iteration 11Q: 3 clusters Score -91961.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -92055.250000 Penalty: 3311.208252 Iteration 12Q: 3 clusters Score -92055.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -92138.335938 Penalty: 3311.208252 Iteration 13Q: 3 clusters Score -92138.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -92161.218750 Penalty: 3311.208252 Iteration 14Q: 3 clusters Score -92161.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -92169.328125 Penalty: 3311.208252 Iteration 15Q: 3 clusters Score -92169.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -92183.804688 Penalty: 3311.208252 Iteration 16Q: 3 clusters Score -92183.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -92231.273438 Penalty: 3311.208252 Iteration 17Q: 3 clusters Score -92231.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -92272.968750 Penalty: 3311.208252 Iteration 18Q: 3 clusters Score -92272.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -92317.218750 Penalty: 3311.208252 Iteration 19Q: 3 clusters Score -92317.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -92349.414062 Penalty: 3311.208252 Iteration 20F: 3 clusters Score -92349.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -92382.843750 Penalty: 3311.208252 Iteration 21Q: 3 clusters Score -92382.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -92412.359375 Penalty: 3311.208252 Iteration 22Q: 3 clusters Score -92412.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -92433.953125 Penalty: 3311.208252 Iteration 23Q: 3 clusters Score -92433.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -92488.234375 Penalty: 3311.208252 Iteration 24Q: 3 clusters Score -92488.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -92488.234375 Penalty: 3311.208252 Iteration 25F: 3 clusters Score -92488.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 43798 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 12988 members Mstep: Class 6 contains 11205 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 6571 members Mstep: Class 9 contains 8509 members Mstep: Class 10 contains 554 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 4509 members Mstep: Class 14 contains 64486 members Mstep: Class 15 contains 156690 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1191 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 13383 members Mstep: Class 21 contains 239 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 41854 members Entering Unmasked Estep Score: -52023080.000000 Penalty: 70805.890625 Splitting cluster 21 changes total score from -52023732.000000 to -52023080.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (2481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Entering Unmasked Estep Score: -278455.750000 Penalty: 1938.471313 Iteration 0F: 2 clusters Score -278455.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -275570.906250 Penalty: 3876.942627 Iteration 0F: 3 clusters Score -275570.9 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -276229.062500 Penalty: 3876.942627 Iteration 1F: 3 clusters Score -276229.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -276488.687500 Penalty: 3876.942627 Iteration 2F: 3 clusters Score -276488.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -276669.968750 Penalty: 3876.942627 Iteration 3F: 3 clusters Score -276670 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -276790.031250 Penalty: 3876.942627 Iteration 4Q: 3 clusters Score -276790 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -276869.937500 Penalty: 3876.942627 Iteration 5Q: 3 clusters Score -276869.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -276941.625000 Penalty: 3876.942627 Iteration 6Q: 3 clusters Score -276941.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -276995.593750 Penalty: 3876.942627 Iteration 7Q: 3 clusters Score -276995.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -277025.406250 Penalty: 3876.942627 Iteration 8Q: 3 clusters Score -277025.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -277043.156250 Penalty: 3876.942627 Iteration 9Q: 3 clusters Score -277043.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -277061.468750 Penalty: 3876.942627 Iteration 10Q: 3 clusters Score -277061.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277075.562500 Penalty: 3876.942627 Iteration 11Q: 3 clusters Score -277075.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -277081.937500 Penalty: 3876.942627 Iteration 12Q: 3 clusters Score -277081.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -277085.906250 Penalty: 3876.942627 Iteration 13Q: 3 clusters Score -277085.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277090.687500 Penalty: 3876.942627 Iteration 14Q: 3 clusters Score -277090.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277095.156250 Penalty: 3876.942627 Iteration 15Q: 3 clusters Score -277095.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277099.125000 Penalty: 3876.942627 Iteration 16Q: 3 clusters Score -277099.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -277100.093750 Penalty: 3876.942627 Iteration 17Q: 3 clusters Score -277100.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277101.843750 Penalty: 3876.942627 Iteration 18Q: 3 clusters Score -277101.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277101.937500 Penalty: 3876.942627 Iteration 19Q: 3 clusters Score -277101.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277101.937500 Penalty: 3876.942627 Iteration 20F: 3 clusters Score -277101.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (41854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41854 members Entering Unmasked Estep Score: -5161939.000000 Penalty: 2639.201904 Iteration 0F: 2 clusters Score -5161939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20906 members Mstep: Class 2 contains 20948 members Entering Unmasked Estep Score: -5133504.500000 Penalty: 5278.403809 Iteration 0F: 3 clusters Score -5133504 nChanged 19214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 20482 members Entering Unmasked Estep Score: -5144231.000000 Penalty: 5278.403809 Iteration 1F: 3 clusters Score -5144231 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 20152 members Entering Unmasked Estep Score: -5144871.500000 Penalty: 5278.403809 Iteration 2Q: 3 clusters Score -5144872 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22218 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -5145624.000000 Penalty: 5278.403809 Iteration 3Q: 3 clusters Score -5145624 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22925 members Mstep: Class 2 contains 18929 members Entering Unmasked Estep Score: -5146538.500000 Penalty: 5278.403809 Iteration 4Q: 3 clusters Score -5146538 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23816 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -5147622.000000 Penalty: 5278.403809 Iteration 5F: 3 clusters Score -5147622 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24812 members Mstep: Class 2 contains 17042 members Entering Unmasked Estep Score: -5148865.000000 Penalty: 5278.403809 Iteration 6F: 3 clusters Score -5148865 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25897 members Mstep: Class 2 contains 15957 members Entering Unmasked Estep Score: -5150092.000000 Penalty: 5278.403809 Iteration 7F: 3 clusters Score -5150092 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27036 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -5151159.500000 Penalty: 5278.403809 Iteration 8F: 3 clusters Score -5151160 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28197 members Mstep: Class 2 contains 13657 members Entering Unmasked Estep Score: -5152068.500000 Penalty: 5278.403809 Iteration 9Q: 3 clusters Score -5152068 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29376 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -5152769.000000 Penalty: 5278.403809 Iteration 10Q: 3 clusters Score -5152769 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30521 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -5153386.500000 Penalty: 5278.403809 Iteration 11Q: 3 clusters Score -5153386 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31700 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -5153986.000000 Penalty: 5278.403809 Iteration 12Q: 3 clusters Score -5153986 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32865 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -5154537.500000 Penalty: 5278.403809 Iteration 13Q: 3 clusters Score -5154538 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34032 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -5155117.500000 Penalty: 5278.403809 Iteration 14Q: 3 clusters Score -5155118 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35173 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -5155806.500000 Penalty: 5278.403809 Iteration 15Q: 3 clusters Score -5155806 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36267 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -5156520.500000 Penalty: 5278.403809 Iteration 16Q: 3 clusters Score -5156520 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37242 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -5157160.000000 Penalty: 5278.403809 Iteration 17Q: 3 clusters Score -5157160 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38065 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -5157700.000000 Penalty: 5278.403809 Iteration 18Q: 3 clusters Score -5157700 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38735 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -5158154.000000 Penalty: 5278.403809 Iteration 19Q: 3 clusters Score -5158154 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39272 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -5158486.500000 Penalty: 5278.403809 Iteration 20F: 3 clusters Score -5158486 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39699 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -5158767.500000 Penalty: 5278.403809 Iteration 21Q: 3 clusters Score -5158768 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39997 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -5158956.500000 Penalty: 5278.403809 Iteration 22Q: 3 clusters Score -5158956 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40250 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -5159154.000000 Penalty: 5278.403809 Iteration 23Q: 3 clusters Score -5159154 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40439 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -5159269.500000 Penalty: 5278.403809 Iteration 24Q: 3 clusters Score -5159270 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40577 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -5159383.500000 Penalty: 5278.403809 Iteration 25Q: 3 clusters Score -5159384 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40676 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -5159431.000000 Penalty: 5278.403809 Iteration 26Q: 3 clusters Score -5159431 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40748 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -5159483.000000 Penalty: 5278.403809 Iteration 27Q: 3 clusters Score -5159483 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40810 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -5159534.500000 Penalty: 5278.403809 Iteration 28Q: 3 clusters Score -5159534 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40869 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -5159589.000000 Penalty: 5278.403809 Iteration 29Q: 3 clusters Score -5159589 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40916 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -5159603.500000 Penalty: 5278.403809 Iteration 30Q: 3 clusters Score -5159604 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40952 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -5159641.500000 Penalty: 5278.403809 Iteration 31Q: 3 clusters Score -5159642 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40988 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -5159658.000000 Penalty: 5278.403809 Iteration 32Q: 3 clusters Score -5159658 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41017 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -5159675.500000 Penalty: 5278.403809 Iteration 33Q: 3 clusters Score -5159676 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41038 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -5159696.500000 Penalty: 5278.403809 Iteration 34Q: 3 clusters Score -5159696 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41060 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -5159712.000000 Penalty: 5278.403809 Iteration 35Q: 3 clusters Score -5159712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41076 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -5159717.000000 Penalty: 5278.403809 Iteration 36Q: 3 clusters Score -5159717 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41089 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -5159732.500000 Penalty: 5278.403809 Iteration 37Q: 3 clusters Score -5159732 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41097 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -5159731.500000 Penalty: 5278.403809 Iteration 38Q: 3 clusters Score -5159732 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41108 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -5159733.500000 Penalty: 5278.403809 Iteration 39Q: 3 clusters Score -5159734 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41120 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -5159748.500000 Penalty: 5278.403809 Iteration 40F: 3 clusters Score -5159748 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41126 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -5159759.000000 Penalty: 5278.403809 Iteration 41Q: 3 clusters Score -5159759 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41131 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -5159756.000000 Penalty: 5278.403809 Iteration 42Q: 3 clusters Score -5159756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41134 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -5159754.500000 Penalty: 5278.403809 Iteration 43Q: 3 clusters Score -5159754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41135 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -5159755.000000 Penalty: 5278.403809 Iteration 44Q: 3 clusters Score -5159755 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41136 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -5159755.000000 Penalty: 5278.403809 Iteration 45Q: 3 clusters Score -5159755 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41136 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -5159755.000000 Penalty: 5278.403809 Iteration 46F: 3 clusters Score -5159755 nChanged 0 --- Evaluating fit on full set of 1297867 points --- Entering Unmasked Estep Score: -155233296.000000 Penalty: 73309.023438 24->22 Clusters: Score -155233296.000000, best is -156250624.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 432622 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17821 members Mstep: Class 2 contains 18024 members Mstep: Class 3 contains 18042 members Mstep: Class 4 contains 17793 members Mstep: Class 5 contains 18013 members Mstep: Class 6 contains 17921 members Mstep: Class 7 contains 17993 members Mstep: Class 8 contains 18249 members Mstep: Class 9 contains 17865 members Mstep: Class 10 contains 18201 members Mstep: Class 11 contains 17990 members Mstep: Class 12 contains 17933 members Mstep: Class 13 contains 18064 members Mstep: Class 14 contains 18083 members Mstep: Class 15 contains 17996 members Mstep: Class 16 contains 18103 members Mstep: Class 17 contains 17963 members Mstep: Class 18 contains 17919 members Mstep: Class 19 contains 18256 members Mstep: Class 20 contains 18296 members Mstep: Class 21 contains 17899 members Mstep: Class 22 contains 18078 members Mstep: Class 23 contains 18006 members Mstep: Class 24 contains 18114 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 320.598358 but Gain 3218.453125 Score: -48722436.000000 Penalty: 74024.335938 Iteration 0F: 24 clusters Score -4.872244e+07 nChanged 412276 Entering Unmasked Mstep Mstep: Class 0 contains 2113 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 48378 members Mstep: Class 3 contains 10178 members Mstep: Class 4 contains 15395 members Mstep: Class 5 contains 8564 members Mstep: Class 6 contains 6826 members Mstep: Class 7 contains 7741 members Mstep: Class 8 contains 19687 members Mstep: Class 9 contains 19485 members Mstep: Class 10 contains 25474 members Mstep: Class 11 contains 42816 members Mstep: Class 12 contains 41921 members Mstep: Class 13 contains 58771 members Mstep: Class 14 contains 11860 members Mstep: Class 15 contains 12318 members Mstep: Class 16 contains 20224 members Mstep: Class 17 contains 17661 members Mstep: Class 18 contains 3168 members Mstep: Class 19 contains 2924 members Mstep: Class 20 contains 12276 members Mstep: Class 21 contains 10130 members Mstep: Class 22 contains 17220 members Mstep: Class 23 contains 9547 members Entering Unmasked Estep ConsiderDeletion Score: -50645384.000000 Penalty: 74024.335938 Iteration 1F: 24 clusters Score -5.064538e+07 nChanged 182346 Entering Unmasked Mstep Mstep: Class 0 contains 1866 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 57482 members Mstep: Class 3 contains 4451 members Mstep: Class 4 contains 13398 members Mstep: Class 5 contains 4980 members Mstep: Class 6 contains 3030 members Mstep: Class 7 contains 5524 members Mstep: Class 8 contains 17621 members Mstep: Class 9 contains 19332 members Mstep: Class 10 contains 28439 members Mstep: Class 11 contains 62575 members Mstep: Class 12 contains 33062 members Mstep: Class 13 contains 89043 members Mstep: Class 14 contains 7922 members Mstep: Class 15 contains 5461 members Mstep: Class 16 contains 24825 members Mstep: Class 17 contains 9695 members Mstep: Class 18 contains 2932 members Mstep: Class 19 contains 901 members Mstep: Class 20 contains 4702 members Mstep: Class 21 contains 5852 members Mstep: Class 22 contains 14873 members Mstep: Class 23 contains 7695 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 2957.899902 but Gain 3218.445312 Score: -51161880.000000 Penalty: 70805.890625 Iteration 2F: 23 clusters Score -5.116188e+07 nChanged 124626 Entering Unmasked Mstep Mstep: Class 0 contains 741 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 58098 members Mstep: Class 3 contains 3567 members Mstep: Class 4 contains 12341 members Mstep: Class 5 contains 1803 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 3611 members Mstep: Class 8 contains 19908 members Mstep: Class 9 contains 19767 members Mstep: Class 10 contains 30265 members Mstep: Class 11 contains 75841 members Mstep: Class 12 contains 20645 members Mstep: Class 13 contains 101224 members Mstep: Class 14 contains 5909 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 26893 members Mstep: Class 17 contains 7874 members Mstep: Class 18 contains 2342 members Mstep: Class 19 contains 1687 members Mstep: Class 21 contains 4285 members Mstep: Class 22 contains 13398 members Mstep: Class 23 contains 6685 members Entering Unmasked Estep ConsiderDeletion Score: -51461212.000000 Penalty: 70805.890625 Iteration 3F: 23 clusters Score -5.146121e+07 nChanged 88982 Entering Unmasked Mstep Mstep: Class 0 contains 259 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 54957 members Mstep: Class 3 contains 4077 members Mstep: Class 4 contains 11450 members Mstep: Class 5 contains 1080 members Mstep: Class 6 contains 739 members Mstep: Class 7 contains 2529 members Mstep: Class 8 contains 23707 members Mstep: Class 9 contains 21289 members Mstep: Class 10 contains 33893 members Mstep: Class 11 contains 78758 members Mstep: Class 12 contains 13691 members Mstep: Class 13 contains 106608 members Mstep: Class 14 contains 4507 members Mstep: Class 15 contains 3742 members Mstep: Class 16 contains 28533 members Mstep: Class 17 contains 5425 members Mstep: Class 18 contains 1205 members Mstep: Class 19 contains 1711 members Mstep: Class 21 contains 2922 members Mstep: Class 22 contains 13439 members Mstep: Class 23 contains 5990 members Entering Unmasked Estep ConsiderDeletion Score: -51624212.000000 Penalty: 70805.890625 Iteration 4F: 23 clusters Score -5.162421e+07 nChanged 65097 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12880 members Mstep: Class 2 contains 56406 members Mstep: Class 3 contains 4948 members Mstep: Class 4 contains 9396 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 547 members Mstep: Class 7 contains 2049 members Mstep: Class 8 contains 25802 members Mstep: Class 9 contains 22064 members Mstep: Class 10 contains 38209 members Mstep: Class 11 contains 75182 members Mstep: Class 12 contains 10615 members Mstep: Class 13 contains 109129 members Mstep: Class 14 contains 3465 members Mstep: Class 15 contains 3750 members Mstep: Class 16 contains 29388 members Mstep: Class 17 contains 3328 members Mstep: Class 18 contains 738 members Mstep: Class 19 contains 1647 members Mstep: Class 21 contains 2141 members Mstep: Class 22 contains 14288 members Mstep: Class 23 contains 5654 members Entering Unmasked Estep ConsiderDeletion Score: -51701708.000000 Penalty: 70805.890625 Iteration 5F: 23 clusters Score -5.170171e+07 nChanged 49708 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 62287 members Mstep: Class 3 contains 5517 members Mstep: Class 4 contains 7239 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 560 members Mstep: Class 7 contains 1874 members Mstep: Class 8 contains 25946 members Mstep: Class 9 contains 23412 members Mstep: Class 10 contains 42602 members Mstep: Class 11 contains 69247 members Mstep: Class 12 contains 9224 members Mstep: Class 13 contains 104919 members Mstep: Class 14 contains 2741 members Mstep: Class 15 contains 3787 members Mstep: Class 16 contains 31839 members Mstep: Class 17 contains 2751 members Mstep: Class 18 contains 677 members Mstep: Class 19 contains 1586 members Mstep: Class 21 contains 1940 members Mstep: Class 22 contains 15455 members Mstep: Class 23 contains 5364 members Entering Unmasked Estep ConsiderDeletion Score: -51750396.000000 Penalty: 70805.890625 Iteration 6F: 23 clusters Score -5.17504e+07 nChanged 44338 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 70081 members Mstep: Class 3 contains 5973 members Mstep: Class 4 contains 5646 members Mstep: Class 5 contains 1006 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1888 members Mstep: Class 8 contains 25672 members Mstep: Class 9 contains 25412 members Mstep: Class 10 contains 46246 members Mstep: Class 11 contains 61686 members Mstep: Class 12 contains 8492 members Mstep: Class 13 contains 94753 members Mstep: Class 14 contains 2261 members Mstep: Class 15 contains 3809 members Mstep: Class 16 contains 38396 members Mstep: Class 17 contains 2697 members Mstep: Class 18 contains 711 members Mstep: Class 19 contains 1527 members Mstep: Class 21 contains 1975 members Mstep: Class 22 contains 16363 members Mstep: Class 23 contains 5144 members Entering Unmasked Estep ConsiderDeletion Score: -51796088.000000 Penalty: 70805.890625 Iteration 7F: 23 clusters Score -5.179609e+07 nChanged 43970 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 11986 members Mstep: Class 2 contains 78255 members Mstep: Class 3 contains 6351 members Mstep: Class 4 contains 4363 members Mstep: Class 5 contains 1041 members Mstep: Class 6 contains 579 members Mstep: Class 7 contains 1916 members Mstep: Class 8 contains 25382 members Mstep: Class 9 contains 28158 members Mstep: Class 10 contains 48815 members Mstep: Class 11 contains 52954 members Mstep: Class 12 contains 7739 members Mstep: Class 13 contains 80097 members Mstep: Class 14 contains 2052 members Mstep: Class 15 contains 3865 members Mstep: Class 16 contains 49712 members Mstep: Class 17 contains 2741 members Mstep: Class 18 contains 799 members Mstep: Class 19 contains 1421 members Mstep: Class 21 contains 2126 members Mstep: Class 22 contains 17236 members Mstep: Class 23 contains 5003 members Entering Unmasked Estep ConsiderDeletion Score: -51840660.000000 Penalty: 70805.890625 Iteration 8F: 23 clusters Score -5.184066e+07 nChanged 41892 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 85472 members Mstep: Class 3 contains 6657 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 1048 members Mstep: Class 6 contains 576 members Mstep: Class 7 contains 1894 members Mstep: Class 8 contains 25168 members Mstep: Class 9 contains 31675 members Mstep: Class 10 contains 49995 members Mstep: Class 11 contains 44177 members Mstep: Class 12 contains 7096 members Mstep: Class 13 contains 64930 members Mstep: Class 14 contains 1994 members Mstep: Class 15 contains 3961 members Mstep: Class 16 contains 62738 members Mstep: Class 17 contains 2785 members Mstep: Class 18 contains 814 members Mstep: Class 19 contains 1399 members Mstep: Class 21 contains 2336 members Mstep: Class 22 contains 17701 members Mstep: Class 23 contains 4897 members Entering Unmasked Estep ConsiderDeletion Score: -51880128.000000 Penalty: 70805.890625 Iteration 9F: 23 clusters Score -5.188013e+07 nChanged 35712 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 90058 members Mstep: Class 3 contains 6873 members Mstep: Class 4 contains 2527 members Mstep: Class 5 contains 1041 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1841 members Mstep: Class 8 contains 25054 members Mstep: Class 9 contains 35491 members Mstep: Class 10 contains 49803 members Mstep: Class 11 contains 37207 members Mstep: Class 12 contains 6650 members Mstep: Class 13 contains 52949 members Mstep: Class 14 contains 1992 members Mstep: Class 15 contains 4067 members Mstep: Class 16 contains 74368 members Mstep: Class 17 contains 2805 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 2569 members Mstep: Class 22 contains 17750 members Mstep: Class 23 contains 4802 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 3100.761963 but Gain 3218.453125 Score: -51908788.000000 Penalty: 67587.437500 Iteration 10F: 22 clusters Score -5.190879e+07 nChanged 29595 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 92569 members Mstep: Class 3 contains 7056 members Mstep: Class 5 contains 1041 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 25039 members Mstep: Class 9 contains 38570 members Mstep: Class 10 contains 49197 members Mstep: Class 11 contains 32924 members Mstep: Class 12 contains 6347 members Mstep: Class 13 contains 45225 members Mstep: Class 14 contains 2027 members Mstep: Class 15 contains 4431 members Mstep: Class 16 contains 83570 members Mstep: Class 17 contains 2796 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 2779 members Mstep: Class 22 contains 17646 members Mstep: Class 23 contains 4704 members Entering Unmasked Estep ConsiderDeletion Score: -51931764.000000 Penalty: 67587.437500 Iteration 11F: 22 clusters Score -5.193176e+07 nChanged 21589 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11745 members Mstep: Class 2 contains 92508 members Mstep: Class 3 contains 7288 members Mstep: Class 5 contains 1031 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 25028 members Mstep: Class 9 contains 40628 members Mstep: Class 10 contains 47505 members Mstep: Class 11 contains 30750 members Mstep: Class 12 contains 6045 members Mstep: Class 13 contains 40356 members Mstep: Class 14 contains 2079 members Mstep: Class 15 contains 4484 members Mstep: Class 16 contains 90831 members Mstep: Class 17 contains 2760 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 2993 members Mstep: Class 22 contains 17424 members Mstep: Class 23 contains 4611 members Entering Unmasked Estep ConsiderDeletion Score: -51951108.000000 Penalty: 67587.437500 Iteration 12Q: 22 clusters Score -5.195111e+07 nChanged 17627 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 91415 members Mstep: Class 3 contains 7538 members Mstep: Class 5 contains 1017 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 25064 members Mstep: Class 9 contains 42162 members Mstep: Class 10 contains 45358 members Mstep: Class 11 contains 29571 members Mstep: Class 12 contains 5572 members Mstep: Class 13 contains 38241 members Mstep: Class 14 contains 2103 members Mstep: Class 15 contains 4553 members Mstep: Class 16 contains 96829 members Mstep: Class 17 contains 2728 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 3225 members Mstep: Class 22 contains 16791 members Mstep: Class 23 contains 4526 members Entering Unmasked Estep ConsiderDeletion Score: -51969860.000000 Penalty: 67587.437500 Iteration 13Q: 22 clusters Score -5.196986e+07 nChanged 15063 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 89405 members Mstep: Class 3 contains 7780 members Mstep: Class 5 contains 1004 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 25123 members Mstep: Class 9 contains 43334 members Mstep: Class 10 contains 43106 members Mstep: Class 11 contains 29019 members Mstep: Class 12 contains 4916 members Mstep: Class 13 contains 38582 members Mstep: Class 14 contains 2180 members Mstep: Class 15 contains 4622 members Mstep: Class 16 contains 101583 members Mstep: Class 17 contains 2690 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 3492 members Mstep: Class 22 contains 15784 members Mstep: Class 23 contains 4467 members Entering Unmasked Estep ConsiderDeletion Score: -51980776.000000 Penalty: 67587.437500 Iteration 14Q: 22 clusters Score -5.198078e+07 nChanged 12824 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 86847 members Mstep: Class 3 contains 8000 members Mstep: Class 5 contains 1009 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1767 members Mstep: Class 8 contains 25144 members Mstep: Class 9 contains 44320 members Mstep: Class 10 contains 40963 members Mstep: Class 11 contains 28941 members Mstep: Class 12 contains 4423 members Mstep: Class 13 contains 39335 members Mstep: Class 14 contains 2251 members Mstep: Class 15 contains 4690 members Mstep: Class 16 contains 105591 members Mstep: Class 17 contains 2679 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 3680 members Mstep: Class 22 contains 15262 members Mstep: Class 23 contains 4427 members Entering Unmasked Estep ConsiderDeletion Score: -51986088.000000 Penalty: 67587.437500 Iteration 15Q: 22 clusters Score -5.198609e+07 nChanged 10700 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 84099 members Mstep: Class 3 contains 8169 members Mstep: Class 5 contains 1004 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1798 members Mstep: Class 8 contains 25119 members Mstep: Class 9 contains 45149 members Mstep: Class 10 contains 39033 members Mstep: Class 11 contains 29184 members Mstep: Class 12 contains 4113 members Mstep: Class 13 contains 39855 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 4729 members Mstep: Class 16 contains 109228 members Mstep: Class 17 contains 2691 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 3846 members Mstep: Class 22 contains 15056 members Mstep: Class 23 contains 4404 members Entering Unmasked Estep ConsiderDeletion Score: -51989592.000000 Penalty: 67587.437500 Iteration 16Q: 22 clusters Score -5.198959e+07 nChanged 9172 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 81377 members Mstep: Class 3 contains 8301 members Mstep: Class 5 contains 995 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1818 members Mstep: Class 8 contains 25066 members Mstep: Class 9 contains 45883 members Mstep: Class 10 contains 37360 members Mstep: Class 11 contains 29641 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 40263 members Mstep: Class 14 contains 2402 members Mstep: Class 15 contains 4743 members Mstep: Class 16 contains 112501 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 3973 members Mstep: Class 22 contains 14908 members Mstep: Class 23 contains 4399 members Entering Unmasked Estep ConsiderDeletion Score: -51992904.000000 Penalty: 67587.437500 Iteration 17Q: 22 clusters Score -5.19929e+07 nChanged 8309 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 78976 members Mstep: Class 3 contains 8395 members Mstep: Class 5 contains 984 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1829 members Mstep: Class 8 contains 25012 members Mstep: Class 9 contains 46555 members Mstep: Class 10 contains 35797 members Mstep: Class 11 contains 30021 members Mstep: Class 12 contains 3794 members Mstep: Class 13 contains 40580 members Mstep: Class 14 contains 2494 members Mstep: Class 15 contains 4743 members Mstep: Class 16 contains 115514 members Mstep: Class 17 contains 2677 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 14783 members Mstep: Class 23 contains 4391 members Entering Unmasked Estep ConsiderDeletion Score: -51995908.000000 Penalty: 67587.437500 Iteration 18Q: 22 clusters Score -5.199591e+07 nChanged 7716 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 76867 members Mstep: Class 3 contains 8454 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1832 members Mstep: Class 8 contains 24961 members Mstep: Class 9 contains 47130 members Mstep: Class 10 contains 34507 members Mstep: Class 11 contains 30322 members Mstep: Class 12 contains 3680 members Mstep: Class 13 contains 40845 members Mstep: Class 14 contains 2577 members Mstep: Class 15 contains 4746 members Mstep: Class 16 contains 118189 members Mstep: Class 17 contains 2670 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4176 members Mstep: Class 22 contains 14682 members Mstep: Class 23 contains 4389 members Entering Unmasked Estep ConsiderDeletion Score: -51999288.000000 Penalty: 67587.437500 Iteration 19Q: 22 clusters Score -5.199929e+07 nChanged 7469 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 74952 members Mstep: Class 3 contains 8469 members Mstep: Class 5 contains 948 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1835 members Mstep: Class 8 contains 24911 members Mstep: Class 9 contains 47648 members Mstep: Class 10 contains 33394 members Mstep: Class 11 contains 30487 members Mstep: Class 12 contains 3578 members Mstep: Class 13 contains 41057 members Mstep: Class 14 contains 2648 members Mstep: Class 15 contains 4762 members Mstep: Class 16 contains 120718 members Mstep: Class 17 contains 2660 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4254 members Mstep: Class 22 contains 14595 members Mstep: Class 23 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -52003488.000000 Penalty: 67587.437500 Iteration 20F: 22 clusters Score -5.200349e+07 nChanged 7605 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 73252 members Mstep: Class 3 contains 8446 members Mstep: Class 5 contains 930 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1844 members Mstep: Class 8 contains 24870 members Mstep: Class 9 contains 48103 members Mstep: Class 10 contains 32342 members Mstep: Class 11 contains 30611 members Mstep: Class 12 contains 3488 members Mstep: Class 13 contains 41241 members Mstep: Class 14 contains 2723 members Mstep: Class 15 contains 4756 members Mstep: Class 16 contains 123132 members Mstep: Class 17 contains 2672 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4334 members Mstep: Class 22 contains 14514 members Mstep: Class 23 contains 4382 members Entering Unmasked Estep ConsiderDeletion Score: -52008140.000000 Penalty: 67587.437500 Iteration 21Q: 22 clusters Score -5.200814e+07 nChanged 7273 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 71399 members Mstep: Class 3 contains 8348 members Mstep: Class 5 contains 911 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1860 members Mstep: Class 8 contains 24831 members Mstep: Class 9 contains 48527 members Mstep: Class 10 contains 31365 members Mstep: Class 11 contains 31083 members Mstep: Class 12 contains 3368 members Mstep: Class 13 contains 41395 members Mstep: Class 14 contains 2804 members Mstep: Class 15 contains 4757 members Mstep: Class 16 contains 125393 members Mstep: Class 17 contains 2698 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4430 members Mstep: Class 22 contains 14446 members Mstep: Class 23 contains 4378 members Entering Unmasked Estep ConsiderDeletion Score: -52011880.000000 Penalty: 67587.437500 Iteration 22Q: 22 clusters Score -5.201188e+07 nChanged 6269 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 69207 members Mstep: Class 3 contains 8249 members Mstep: Class 5 contains 900 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1875 members Mstep: Class 8 contains 24811 members Mstep: Class 9 contains 48919 members Mstep: Class 10 contains 30584 members Mstep: Class 11 contains 31833 members Mstep: Class 12 contains 3252 members Mstep: Class 13 contains 41527 members Mstep: Class 14 contains 2873 members Mstep: Class 15 contains 4774 members Mstep: Class 16 contains 127514 members Mstep: Class 17 contains 2724 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4505 members Mstep: Class 22 contains 14384 members Mstep: Class 23 contains 4379 members Entering Unmasked Estep ConsiderDeletion Score: -52013640.000000 Penalty: 67587.437500 Iteration 23Q: 22 clusters Score -5.201364e+07 nChanged 5467 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 66698 members Mstep: Class 3 contains 8185 members Mstep: Class 5 contains 896 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1884 members Mstep: Class 8 contains 24796 members Mstep: Class 9 contains 49256 members Mstep: Class 10 contains 29967 members Mstep: Class 11 contains 32797 members Mstep: Class 12 contains 3136 members Mstep: Class 13 contains 41656 members Mstep: Class 14 contains 2914 members Mstep: Class 15 contains 4803 members Mstep: Class 16 contains 129584 members Mstep: Class 17 contains 2768 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4582 members Mstep: Class 22 contains 14306 members Mstep: Class 23 contains 4380 members Entering Unmasked Estep ConsiderDeletion Score: -52015400.000000 Penalty: 67587.437500 Iteration 24Q: 22 clusters Score -5.20154e+07 nChanged 4810 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 64169 members Mstep: Class 3 contains 8135 members Mstep: Class 5 contains 887 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1878 members Mstep: Class 8 contains 24806 members Mstep: Class 9 contains 49578 members Mstep: Class 10 contains 29458 members Mstep: Class 11 contains 33797 members Mstep: Class 12 contains 3013 members Mstep: Class 13 contains 41784 members Mstep: Class 14 contains 2940 members Mstep: Class 15 contains 4819 members Mstep: Class 16 contains 131528 members Mstep: Class 17 contains 2809 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4647 members Mstep: Class 22 contains 14253 members Mstep: Class 23 contains 4381 members Entering Unmasked Estep ConsiderDeletion Score: -52016444.000000 Penalty: 67587.437500 Iteration 25Q: 22 clusters Score -5.201644e+07 nChanged 4274 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 61712 members Mstep: Class 3 contains 8120 members Mstep: Class 5 contains 883 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 24811 members Mstep: Class 9 contains 49892 members Mstep: Class 10 contains 29002 members Mstep: Class 11 contains 34697 members Mstep: Class 12 contains 2910 members Mstep: Class 13 contains 41894 members Mstep: Class 14 contains 2947 members Mstep: Class 15 contains 4837 members Mstep: Class 16 contains 133408 members Mstep: Class 17 contains 2860 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4718 members Mstep: Class 22 contains 14175 members Mstep: Class 23 contains 4383 members Entering Unmasked Estep ConsiderDeletion Score: -52017892.000000 Penalty: 67587.437500 Iteration 26Q: 22 clusters Score -5.201789e+07 nChanged 3712 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 59446 members Mstep: Class 3 contains 8105 members Mstep: Class 5 contains 881 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1868 members Mstep: Class 8 contains 24814 members Mstep: Class 9 contains 50174 members Mstep: Class 10 contains 28605 members Mstep: Class 11 contains 35464 members Mstep: Class 12 contains 2834 members Mstep: Class 13 contains 41981 members Mstep: Class 14 contains 2964 members Mstep: Class 15 contains 4860 members Mstep: Class 16 contains 135141 members Mstep: Class 17 contains 2917 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4794 members Mstep: Class 22 contains 14082 members Mstep: Class 23 contains 4384 members Entering Unmasked Estep ConsiderDeletion Score: -52018532.000000 Penalty: 67587.437500 Iteration 27Q: 22 clusters Score -5.201853e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 57492 members Mstep: Class 3 contains 8088 members Mstep: Class 5 contains 878 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1858 members Mstep: Class 8 contains 24821 members Mstep: Class 9 contains 50442 members Mstep: Class 10 contains 28262 members Mstep: Class 11 contains 36133 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 42050 members Mstep: Class 14 contains 2977 members Mstep: Class 15 contains 4881 members Mstep: Class 16 contains 136610 members Mstep: Class 17 contains 2980 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 14015 members Mstep: Class 23 contains 4385 members Entering Unmasked Estep ConsiderDeletion Score: -52019268.000000 Penalty: 67587.437500 Iteration 28Q: 22 clusters Score -5.201927e+07 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 55701 members Mstep: Class 3 contains 8060 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1862 members Mstep: Class 8 contains 24839 members Mstep: Class 9 contains 50681 members Mstep: Class 10 contains 27973 members Mstep: Class 11 contains 36712 members Mstep: Class 12 contains 2699 members Mstep: Class 13 contains 42124 members Mstep: Class 14 contains 2985 members Mstep: Class 15 contains 4905 members Mstep: Class 16 contains 137955 members Mstep: Class 17 contains 3025 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4921 members Mstep: Class 22 contains 13937 members Mstep: Class 23 contains 4385 members Entering Unmasked Estep ConsiderDeletion Score: -52019632.000000 Penalty: 67587.437500 Iteration 29Q: 22 clusters Score -5.201963e+07 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 54129 members Mstep: Class 3 contains 8044 members Mstep: Class 5 contains 869 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 24859 members Mstep: Class 9 contains 50924 members Mstep: Class 10 contains 27703 members Mstep: Class 11 contains 37189 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 42188 members Mstep: Class 14 contains 3003 members Mstep: Class 15 contains 4919 members Mstep: Class 16 contains 139149 members Mstep: Class 17 contains 3071 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 4988 members Mstep: Class 22 contains 13863 members Mstep: Class 23 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -52020068.000000 Penalty: 67587.437500 Iteration 30Q: 22 clusters Score -5.202007e+07 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 52698 members Mstep: Class 3 contains 8022 members Mstep: Class 5 contains 867 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1856 members Mstep: Class 8 contains 24876 members Mstep: Class 9 contains 51174 members Mstep: Class 10 contains 27431 members Mstep: Class 11 contains 37623 members Mstep: Class 12 contains 2578 members Mstep: Class 13 contains 42250 members Mstep: Class 14 contains 3023 members Mstep: Class 15 contains 4941 members Mstep: Class 16 contains 140209 members Mstep: Class 17 contains 3126 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5048 members Mstep: Class 22 contains 13793 members Mstep: Class 23 contains 4391 members Entering Unmasked Estep ConsiderDeletion Score: -52020408.000000 Penalty: 67587.437500 Iteration 31Q: 22 clusters Score -5.202041e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 51438 members Mstep: Class 3 contains 7998 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1855 members Mstep: Class 8 contains 24893 members Mstep: Class 9 contains 51385 members Mstep: Class 10 contains 27182 members Mstep: Class 11 contains 37968 members Mstep: Class 12 contains 2543 members Mstep: Class 13 contains 42289 members Mstep: Class 14 contains 3039 members Mstep: Class 15 contains 4966 members Mstep: Class 16 contains 141158 members Mstep: Class 17 contains 3181 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5135 members Mstep: Class 22 contains 13713 members Mstep: Class 23 contains 4395 members Entering Unmasked Estep ConsiderDeletion Score: -52020380.000000 Penalty: 67587.437500 Iteration 32Q: 22 clusters Score -5.202038e+07 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 50339 members Mstep: Class 3 contains 7994 members Mstep: Class 5 contains 863 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1860 members Mstep: Class 8 contains 24919 members Mstep: Class 9 contains 51598 members Mstep: Class 10 contains 26930 members Mstep: Class 11 contains 38228 members Mstep: Class 12 contains 2507 members Mstep: Class 13 contains 42316 members Mstep: Class 14 contains 3043 members Mstep: Class 15 contains 4997 members Mstep: Class 16 contains 142010 members Mstep: Class 17 contains 3233 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5230 members Mstep: Class 22 contains 13640 members Mstep: Class 23 contains 4398 members Entering Unmasked Estep ConsiderDeletion Score: -52020628.000000 Penalty: 67587.437500 Iteration 33Q: 22 clusters Score -5.202063e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 49373 members Mstep: Class 3 contains 7985 members Mstep: Class 5 contains 863 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1861 members Mstep: Class 8 contains 24943 members Mstep: Class 9 contains 51793 members Mstep: Class 10 contains 26686 members Mstep: Class 11 contains 38431 members Mstep: Class 12 contains 2480 members Mstep: Class 13 contains 42345 members Mstep: Class 14 contains 3042 members Mstep: Class 15 contains 5020 members Mstep: Class 16 contains 142786 members Mstep: Class 17 contains 3303 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5335 members Mstep: Class 22 contains 13556 members Mstep: Class 23 contains 4399 members Entering Unmasked Estep ConsiderDeletion Score: -52020960.000000 Penalty: 67587.437500 Iteration 34Q: 22 clusters Score -5.202096e+07 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 48523 members Mstep: Class 3 contains 7975 members Mstep: Class 5 contains 863 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1862 members Mstep: Class 8 contains 24956 members Mstep: Class 9 contains 51980 members Mstep: Class 10 contains 26465 members Mstep: Class 11 contains 38609 members Mstep: Class 12 contains 2436 members Mstep: Class 13 contains 42374 members Mstep: Class 14 contains 3057 members Mstep: Class 15 contains 5031 members Mstep: Class 16 contains 143469 members Mstep: Class 17 contains 3391 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5401 members Mstep: Class 22 contains 13501 members Mstep: Class 23 contains 4401 members Entering Unmasked Estep ConsiderDeletion Score: -52021000.000000 Penalty: 67587.437500 Iteration 35Q: 22 clusters Score -5.2021e+07 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 47750 members Mstep: Class 3 contains 7968 members Mstep: Class 5 contains 863 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 52174 members Mstep: Class 10 contains 26241 members Mstep: Class 11 contains 38757 members Mstep: Class 12 contains 2410 members Mstep: Class 13 contains 42388 members Mstep: Class 14 contains 3063 members Mstep: Class 15 contains 5050 members Mstep: Class 16 contains 144071 members Mstep: Class 17 contains 3497 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5464 members Mstep: Class 22 contains 13454 members Mstep: Class 23 contains 4403 members Entering Unmasked Estep ConsiderDeletion Score: -52021196.000000 Penalty: 67587.437500 Iteration 36Q: 22 clusters Score -5.20212e+07 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 47054 members Mstep: Class 3 contains 7960 members Mstep: Class 5 contains 864 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 24972 members Mstep: Class 9 contains 52377 members Mstep: Class 10 contains 26027 members Mstep: Class 11 contains 38868 members Mstep: Class 12 contains 2393 members Mstep: Class 13 contains 42400 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 5070 members Mstep: Class 16 contains 144602 members Mstep: Class 17 contains 3607 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5523 members Mstep: Class 22 contains 13401 members Mstep: Class 23 contains 4409 members Entering Unmasked Estep ConsiderDeletion Score: -52021212.000000 Penalty: 67587.437500 Iteration 37Q: 22 clusters Score -5.202121e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 46419 members Mstep: Class 3 contains 7949 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1861 members Mstep: Class 8 contains 24972 members Mstep: Class 9 contains 52571 members Mstep: Class 10 contains 25816 members Mstep: Class 11 contains 38960 members Mstep: Class 12 contains 2380 members Mstep: Class 13 contains 42396 members Mstep: Class 14 contains 3076 members Mstep: Class 15 contains 5090 members Mstep: Class 16 contains 145077 members Mstep: Class 17 contains 3734 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5596 members Mstep: Class 22 contains 13364 members Mstep: Class 23 contains 4417 members Entering Unmasked Estep ConsiderDeletion Score: -52021400.000000 Penalty: 67587.437500 Iteration 38Q: 22 clusters Score -5.20214e+07 nChanged 1237 Entering ConstructFrom: Score: -52021400.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (5173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Entering Unmasked Estep Score: -580238.437500 Penalty: 2120.699707 Iteration 0F: 2 clusters Score -580238.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -575683.312500 Penalty: 4241.399414 Iteration 0F: 3 clusters Score -575683.3 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -576752.000000 Penalty: 4241.399414 Iteration 1F: 3 clusters Score -576752 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -576996.937500 Penalty: 4241.399414 Iteration 2F: 3 clusters Score -576996.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -577162.375000 Penalty: 4241.399414 Iteration 3F: 3 clusters Score -577162.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -577275.375000 Penalty: 4241.399414 Iteration 4Q: 3 clusters Score -577275.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -577358.375000 Penalty: 4241.399414 Iteration 5Q: 3 clusters Score -577358.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -577418.875000 Penalty: 4241.399414 Iteration 6Q: 3 clusters Score -577418.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -577464.687500 Penalty: 4241.399414 Iteration 7Q: 3 clusters Score -577464.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -577507.625000 Penalty: 4241.399414 Iteration 8Q: 3 clusters Score -577507.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -577547.312500 Penalty: 4241.399414 Iteration 9Q: 3 clusters Score -577547.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -577590.375000 Penalty: 4241.399414 Iteration 10Q: 3 clusters Score -577590.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -577636.875000 Penalty: 4241.399414 Iteration 11Q: 3 clusters Score -577636.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -577682.125000 Penalty: 4241.399414 Iteration 12Q: 3 clusters Score -577682.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -577730.687500 Penalty: 4241.399414 Iteration 13Q: 3 clusters Score -577730.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -577800.312500 Penalty: 4241.399414 Iteration 14Q: 3 clusters Score -577800.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -577875.937500 Penalty: 4241.399414 Iteration 15Q: 3 clusters Score -577875.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -577945.625000 Penalty: 4241.399414 Iteration 16Q: 3 clusters Score -577945.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -578008.937500 Penalty: 4241.399414 Iteration 17Q: 3 clusters Score -578008.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -578071.937500 Penalty: 4241.399414 Iteration 18Q: 3 clusters Score -578071.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -578115.562500 Penalty: 4241.399414 Iteration 19Q: 3 clusters Score -578115.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -578159.250000 Penalty: 4241.399414 Iteration 20F: 3 clusters Score -578159.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -578200.625000 Penalty: 4241.399414 Iteration 21Q: 3 clusters Score -578200.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -578241.062500 Penalty: 4241.399414 Iteration 22Q: 3 clusters Score -578241.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -578288.562500 Penalty: 4241.399414 Iteration 23Q: 3 clusters Score -578288.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -578341.125000 Penalty: 4241.399414 Iteration 24Q: 3 clusters Score -578341.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -578389.875000 Penalty: 4241.399414 Iteration 25Q: 3 clusters Score -578389.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -578424.125000 Penalty: 4241.399414 Iteration 26Q: 3 clusters Score -578424.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -578455.312500 Penalty: 4241.399414 Iteration 27Q: 3 clusters Score -578455.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -578497.250000 Penalty: 4241.399414 Iteration 28Q: 3 clusters Score -578497.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -578524.250000 Penalty: 4241.399414 Iteration 29Q: 3 clusters Score -578524.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -578542.750000 Penalty: 4241.399414 Iteration 30Q: 3 clusters Score -578542.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -578558.125000 Penalty: 4241.399414 Iteration 31Q: 3 clusters Score -578558.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -578575.250000 Penalty: 4241.399414 Iteration 32Q: 3 clusters Score -578575.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -578590.125000 Penalty: 4241.399414 Iteration 33Q: 3 clusters Score -578590.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -578602.500000 Penalty: 4241.399414 Iteration 34Q: 3 clusters Score -578602.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -578609.625000 Penalty: 4241.399414 Iteration 35Q: 3 clusters Score -578609.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -578615.000000 Penalty: 4241.399414 Iteration 36Q: 3 clusters Score -578615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -578618.000000 Penalty: 4241.399414 Iteration 37Q: 3 clusters Score -578618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -578617.312500 Penalty: 4241.399414 Iteration 38Q: 3 clusters Score -578617.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -578619.000000 Penalty: 4241.399414 Iteration 39Q: 3 clusters Score -578619 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -578621.375000 Penalty: 4241.399414 Iteration 40F: 3 clusters Score -578621.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -578625.187500 Penalty: 4241.399414 Iteration 41Q: 3 clusters Score -578625.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -578627.875000 Penalty: 4241.399414 Iteration 42Q: 3 clusters Score -578627.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -578631.000000 Penalty: 4241.399414 Iteration 43Q: 3 clusters Score -578631 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -578634.125000 Penalty: 4241.399414 Iteration 44Q: 3 clusters Score -578634.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -578639.125000 Penalty: 4241.399414 Iteration 45Q: 3 clusters Score -578639.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -578639.625000 Penalty: 4241.399414 Iteration 46Q: 3 clusters Score -578639.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -578641.812500 Penalty: 4241.399414 Iteration 47Q: 3 clusters Score -578641.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -578642.250000 Penalty: 4241.399414 Iteration 48Q: 3 clusters Score -578642.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -578642.437500 Penalty: 4241.399414 Iteration 49Q: 3 clusters Score -578642.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -578644.000000 Penalty: 4241.399414 Iteration 50Q: 3 clusters Score -578644 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -578646.312500 Penalty: 4241.399414 Iteration 51Q: 3 clusters Score -578646.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -578649.500000 Penalty: 4241.399414 Iteration 52Q: 3 clusters Score -578649.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -578650.062500 Penalty: 4241.399414 Iteration 53Q: 3 clusters Score -578650.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -578653.375000 Penalty: 4241.399414 Iteration 54Q: 3 clusters Score -578653.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -578655.250000 Penalty: 4241.399414 Iteration 55Q: 3 clusters Score -578655.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -578654.437500 Penalty: 4241.399414 Iteration 56Q: 3 clusters Score -578654.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -578656.625000 Penalty: 4241.399414 Iteration 57Q: 3 clusters Score -578656.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -578656.500000 Penalty: 4241.399414 Iteration 58Q: 3 clusters Score -578656.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -578657.437500 Penalty: 4241.399414 Iteration 59Q: 3 clusters Score -578657.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -578656.062500 Penalty: 4241.399414 Iteration 60F: 3 clusters Score -578656.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (45849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45849 members Entering Unmasked Estep Score: -5451578.500000 Penalty: 2661.811035 Iteration 0F: 2 clusters Score -5451578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22977 members Mstep: Class 2 contains 22872 members Entering Unmasked Estep Score: -5420494.500000 Penalty: 5323.622070 Iteration 0F: 3 clusters Score -5420494 nChanged 21172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23005 members Mstep: Class 2 contains 22844 members Entering Unmasked Estep Score: -5432533.500000 Penalty: 5323.622070 Iteration 1F: 3 clusters Score -5432534 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 22884 members Entering Unmasked Estep Score: -5433680.000000 Penalty: 5323.622070 Iteration 2F: 3 clusters Score -5433680 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22906 members Mstep: Class 2 contains 22943 members Entering Unmasked Estep Score: -5434997.000000 Penalty: 5323.622070 Iteration 3F: 3 clusters Score -5434997 nChanged 2713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22801 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -5436436.000000 Penalty: 5323.622070 Iteration 4F: 3 clusters Score -5436436 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 23176 members Entering Unmasked Estep Score: -5437714.500000 Penalty: 5323.622070 Iteration 5F: 3 clusters Score -5437714 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22510 members Mstep: Class 2 contains 23339 members Entering Unmasked Estep Score: -5438889.500000 Penalty: 5323.622070 Iteration 6F: 3 clusters Score -5438890 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22291 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -5439969.000000 Penalty: 5323.622070 Iteration 7Q: 3 clusters Score -5439969 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22072 members Mstep: Class 2 contains 23777 members Entering Unmasked Estep Score: -5440799.500000 Penalty: 5323.622070 Iteration 8Q: 3 clusters Score -5440800 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21853 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -5441588.500000 Penalty: 5323.622070 Iteration 9Q: 3 clusters Score -5441588 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21697 members Mstep: Class 2 contains 24152 members Entering Unmasked Estep Score: -5442279.500000 Penalty: 5323.622070 Iteration 10Q: 3 clusters Score -5442280 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21533 members Mstep: Class 2 contains 24316 members Entering Unmasked Estep Score: -5442877.500000 Penalty: 5323.622070 Iteration 11Q: 3 clusters Score -5442878 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21412 members Mstep: Class 2 contains 24437 members Entering Unmasked Estep Score: -5443344.000000 Penalty: 5323.622070 Iteration 12Q: 3 clusters Score -5443344 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21270 members Mstep: Class 2 contains 24579 members Entering Unmasked Estep Score: -5443628.000000 Penalty: 5323.622070 Iteration 13Q: 3 clusters Score -5443628 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21108 members Mstep: Class 2 contains 24741 members Entering Unmasked Estep Score: -5443859.500000 Penalty: 5323.622070 Iteration 14Q: 3 clusters Score -5443860 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20920 members Mstep: Class 2 contains 24929 members Entering Unmasked Estep Score: -5443953.500000 Penalty: 5323.622070 Iteration 15Q: 3 clusters Score -5443954 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20749 members Mstep: Class 2 contains 25100 members Entering Unmasked Estep Score: -5444041.500000 Penalty: 5323.622070 Iteration 16Q: 3 clusters Score -5444042 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20548 members Mstep: Class 2 contains 25301 members Entering Unmasked Estep Score: -5444109.000000 Penalty: 5323.622070 Iteration 17Q: 3 clusters Score -5444109 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20326 members Mstep: Class 2 contains 25523 members Entering Unmasked Estep Score: -5444158.500000 Penalty: 5323.622070 Iteration 18Q: 3 clusters Score -5444158 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20100 members Mstep: Class 2 contains 25749 members Entering Unmasked Estep Score: -5444207.500000 Penalty: 5323.622070 Iteration 19Q: 3 clusters Score -5444208 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 25938 members Entering Unmasked Estep Score: -5444222.000000 Penalty: 5323.622070 Iteration 20F: 3 clusters Score -5444222 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19710 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -5444238.000000 Penalty: 5323.622070 Iteration 21Q: 3 clusters Score -5444238 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19505 members Mstep: Class 2 contains 26344 members Entering Unmasked Estep Score: -5444290.000000 Penalty: 5323.622070 Iteration 22Q: 3 clusters Score -5444290 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19274 members Mstep: Class 2 contains 26575 members Entering Unmasked Estep Score: -5444331.500000 Penalty: 5323.622070 Iteration 23Q: 3 clusters Score -5444332 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 26837 members Entering Unmasked Estep Score: -5444364.500000 Penalty: 5323.622070 Iteration 24Q: 3 clusters Score -5444364 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18743 members Mstep: Class 2 contains 27106 members Entering Unmasked Estep Score: -5444419.500000 Penalty: 5323.622070 Iteration 25Q: 3 clusters Score -5444420 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18450 members Mstep: Class 2 contains 27399 members Entering Unmasked Estep Score: -5444462.500000 Penalty: 5323.622070 Iteration 26Q: 3 clusters Score -5444462 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18122 members Mstep: Class 2 contains 27727 members Entering Unmasked Estep Score: -5444514.500000 Penalty: 5323.622070 Iteration 27Q: 3 clusters Score -5444514 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17796 members Mstep: Class 2 contains 28053 members Entering Unmasked Estep Score: -5444578.500000 Penalty: 5323.622070 Iteration 28Q: 3 clusters Score -5444578 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 28385 members Entering Unmasked Estep Score: -5444627.500000 Penalty: 5323.622070 Iteration 29Q: 3 clusters Score -5444628 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17108 members Mstep: Class 2 contains 28741 members Entering Unmasked Estep Score: -5444749.000000 Penalty: 5323.622070 Iteration 30Q: 3 clusters Score -5444749 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16675 members Mstep: Class 2 contains 29174 members Entering Unmasked Estep Score: -5444873.000000 Penalty: 5323.622070 Iteration 31Q: 3 clusters Score -5444873 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16168 members Mstep: Class 2 contains 29681 members Entering Unmasked Estep Score: -5444983.000000 Penalty: 5323.622070 Iteration 32Q: 3 clusters Score -5444983 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 30241 members Entering Unmasked Estep Score: -5445136.500000 Penalty: 5323.622070 Iteration 33Q: 3 clusters Score -5445136 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15007 members Mstep: Class 2 contains 30842 members Entering Unmasked Estep Score: -5445328.000000 Penalty: 5323.622070 Iteration 34Q: 3 clusters Score -5445328 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 31499 members Entering Unmasked Estep Score: -5445537.500000 Penalty: 5323.622070 Iteration 35Q: 3 clusters Score -5445538 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13660 members Mstep: Class 2 contains 32189 members Entering Unmasked Estep Score: -5445780.500000 Penalty: 5323.622070 Iteration 36Q: 3 clusters Score -5445780 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 32823 members Entering Unmasked Estep Score: -5446033.500000 Penalty: 5323.622070 Iteration 37Q: 3 clusters Score -5446034 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 33453 members Entering Unmasked Estep Score: -5446223.000000 Penalty: 5323.622070 Iteration 38Q: 3 clusters Score -5446223 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 34037 members Entering Unmasked Estep Score: -5446425.500000 Penalty: 5323.622070 Iteration 39Q: 3 clusters Score -5446426 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 34614 members Entering Unmasked Estep Score: -5446624.500000 Penalty: 5323.622070 Iteration 40F: 3 clusters Score -5446624 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 35219 members Entering Unmasked Estep Score: -5446834.000000 Penalty: 5323.622070 Iteration 41Q: 3 clusters Score -5446834 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 35793 members Entering Unmasked Estep Score: -5447021.500000 Penalty: 5323.622070 Iteration 42Q: 3 clusters Score -5447022 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 36355 members Entering Unmasked Estep Score: -5447198.500000 Penalty: 5323.622070 Iteration 43Q: 3 clusters Score -5447198 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 36864 members Entering Unmasked Estep Score: -5447333.000000 Penalty: 5323.622070 Iteration 44Q: 3 clusters Score -5447333 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 37343 members Entering Unmasked Estep Score: -5447454.500000 Penalty: 5323.622070 Iteration 45Q: 3 clusters Score -5447454 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 37790 members Entering Unmasked Estep Score: -5447600.000000 Penalty: 5323.622070 Iteration 46Q: 3 clusters Score -5447600 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 38236 members Entering Unmasked Estep Score: -5447719.000000 Penalty: 5323.622070 Iteration 47Q: 3 clusters Score -5447719 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 38652 members Entering Unmasked Estep Score: -5447827.500000 Penalty: 5323.622070 Iteration 48Q: 3 clusters Score -5447828 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 39077 members Entering Unmasked Estep Score: -5447996.000000 Penalty: 5323.622070 Iteration 49Q: 3 clusters Score -5447996 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 39479 members Entering Unmasked Estep Score: -5448113.500000 Penalty: 5323.622070 Iteration 50Q: 3 clusters Score -5448114 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 39837 members Entering Unmasked Estep Score: -5448215.500000 Penalty: 5323.622070 Iteration 51Q: 3 clusters Score -5448216 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 40158 members Entering Unmasked Estep Score: -5448315.500000 Penalty: 5323.622070 Iteration 52Q: 3 clusters Score -5448316 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 40455 members Entering Unmasked Estep Score: -5448388.000000 Penalty: 5323.622070 Iteration 53Q: 3 clusters Score -5448388 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 40734 members Entering Unmasked Estep Score: -5448467.500000 Penalty: 5323.622070 Iteration 54Q: 3 clusters Score -5448468 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 41017 members Entering Unmasked Estep Score: -5448552.500000 Penalty: 5323.622070 Iteration 55Q: 3 clusters Score -5448552 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 41292 members Entering Unmasked Estep Score: -5448634.500000 Penalty: 5323.622070 Iteration 56Q: 3 clusters Score -5448634 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 41553 members Entering Unmasked Estep Score: -5448727.500000 Penalty: 5323.622070 Iteration 57Q: 3 clusters Score -5448728 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 41789 members Entering Unmasked Estep Score: -5448805.000000 Penalty: 5323.622070 Iteration 58Q: 3 clusters Score -5448805 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 42017 members Entering Unmasked Estep Score: -5448892.500000 Penalty: 5323.622070 Iteration 59Q: 3 clusters Score -5448892 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 42236 members Entering Unmasked Estep Score: -5448963.000000 Penalty: 5323.622070 Iteration 60F: 3 clusters Score -5448963 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 42446 members Entering Unmasked Estep Score: -5449029.500000 Penalty: 5323.622070 Iteration 61Q: 3 clusters Score -5449030 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 42600 members Entering Unmasked Estep Score: -5449090.000000 Penalty: 5323.622070 Iteration 62Q: 3 clusters Score -5449090 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 42731 members Entering Unmasked Estep Score: -5449134.000000 Penalty: 5323.622070 Iteration 63Q: 3 clusters Score -5449134 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 42855 members Entering Unmasked Estep Score: -5449168.000000 Penalty: 5323.622070 Iteration 64Q: 3 clusters Score -5449168 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 42960 members Entering Unmasked Estep Score: -5449189.500000 Penalty: 5323.622070 Iteration 65Q: 3 clusters Score -5449190 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 43070 members Entering Unmasked Estep Score: -5449239.500000 Penalty: 5323.622070 Iteration 66Q: 3 clusters Score -5449240 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 43167 members Entering Unmasked Estep Score: -5449228.500000 Penalty: 5323.622070 Iteration 67Q: 3 clusters Score -5449228 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 43257 members Entering Unmasked Estep Score: -5449257.500000 Penalty: 5323.622070 Iteration 68Q: 3 clusters Score -5449258 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 43338 members Entering Unmasked Estep Score: -5449322.000000 Penalty: 5323.622070 Iteration 69Q: 3 clusters Score -5449322 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 43421 members Entering Unmasked Estep Score: -5449328.000000 Penalty: 5323.622070 Iteration 70Q: 3 clusters Score -5449328 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 43497 members Entering Unmasked Estep Score: -5449349.500000 Penalty: 5323.622070 Iteration 71Q: 3 clusters Score -5449350 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 43571 members Entering Unmasked Estep Score: -5449380.500000 Penalty: 5323.622070 Iteration 72Q: 3 clusters Score -5449380 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 43644 members Entering Unmasked Estep Score: -5449409.000000 Penalty: 5323.622070 Iteration 73Q: 3 clusters Score -5449409 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 43715 members Entering Unmasked Estep Score: -5449413.500000 Penalty: 5323.622070 Iteration 74Q: 3 clusters Score -5449414 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 43784 members Entering Unmasked Estep Score: -5449447.500000 Penalty: 5323.622070 Iteration 75Q: 3 clusters Score -5449448 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 43840 members Entering Unmasked Estep Score: -5449461.000000 Penalty: 5323.622070 Iteration 76Q: 3 clusters Score -5449461 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 43888 members Entering Unmasked Estep Score: -5449483.000000 Penalty: 5323.622070 Iteration 77Q: 3 clusters Score -5449483 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 43932 members Entering Unmasked Estep Score: -5449478.500000 Penalty: 5323.622070 Iteration 78Q: 3 clusters Score -5449478 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 43965 members Entering Unmasked Estep Score: -5449495.000000 Penalty: 5323.622070 Iteration 79Q: 3 clusters Score -5449495 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 43995 members Entering Unmasked Estep Score: -5449501.500000 Penalty: 5323.622070 Iteration 80F: 3 clusters Score -5449502 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 44019 members Entering Unmasked Estep Score: -5449509.500000 Penalty: 5323.622070 Iteration 81Q: 3 clusters Score -5449510 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 44046 members Entering Unmasked Estep Score: -5449518.500000 Penalty: 5323.622070 Iteration 82Q: 3 clusters Score -5449518 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 44071 members Entering Unmasked Estep Score: -5449519.000000 Penalty: 5323.622070 Iteration 83Q: 3 clusters Score -5449519 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 44085 members Entering Unmasked Estep Score: -5449517.000000 Penalty: 5323.622070 Iteration 84Q: 3 clusters Score -5449517 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 44108 members Entering Unmasked Estep Score: -5449531.000000 Penalty: 5323.622070 Iteration 85Q: 3 clusters Score -5449531 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 44127 members Entering Unmasked Estep Score: -5449532.500000 Penalty: 5323.622070 Iteration 86Q: 3 clusters Score -5449532 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 44148 members Entering Unmasked Estep Score: -5449542.000000 Penalty: 5323.622070 Iteration 87Q: 3 clusters Score -5449542 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 44166 members Entering Unmasked Estep Score: -5449542.000000 Penalty: 5323.622070 Iteration 88Q: 3 clusters Score -5449542 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 44186 members Entering Unmasked Estep Score: -5449549.000000 Penalty: 5323.622070 Iteration 89Q: 3 clusters Score -5449549 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 44206 members Entering Unmasked Estep Score: -5449565.500000 Penalty: 5323.622070 Iteration 90Q: 3 clusters Score -5449566 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 44225 members Entering Unmasked Estep Score: -5449570.000000 Penalty: 5323.622070 Iteration 91Q: 3 clusters Score -5449570 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 44247 members Entering Unmasked Estep Score: -5449566.500000 Penalty: 5323.622070 Iteration 92Q: 3 clusters Score -5449566 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 44263 members Entering Unmasked Estep Score: -5449576.000000 Penalty: 5323.622070 Iteration 93Q: 3 clusters Score -5449576 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 44284 members Entering Unmasked Estep Score: -5449590.500000 Penalty: 5323.622070 Iteration 94Q: 3 clusters Score -5449590 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 44300 members Entering Unmasked Estep Score: -5449584.000000 Penalty: 5323.622070 Iteration 95Q: 3 clusters Score -5449584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 44306 members Entering Unmasked Estep Score: -5449594.500000 Penalty: 5323.622070 Iteration 96Q: 3 clusters Score -5449594 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 44314 members Entering Unmasked Estep Score: -5449594.500000 Penalty: 5323.622070 Iteration 97Q: 3 clusters Score -5449594 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 44322 members Entering Unmasked Estep Score: -5449602.000000 Penalty: 5323.622070 Iteration 98Q: 3 clusters Score -5449602 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 44333 members Entering Unmasked Estep Score: -5449605.500000 Penalty: 5323.622070 Iteration 99Q: 3 clusters Score -5449606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 44341 members Entering Unmasked Estep Score: -5449601.000000 Penalty: 5323.622070 Iteration 100F: 3 clusters Score -5449601 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 44355 members Entering Unmasked Estep Score: -5449600.500000 Penalty: 5323.622070 Iteration 101Q: 3 clusters Score -5449600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -5449596.500000 Penalty: 5323.622070 Iteration 102Q: 3 clusters Score -5449596 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 44371 members Entering Unmasked Estep Score: -5449599.500000 Penalty: 5323.622070 Iteration 103Q: 3 clusters Score -5449600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 44378 members Entering Unmasked Estep Score: -5449602.000000 Penalty: 5323.622070 Iteration 104Q: 3 clusters Score -5449602 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 44386 members Entering Unmasked Estep Score: -5449605.500000 Penalty: 5323.622070 Iteration 105Q: 3 clusters Score -5449606 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 44395 members Entering Unmasked Estep Score: -5449614.000000 Penalty: 5323.622070 Iteration 106Q: 3 clusters Score -5449614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 44401 members Entering Unmasked Estep Score: -5449614.000000 Penalty: 5323.622070 Iteration 107Q: 3 clusters Score -5449614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 44406 members Entering Unmasked Estep Score: -5449614.500000 Penalty: 5323.622070 Iteration 108Q: 3 clusters Score -5449614 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 44413 members Entering Unmasked Estep Score: -5449615.000000 Penalty: 5323.622070 Iteration 109Q: 3 clusters Score -5449615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 44415 members Entering Unmasked Estep Score: -5449616.500000 Penalty: 5323.622070 Iteration 110Q: 3 clusters Score -5449616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 44415 members Entering Unmasked Estep Score: -5449616.500000 Penalty: 5323.622070 Iteration 111F: 3 clusters Score -5449616 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Entering Unmasked Estep Score: -975945.562500 Penalty: 2227.176270 Iteration 0F: 2 clusters Score -975945.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -969525.625000 Penalty: 4454.352539 Iteration 0F: 3 clusters Score -969525.6 nChanged 3232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -971275.812500 Penalty: 4454.352539 Iteration 1F: 3 clusters Score -971275.8 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -971549.375000 Penalty: 4454.352539 Iteration 2F: 3 clusters Score -971549.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -971718.312500 Penalty: 4454.352539 Iteration 3F: 3 clusters Score -971718.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -971837.437500 Penalty: 4454.352539 Iteration 4Q: 3 clusters Score -971837.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -971937.750000 Penalty: 4454.352539 Iteration 5Q: 3 clusters Score -971937.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -972029.312500 Penalty: 4454.352539 Iteration 6Q: 3 clusters Score -972029.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -972114.500000 Penalty: 4454.352539 Iteration 7Q: 3 clusters Score -972114.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -972190.500000 Penalty: 4454.352539 Iteration 8Q: 3 clusters Score -972190.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -972262.812500 Penalty: 4454.352539 Iteration 9Q: 3 clusters Score -972262.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -972332.687500 Penalty: 4454.352539 Iteration 10Q: 3 clusters Score -972332.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -972405.812500 Penalty: 4454.352539 Iteration 11Q: 3 clusters Score -972405.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -972479.750000 Penalty: 4454.352539 Iteration 12Q: 3 clusters Score -972479.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -972558.125000 Penalty: 4454.352539 Iteration 13Q: 3 clusters Score -972558.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -972651.625000 Penalty: 4454.352539 Iteration 14Q: 3 clusters Score -972651.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -972752.625000 Penalty: 4454.352539 Iteration 15Q: 3 clusters Score -972752.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -972861.250000 Penalty: 4454.352539 Iteration 16Q: 3 clusters Score -972861.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -972995.812500 Penalty: 4454.352539 Iteration 17Q: 3 clusters Score -972995.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -973157.250000 Penalty: 4454.352539 Iteration 18Q: 3 clusters Score -973157.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -973313.125000 Penalty: 4454.352539 Iteration 19Q: 3 clusters Score -973313.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -973440.187500 Penalty: 4454.352539 Iteration 20F: 3 clusters Score -973440.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -973546.687500 Penalty: 4454.352539 Iteration 21Q: 3 clusters Score -973546.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -973632.187500 Penalty: 4454.352539 Iteration 22Q: 3 clusters Score -973632.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -973688.125000 Penalty: 4454.352539 Iteration 23Q: 3 clusters Score -973688.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -973732.625000 Penalty: 4454.352539 Iteration 24Q: 3 clusters Score -973732.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -973774.937500 Penalty: 4454.352539 Iteration 25Q: 3 clusters Score -973774.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -973817.500000 Penalty: 4454.352539 Iteration 26Q: 3 clusters Score -973817.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -973845.312500 Penalty: 4454.352539 Iteration 27Q: 3 clusters Score -973845.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -973866.937500 Penalty: 4454.352539 Iteration 28Q: 3 clusters Score -973866.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -973884.687500 Penalty: 4454.352539 Iteration 29Q: 3 clusters Score -973884.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -973909.000000 Penalty: 4454.352539 Iteration 30Q: 3 clusters Score -973909 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -973919.875000 Penalty: 4454.352539 Iteration 31Q: 3 clusters Score -973919.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -973934.875000 Penalty: 4454.352539 Iteration 32Q: 3 clusters Score -973934.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -973948.500000 Penalty: 4454.352539 Iteration 33Q: 3 clusters Score -973948.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -973960.187500 Penalty: 4454.352539 Iteration 34Q: 3 clusters Score -973960.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -973967.125000 Penalty: 4454.352539 Iteration 35Q: 3 clusters Score -973967.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -973977.687500 Penalty: 4454.352539 Iteration 36Q: 3 clusters Score -973977.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -973984.500000 Penalty: 4454.352539 Iteration 37Q: 3 clusters Score -973984.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -973989.500000 Penalty: 4454.352539 Iteration 38Q: 3 clusters Score -973989.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -974000.000000 Penalty: 4454.352539 Iteration 39Q: 3 clusters Score -974000 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -974006.187500 Penalty: 4454.352539 Iteration 40F: 3 clusters Score -974006.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -974014.500000 Penalty: 4454.352539 Iteration 41Q: 3 clusters Score -974014.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -974020.875000 Penalty: 4454.352539 Iteration 42Q: 3 clusters Score -974020.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -974030.312500 Penalty: 4454.352539 Iteration 43Q: 3 clusters Score -974030.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -974035.312500 Penalty: 4454.352539 Iteration 44Q: 3 clusters Score -974035.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -974042.187500 Penalty: 4454.352539 Iteration 45Q: 3 clusters Score -974042.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -974048.312500 Penalty: 4454.352539 Iteration 46Q: 3 clusters Score -974048.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -974050.312500 Penalty: 4454.352539 Iteration 47Q: 3 clusters Score -974050.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -974056.937500 Penalty: 4454.352539 Iteration 48Q: 3 clusters Score -974056.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -974061.312500 Penalty: 4454.352539 Iteration 49Q: 3 clusters Score -974061.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -974063.687500 Penalty: 4454.352539 Iteration 50Q: 3 clusters Score -974063.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -974064.375000 Penalty: 4454.352539 Iteration 51Q: 3 clusters Score -974064.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -974066.312500 Penalty: 4454.352539 Iteration 52Q: 3 clusters Score -974066.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -974067.500000 Penalty: 4454.352539 Iteration 53Q: 3 clusters Score -974067.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -974067.812500 Penalty: 4454.352539 Iteration 54Q: 3 clusters Score -974067.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -974067.000000 Penalty: 4454.352539 Iteration 55Q: 3 clusters Score -974067 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -974074.312500 Penalty: 4454.352539 Iteration 56Q: 3 clusters Score -974074.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -974072.375000 Penalty: 4454.352539 Iteration 57Q: 3 clusters Score -974072.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -974075.312500 Penalty: 4454.352539 Iteration 58Q: 3 clusters Score -974075.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -974077.125000 Penalty: 4454.352539 Iteration 59Q: 3 clusters Score -974077.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -974075.000000 Penalty: 4454.352539 Iteration 60F: 3 clusters Score -974075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -974076.437500 Penalty: 4454.352539 Iteration 61Q: 3 clusters Score -974076.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -974078.187500 Penalty: 4454.352539 Iteration 62Q: 3 clusters Score -974078.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -974078.187500 Penalty: 4454.352539 Iteration 63F: 3 clusters Score -974078.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Entering Unmasked Estep Score: -93764.437500 Penalty: 1677.443481 Iteration 0F: 2 clusters Score -93764.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -92036.554688 Penalty: 3354.886963 Iteration 0F: 3 clusters Score -92036.55 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -92568.523438 Penalty: 3354.886963 Iteration 1F: 3 clusters Score -92568.52 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -92885.726562 Penalty: 3354.886963 Iteration 2F: 3 clusters Score -92885.73 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -93114.929688 Penalty: 3354.886963 Iteration 3F: 3 clusters Score -93114.93 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -93306.000000 Penalty: 3354.886963 Iteration 4Q: 3 clusters Score -93306 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -93507.703125 Penalty: 3354.886963 Iteration 5Q: 3 clusters Score -93507.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -93624.070312 Penalty: 3354.886963 Iteration 6Q: 3 clusters Score -93624.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -93718.273438 Penalty: 3354.886963 Iteration 7Q: 3 clusters Score -93718.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -93785.976562 Penalty: 3354.886963 Iteration 8Q: 3 clusters Score -93785.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -93824.867188 Penalty: 3354.886963 Iteration 9Q: 3 clusters Score -93824.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -93865.375000 Penalty: 3354.886963 Iteration 10Q: 3 clusters Score -93865.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -93889.304688 Penalty: 3354.886963 Iteration 11Q: 3 clusters Score -93889.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -93927.640625 Penalty: 3354.886963 Iteration 12Q: 3 clusters Score -93927.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -93951.281250 Penalty: 3354.886963 Iteration 13Q: 3 clusters Score -93951.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93963.375000 Penalty: 3354.886963 Iteration 14Q: 3 clusters Score -93963.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -93969.265625 Penalty: 3354.886963 Iteration 15Q: 3 clusters Score -93969.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -93978.070312 Penalty: 3354.886963 Iteration 16Q: 3 clusters Score -93978.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -93987.070312 Penalty: 3354.886963 Iteration 17Q: 3 clusters Score -93987.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -93994.210938 Penalty: 3354.886963 Iteration 18Q: 3 clusters Score -93994.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -94003.820312 Penalty: 3354.886963 Iteration 19Q: 3 clusters Score -94003.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -94010.507812 Penalty: 3354.886963 Iteration 20F: 3 clusters Score -94010.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -94017.632812 Penalty: 3354.886963 Iteration 21Q: 3 clusters Score -94017.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -94022.320312 Penalty: 3354.886963 Iteration 22Q: 3 clusters Score -94022.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -94026.304688 Penalty: 3354.886963 Iteration 23Q: 3 clusters Score -94026.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -94030.250000 Penalty: 3354.886963 Iteration 24Q: 3 clusters Score -94030.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -94032.976562 Penalty: 3354.886963 Iteration 25Q: 3 clusters Score -94032.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -94033.914062 Penalty: 3354.886963 Iteration 26Q: 3 clusters Score -94033.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -94033.914062 Penalty: 3354.886963 Iteration 27F: 3 clusters Score -94033.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 45849 members Mstep: Class 3 contains 7947 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 372 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 52751 members Mstep: Class 10 contains 25611 members Mstep: Class 11 contains 39015 members Mstep: Class 12 contains 2365 members Mstep: Class 13 contains 42393 members Mstep: Class 14 contains 3086 members Mstep: Class 15 contains 5107 members Mstep: Class 16 contains 145525 members Mstep: Class 17 contains 3871 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5655 members Mstep: Class 22 contains 13338 members Mstep: Class 23 contains 4424 members Entering Unmasked Estep Score: -52020160.000000 Penalty: 70805.890625 Splitting cluster 5 changes total score from -52021400.000000 to -52020160.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Entering Unmasked Estep Score: -60305.437500 Penalty: 1575.452026 Iteration 0F: 2 clusters Score -60305.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -58742.464844 Penalty: 3150.904053 Iteration 0F: 3 clusters Score -58742.46 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -59001.019531 Penalty: 3150.904053 Iteration 1F: 3 clusters Score -59001.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -59133.988281 Penalty: 3150.904053 Iteration 2F: 3 clusters Score -59133.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -59274.511719 Penalty: 3150.904053 Iteration 3Q: 3 clusters Score -59274.51 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -59344.589844 Penalty: 3150.904053 Iteration 4Q: 3 clusters Score -59344.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -59405.027344 Penalty: 3150.904053 Iteration 5Q: 3 clusters Score -59405.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59481.246094 Penalty: 3150.904053 Iteration 6Q: 3 clusters Score -59481.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59613.632812 Penalty: 3150.904053 Iteration 7Q: 3 clusters Score -59613.63 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59980.578125 Penalty: 3150.904053 Iteration 8Q: 3 clusters Score -59980.58 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60204.066406 Penalty: 3150.904053 Iteration 9Q: 3 clusters Score -60204.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -60268.542969 Penalty: 3150.904053 Iteration 10Q: 3 clusters Score -60268.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -60330.898438 Penalty: 3150.904053 Iteration 11Q: 3 clusters Score -60330.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -60377.785156 Penalty: 3150.904053 Iteration 12Q: 3 clusters Score -60377.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -60390.386719 Penalty: 3150.904053 Iteration 13Q: 3 clusters Score -60390.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -60397.117188 Penalty: 3150.904053 Iteration 14Q: 3 clusters Score -60397.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -60397.117188 Penalty: 3150.904053 Iteration 15F: 3 clusters Score -60397.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 45849 members Mstep: Class 3 contains 7947 members Mstep: Class 4 contains 344 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 230 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 52751 members Mstep: Class 10 contains 25611 members Mstep: Class 11 contains 39015 members Mstep: Class 12 contains 2365 members Mstep: Class 13 contains 42393 members Mstep: Class 14 contains 3086 members Mstep: Class 15 contains 5107 members Mstep: Class 16 contains 145525 members Mstep: Class 17 contains 3871 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5655 members Mstep: Class 22 contains 13338 members Mstep: Class 23 contains 4424 members Entering Unmasked Estep Score: -52019848.000000 Penalty: 70805.890625 Splitting cluster 6 changes total score from -52021400.000000 to -52019848.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Entering Unmasked Estep Score: -225478.343750 Penalty: 1866.625977 Iteration 0F: 2 clusters Score -225478.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -222952.000000 Penalty: 3733.251953 Iteration 0F: 3 clusters Score -222952 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -223366.953125 Penalty: 3733.251953 Iteration 1F: 3 clusters Score -223367 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -223458.390625 Penalty: 3733.251953 Iteration 2F: 3 clusters Score -223458.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -223516.234375 Penalty: 3733.251953 Iteration 3Q: 3 clusters Score -223516.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -223556.093750 Penalty: 3733.251953 Iteration 4Q: 3 clusters Score -223556.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -223584.906250 Penalty: 3733.251953 Iteration 5Q: 3 clusters Score -223584.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -223606.937500 Penalty: 3733.251953 Iteration 6Q: 3 clusters Score -223606.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -223618.671875 Penalty: 3733.251953 Iteration 7Q: 3 clusters Score -223618.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -223628.953125 Penalty: 3733.251953 Iteration 8Q: 3 clusters Score -223629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -223639.359375 Penalty: 3733.251953 Iteration 9Q: 3 clusters Score -223639.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -223649.937500 Penalty: 3733.251953 Iteration 10Q: 3 clusters Score -223649.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -223655.187500 Penalty: 3733.251953 Iteration 11Q: 3 clusters Score -223655.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -223658.593750 Penalty: 3733.251953 Iteration 12Q: 3 clusters Score -223658.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -223662.265625 Penalty: 3733.251953 Iteration 13Q: 3 clusters Score -223662.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -223662.265625 Penalty: 3733.251953 Iteration 14F: 3 clusters Score -223662.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24970 members Entering Unmasked Estep Score: -3023487.250000 Penalty: 2511.106689 Iteration 0F: 2 clusters Score -3023487 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -3006279.750000 Penalty: 5022.213379 Iteration 0F: 3 clusters Score -3006280 nChanged 11017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 12762 members Entering Unmasked Estep Score: -3012401.250000 Penalty: 5022.213379 Iteration 1F: 3 clusters Score -3012401 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12234 members Mstep: Class 2 contains 12736 members Entering Unmasked Estep Score: -3013364.750000 Penalty: 5022.213379 Iteration 2F: 3 clusters Score -3013365 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -3014466.500000 Penalty: 5022.213379 Iteration 3F: 3 clusters Score -3014466 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12869 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -3015513.250000 Penalty: 5022.213379 Iteration 4F: 3 clusters Score -3015513 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -3016493.250000 Penalty: 5022.213379 Iteration 5F: 3 clusters Score -3016493 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -3017351.000000 Penalty: 5022.213379 Iteration 6F: 3 clusters Score -3017351 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -3018157.250000 Penalty: 5022.213379 Iteration 7F: 3 clusters Score -3018157 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -3018896.750000 Penalty: 5022.213379 Iteration 8F: 3 clusters Score -3018897 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17711 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -3019702.250000 Penalty: 5022.213379 Iteration 9Q: 3 clusters Score -3019702 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18800 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -3020457.750000 Penalty: 5022.213379 Iteration 10Q: 3 clusters Score -3020458 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19771 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -3021120.750000 Penalty: 5022.213379 Iteration 11Q: 3 clusters Score -3021121 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20561 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -3021700.500000 Penalty: 5022.213379 Iteration 12Q: 3 clusters Score -3021700 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -3022150.500000 Penalty: 5022.213379 Iteration 13Q: 3 clusters Score -3022150 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21674 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -3022448.750000 Penalty: 5022.213379 Iteration 14Q: 3 clusters Score -3022449 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22037 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -3022636.250000 Penalty: 5022.213379 Iteration 15Q: 3 clusters Score -3022636 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22343 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -3022767.500000 Penalty: 5022.213379 Iteration 16Q: 3 clusters Score -3022768 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22588 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -3022865.750000 Penalty: 5022.213379 Iteration 17Q: 3 clusters Score -3022866 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22763 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -3022936.000000 Penalty: 5022.213379 Iteration 18Q: 3 clusters Score -3022936 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22881 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -3022974.250000 Penalty: 5022.213379 Iteration 19Q: 3 clusters Score -3022974 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22974 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -3023005.000000 Penalty: 5022.213379 Iteration 20F: 3 clusters Score -3023005 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23049 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -3023028.250000 Penalty: 5022.213379 Iteration 21Q: 3 clusters Score -3023028 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23092 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -3023028.250000 Penalty: 5022.213379 Iteration 22Q: 3 clusters Score -3023028 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23125 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -3023030.000000 Penalty: 5022.213379 Iteration 23Q: 3 clusters Score -3023030 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23148 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -3023039.750000 Penalty: 5022.213379 Iteration 24Q: 3 clusters Score -3023040 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23171 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -3023049.750000 Penalty: 5022.213379 Iteration 25Q: 3 clusters Score -3023050 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23191 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -3023059.500000 Penalty: 5022.213379 Iteration 26Q: 3 clusters Score -3023060 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23213 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -3023065.750000 Penalty: 5022.213379 Iteration 27Q: 3 clusters Score -3023066 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23240 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -3023071.000000 Penalty: 5022.213379 Iteration 28Q: 3 clusters Score -3023071 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23260 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -3023077.500000 Penalty: 5022.213379 Iteration 29Q: 3 clusters Score -3023078 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23279 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -3023081.500000 Penalty: 5022.213379 Iteration 30Q: 3 clusters Score -3023082 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23294 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -3023083.250000 Penalty: 5022.213379 Iteration 31Q: 3 clusters Score -3023083 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23307 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -3023080.500000 Penalty: 5022.213379 Iteration 32Q: 3 clusters Score -3023080 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23319 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -3023081.500000 Penalty: 5022.213379 Iteration 33Q: 3 clusters Score -3023082 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -3023087.750000 Penalty: 5022.213379 Iteration 34Q: 3 clusters Score -3023088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23345 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -3023090.000000 Penalty: 5022.213379 Iteration 35Q: 3 clusters Score -3023090 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -3023097.750000 Penalty: 5022.213379 Iteration 36Q: 3 clusters Score -3023098 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -3023094.000000 Penalty: 5022.213379 Iteration 37Q: 3 clusters Score -3023094 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23384 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -3023096.250000 Penalty: 5022.213379 Iteration 38Q: 3 clusters Score -3023096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23394 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -3023098.750000 Penalty: 5022.213379 Iteration 39Q: 3 clusters Score -3023099 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23401 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -3023106.000000 Penalty: 5022.213379 Iteration 40F: 3 clusters Score -3023106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -3023103.500000 Penalty: 5022.213379 Iteration 41Q: 3 clusters Score -3023104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23411 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -3023102.500000 Penalty: 5022.213379 Iteration 42Q: 3 clusters Score -3023102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23412 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -3023102.750000 Penalty: 5022.213379 Iteration 43Q: 3 clusters Score -3023103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23414 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -3023104.500000 Penalty: 5022.213379 Iteration 44Q: 3 clusters Score -3023104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23414 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -3023104.500000 Penalty: 5022.213379 Iteration 45F: 3 clusters Score -3023104 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (52751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52751 members Entering Unmasked Estep Score: -6544761.000000 Penalty: 2696.587646 Iteration 0F: 2 clusters Score -6544761 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26202 members Mstep: Class 2 contains 26549 members Entering Unmasked Estep Score: -6509301.000000 Penalty: 5393.175293 Iteration 0F: 3 clusters Score -6509301 nChanged 24261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24159 members Mstep: Class 2 contains 28592 members Entering Unmasked Estep Score: -6522888.500000 Penalty: 5393.175293 Iteration 1F: 3 clusters Score -6522888 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22862 members Mstep: Class 2 contains 29889 members Entering Unmasked Estep Score: -6523702.000000 Penalty: 5393.175293 Iteration 2Q: 3 clusters Score -6523702 nChanged 2690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 31793 members Entering Unmasked Estep Score: -6524879.500000 Penalty: 5393.175293 Iteration 3F: 3 clusters Score -6524880 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18331 members Mstep: Class 2 contains 34420 members Entering Unmasked Estep Score: -6526618.000000 Penalty: 5393.175293 Iteration 4F: 3 clusters Score -6526618 nChanged 3743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 37839 members Entering Unmasked Estep Score: -6529177.500000 Penalty: 5393.175293 Iteration 5F: 3 clusters Score -6529178 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 41743 members Entering Unmasked Estep Score: -6532506.500000 Penalty: 5393.175293 Iteration 6F: 3 clusters Score -6532506 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 45653 members Entering Unmasked Estep Score: -6536186.000000 Penalty: 5393.175293 Iteration 7F: 3 clusters Score -6536186 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 48721 members Entering Unmasked Estep Score: -6539094.500000 Penalty: 5393.175293 Iteration 8F: 3 clusters Score -6539094 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 50643 members Entering Unmasked Estep Score: -6540835.000000 Penalty: 5393.175293 Iteration 9Q: 3 clusters Score -6540835 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 51575 members Entering Unmasked Estep Score: -6541601.500000 Penalty: 5393.175293 Iteration 10Q: 3 clusters Score -6541602 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 51980 members Entering Unmasked Estep Score: -6541950.000000 Penalty: 5393.175293 Iteration 11Q: 3 clusters Score -6541950 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 52186 members Entering Unmasked Estep Score: -6542142.500000 Penalty: 5393.175293 Iteration 12Q: 3 clusters Score -6542142 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 52269 members Entering Unmasked Estep Score: -6542211.500000 Penalty: 5393.175293 Iteration 13Q: 3 clusters Score -6542212 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 52305 members Entering Unmasked Estep Score: -6542260.000000 Penalty: 5393.175293 Iteration 14Q: 3 clusters Score -6542260 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 52318 members Entering Unmasked Estep Score: -6542265.000000 Penalty: 5393.175293 Iteration 15Q: 3 clusters Score -6542265 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 52326 members Entering Unmasked Estep Score: -6542281.000000 Penalty: 5393.175293 Iteration 16Q: 3 clusters Score -6542281 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 52336 members Entering Unmasked Estep Score: -6542303.000000 Penalty: 5393.175293 Iteration 17Q: 3 clusters Score -6542303 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 52347 members Entering Unmasked Estep Score: -6542307.000000 Penalty: 5393.175293 Iteration 18Q: 3 clusters Score -6542307 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 52354 members Entering Unmasked Estep Score: -6542324.500000 Penalty: 5393.175293 Iteration 19Q: 3 clusters Score -6542324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 52361 members Entering Unmasked Estep Score: -6542333.000000 Penalty: 5393.175293 Iteration 20F: 3 clusters Score -6542333 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 52367 members Entering Unmasked Estep Score: -6542338.000000 Penalty: 5393.175293 Iteration 21Q: 3 clusters Score -6542338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 52373 members Entering Unmasked Estep Score: -6542350.500000 Penalty: 5393.175293 Iteration 22Q: 3 clusters Score -6542350 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 52375 members Entering Unmasked Estep Score: -6542355.000000 Penalty: 5393.175293 Iteration 23Q: 3 clusters Score -6542355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 52376 members Entering Unmasked Estep Score: -6542349.000000 Penalty: 5393.175293 Iteration 24Q: 3 clusters Score -6542349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 52381 members Entering Unmasked Estep Score: -6542361.500000 Penalty: 5393.175293 Iteration 25Q: 3 clusters Score -6542362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 52383 members Entering Unmasked Estep Score: -6542360.500000 Penalty: 5393.175293 Iteration 26Q: 3 clusters Score -6542360 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 52384 members Entering Unmasked Estep Score: -6542360.000000 Penalty: 5393.175293 Iteration 27Q: 3 clusters Score -6542360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 52384 members Entering Unmasked Estep Score: -6542361.000000 Penalty: 5393.175293 Iteration 28Q: 3 clusters Score -6542361 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 52385 members Entering Unmasked Estep Score: -6542363.500000 Penalty: 5393.175293 Iteration 29Q: 3 clusters Score -6542364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 52385 members Entering Unmasked Estep Score: -6542363.500000 Penalty: 5393.175293 Iteration 30F: 3 clusters Score -6542364 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (25611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Entering Unmasked Estep Score: -3039852.750000 Penalty: 2517.392578 Iteration 0F: 2 clusters Score -3039853 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12813 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -3022133.250000 Penalty: 5034.785156 Iteration 0F: 3 clusters Score -3022133 nChanged 11402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -3028554.250000 Penalty: 5034.785156 Iteration 1F: 3 clusters Score -3028554 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12553 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -3029073.500000 Penalty: 5034.785156 Iteration 2F: 3 clusters Score -3029074 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -3029534.500000 Penalty: 5034.785156 Iteration 3Q: 3 clusters Score -3029534 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11997 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -3029975.000000 Penalty: 5034.785156 Iteration 4Q: 3 clusters Score -3029975 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -3030454.750000 Penalty: 5034.785156 Iteration 5Q: 3 clusters Score -3030455 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 14552 members Entering Unmasked Estep Score: -3031012.000000 Penalty: 5034.785156 Iteration 6Q: 3 clusters Score -3031012 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 15181 members Entering Unmasked Estep Score: -3031676.750000 Penalty: 5034.785156 Iteration 7F: 3 clusters Score -3031677 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 15874 members Entering Unmasked Estep Score: -3032359.500000 Penalty: 5034.785156 Iteration 8F: 3 clusters Score -3032360 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 16579 members Entering Unmasked Estep Score: -3033012.250000 Penalty: 5034.785156 Iteration 9Q: 3 clusters Score -3033012 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 17303 members Entering Unmasked Estep Score: -3033623.500000 Penalty: 5034.785156 Iteration 10Q: 3 clusters Score -3033624 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 18064 members Entering Unmasked Estep Score: -3034205.250000 Penalty: 5034.785156 Iteration 11Q: 3 clusters Score -3034205 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 18806 members Entering Unmasked Estep Score: -3034730.500000 Penalty: 5034.785156 Iteration 12Q: 3 clusters Score -3034730 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 19523 members Entering Unmasked Estep Score: -3035227.750000 Penalty: 5034.785156 Iteration 13Q: 3 clusters Score -3035228 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 20203 members Entering Unmasked Estep Score: -3035699.750000 Penalty: 5034.785156 Iteration 14Q: 3 clusters Score -3035700 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 20786 members Entering Unmasked Estep Score: -3036043.500000 Penalty: 5034.785156 Iteration 15Q: 3 clusters Score -3036044 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 21308 members Entering Unmasked Estep Score: -3036368.250000 Penalty: 5034.785156 Iteration 16Q: 3 clusters Score -3036368 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 21758 members Entering Unmasked Estep Score: -3036619.750000 Penalty: 5034.785156 Iteration 17Q: 3 clusters Score -3036620 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 22167 members Entering Unmasked Estep Score: -3036829.000000 Penalty: 5034.785156 Iteration 18Q: 3 clusters Score -3036829 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3037010.500000 Penalty: 5034.785156 Iteration 19Q: 3 clusters Score -3037010 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 22755 members Entering Unmasked Estep Score: -3037146.250000 Penalty: 5034.785156 Iteration 20F: 3 clusters Score -3037146 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 23001 members Entering Unmasked Estep Score: -3037269.250000 Penalty: 5034.785156 Iteration 21Q: 3 clusters Score -3037269 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 23208 members Entering Unmasked Estep Score: -3037359.000000 Penalty: 5034.785156 Iteration 22Q: 3 clusters Score -3037359 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 23367 members Entering Unmasked Estep Score: -3037426.750000 Penalty: 5034.785156 Iteration 23Q: 3 clusters Score -3037427 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 23508 members Entering Unmasked Estep Score: -3037475.500000 Penalty: 5034.785156 Iteration 24Q: 3 clusters Score -3037476 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -3037535.250000 Penalty: 5034.785156 Iteration 25Q: 3 clusters Score -3037535 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 23770 members Entering Unmasked Estep Score: -3037599.750000 Penalty: 5034.785156 Iteration 26Q: 3 clusters Score -3037600 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -3037657.500000 Penalty: 5034.785156 Iteration 27Q: 3 clusters Score -3037658 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 23997 members Entering Unmasked Estep Score: -3037706.500000 Penalty: 5034.785156 Iteration 28Q: 3 clusters Score -3037706 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 24081 members Entering Unmasked Estep Score: -3037746.750000 Penalty: 5034.785156 Iteration 29Q: 3 clusters Score -3037747 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -3037768.000000 Penalty: 5034.785156 Iteration 30Q: 3 clusters Score -3037768 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 24203 members Entering Unmasked Estep Score: -3037810.000000 Penalty: 5034.785156 Iteration 31Q: 3 clusters Score -3037810 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 24269 members Entering Unmasked Estep Score: -3037833.000000 Penalty: 5034.785156 Iteration 32Q: 3 clusters Score -3037833 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 24341 members Entering Unmasked Estep Score: -3037868.750000 Penalty: 5034.785156 Iteration 33Q: 3 clusters Score -3037869 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 24392 members Entering Unmasked Estep Score: -3037890.000000 Penalty: 5034.785156 Iteration 34Q: 3 clusters Score -3037890 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 24427 members Entering Unmasked Estep Score: -3037910.750000 Penalty: 5034.785156 Iteration 35Q: 3 clusters Score -3037911 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 24457 members Entering Unmasked Estep Score: -3037928.750000 Penalty: 5034.785156 Iteration 36Q: 3 clusters Score -3037929 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 24481 members Entering Unmasked Estep Score: -3037947.750000 Penalty: 5034.785156 Iteration 37Q: 3 clusters Score -3037948 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 24507 members Entering Unmasked Estep Score: -3037947.000000 Penalty: 5034.785156 Iteration 38Q: 3 clusters Score -3037947 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 24530 members Entering Unmasked Estep Score: -3037958.000000 Penalty: 5034.785156 Iteration 39Q: 3 clusters Score -3037958 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 24546 members Entering Unmasked Estep Score: -3037961.750000 Penalty: 5034.785156 Iteration 40F: 3 clusters Score -3037962 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 24559 members Entering Unmasked Estep Score: -3037962.500000 Penalty: 5034.785156 Iteration 41Q: 3 clusters Score -3037962 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 24579 members Entering Unmasked Estep Score: -3037971.500000 Penalty: 5034.785156 Iteration 42Q: 3 clusters Score -3037972 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 24590 members Entering Unmasked Estep Score: -3037979.750000 Penalty: 5034.785156 Iteration 43Q: 3 clusters Score -3037980 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 24606 members Entering Unmasked Estep Score: -3037987.500000 Penalty: 5034.785156 Iteration 44Q: 3 clusters Score -3037988 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 24622 members Entering Unmasked Estep Score: -3037994.750000 Penalty: 5034.785156 Iteration 45Q: 3 clusters Score -3037995 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 24631 members Entering Unmasked Estep Score: -3037994.750000 Penalty: 5034.785156 Iteration 46Q: 3 clusters Score -3037995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 24634 members Entering Unmasked Estep Score: -3037995.000000 Penalty: 5034.785156 Iteration 47Q: 3 clusters Score -3037995 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 24643 members Entering Unmasked Estep Score: -3037998.500000 Penalty: 5034.785156 Iteration 48Q: 3 clusters Score -3037998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 24648 members Entering Unmasked Estep Score: -3038005.000000 Penalty: 5034.785156 Iteration 49Q: 3 clusters Score -3038005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 24650 members Entering Unmasked Estep Score: -3038004.500000 Penalty: 5034.785156 Iteration 50Q: 3 clusters Score -3038004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 24656 members Entering Unmasked Estep Score: -3038006.000000 Penalty: 5034.785156 Iteration 51Q: 3 clusters Score -3038006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 24658 members Entering Unmasked Estep Score: -3038006.750000 Penalty: 5034.785156 Iteration 52Q: 3 clusters Score -3038007 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 24662 members Entering Unmasked Estep Score: -3038011.000000 Penalty: 5034.785156 Iteration 53Q: 3 clusters Score -3038011 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 24666 members Entering Unmasked Estep Score: -3038012.750000 Penalty: 5034.785156 Iteration 54Q: 3 clusters Score -3038013 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 24669 members Entering Unmasked Estep Score: -3038018.000000 Penalty: 5034.785156 Iteration 55Q: 3 clusters Score -3038018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -3038022.500000 Penalty: 5034.785156 Iteration 56Q: 3 clusters Score -3038022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -3038022.500000 Penalty: 5034.785156 Iteration 57F: 3 clusters Score -3038022 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (39015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39015 members Entering Unmasked Estep Score: -4827074.500000 Penalty: 2621.781738 Iteration 0F: 2 clusters Score -4827074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19698 members Mstep: Class 2 contains 19317 members Entering Unmasked Estep Score: -4800598.000000 Penalty: 5243.563477 Iteration 0F: 3 clusters Score -4800598 nChanged 17812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 17687 members Entering Unmasked Estep Score: -4810544.000000 Penalty: 5243.563477 Iteration 1F: 3 clusters Score -4810544 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22235 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -4811202.000000 Penalty: 5243.563477 Iteration 2Q: 3 clusters Score -4811202 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23482 members Mstep: Class 2 contains 15533 members Entering Unmasked Estep Score: -4811946.000000 Penalty: 5243.563477 Iteration 3Q: 3 clusters Score -4811946 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25179 members Mstep: Class 2 contains 13836 members Entering Unmasked Estep Score: -4813012.000000 Penalty: 5243.563477 Iteration 4F: 3 clusters Score -4813012 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27497 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -4814667.000000 Penalty: 5243.563477 Iteration 5F: 3 clusters Score -4814667 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30273 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -4817016.000000 Penalty: 5243.563477 Iteration 6F: 3 clusters Score -4817016 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33123 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -4819668.000000 Penalty: 5243.563477 Iteration 7F: 3 clusters Score -4819668 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35427 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -4821882.000000 Penalty: 5243.563477 Iteration 8F: 3 clusters Score -4821882 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36972 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -4823394.000000 Penalty: 5243.563477 Iteration 9Q: 3 clusters Score -4823394 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37742 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -4824102.000000 Penalty: 5243.563477 Iteration 10Q: 3 clusters Score -4824102 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38097 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -4824401.500000 Penalty: 5243.563477 Iteration 11Q: 3 clusters Score -4824402 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38267 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -4824595.500000 Penalty: 5243.563477 Iteration 12Q: 3 clusters Score -4824596 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38357 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -4824683.000000 Penalty: 5243.563477 Iteration 13Q: 3 clusters Score -4824683 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38397 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -4824763.500000 Penalty: 5243.563477 Iteration 14Q: 3 clusters Score -4824764 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38428 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -4824828.000000 Penalty: 5243.563477 Iteration 15Q: 3 clusters Score -4824828 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38448 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -4824878.000000 Penalty: 5243.563477 Iteration 16Q: 3 clusters Score -4824878 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38465 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -4824917.500000 Penalty: 5243.563477 Iteration 17Q: 3 clusters Score -4824918 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38468 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -4824947.500000 Penalty: 5243.563477 Iteration 18Q: 3 clusters Score -4824948 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38466 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -4824966.500000 Penalty: 5243.563477 Iteration 19Q: 3 clusters Score -4824966 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38462 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -4824996.000000 Penalty: 5243.563477 Iteration 20F: 3 clusters Score -4824996 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38466 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -4825015.000000 Penalty: 5243.563477 Iteration 21Q: 3 clusters Score -4825015 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38464 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -4825042.000000 Penalty: 5243.563477 Iteration 22Q: 3 clusters Score -4825042 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38464 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -4825076.500000 Penalty: 5243.563477 Iteration 23Q: 3 clusters Score -4825076 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38460 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -4825095.500000 Penalty: 5243.563477 Iteration 24Q: 3 clusters Score -4825096 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38461 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -4825120.500000 Penalty: 5243.563477 Iteration 25Q: 3 clusters Score -4825120 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38463 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4825132.500000 Penalty: 5243.563477 Iteration 26Q: 3 clusters Score -4825132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38463 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4825130.000000 Penalty: 5243.563477 Iteration 27Q: 3 clusters Score -4825130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38462 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -4825133.500000 Penalty: 5243.563477 Iteration 28Q: 3 clusters Score -4825134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38462 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -4825131.000000 Penalty: 5243.563477 Iteration 29Q: 3 clusters Score -4825131 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38462 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -4825131.000000 Penalty: 5243.563477 Iteration 30F: 3 clusters Score -4825131 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Entering Unmasked Estep Score: -283124.218750 Penalty: 1926.596191 Iteration 0F: 2 clusters Score -283124.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -280313.218750 Penalty: 3853.192383 Iteration 0F: 3 clusters Score -280313.2 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -280966.531250 Penalty: 3853.192383 Iteration 1F: 3 clusters Score -280966.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -281350.375000 Penalty: 3853.192383 Iteration 2F: 3 clusters Score -281350.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -281668.031250 Penalty: 3853.192383 Iteration 3F: 3 clusters Score -281668 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -281948.750000 Penalty: 3853.192383 Iteration 4F: 3 clusters Score -281948.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -282126.187500 Penalty: 3853.192383 Iteration 5F: 3 clusters Score -282126.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -282286.500000 Penalty: 3853.192383 Iteration 6Q: 3 clusters Score -282286.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -282395.562500 Penalty: 3853.192383 Iteration 7Q: 3 clusters Score -282395.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -282477.531250 Penalty: 3853.192383 Iteration 8Q: 3 clusters Score -282477.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -282567.375000 Penalty: 3853.192383 Iteration 9Q: 3 clusters Score -282567.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -282665.906250 Penalty: 3853.192383 Iteration 10Q: 3 clusters Score -282665.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -282733.281250 Penalty: 3853.192383 Iteration 11Q: 3 clusters Score -282733.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -282761.968750 Penalty: 3853.192383 Iteration 12Q: 3 clusters Score -282762 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -282776.406250 Penalty: 3853.192383 Iteration 13Q: 3 clusters Score -282776.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -282788.656250 Penalty: 3853.192383 Iteration 14Q: 3 clusters Score -282788.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -282794.593750 Penalty: 3853.192383 Iteration 15Q: 3 clusters Score -282794.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -282796.312500 Penalty: 3853.192383 Iteration 16Q: 3 clusters Score -282796.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -282796.625000 Penalty: 3853.192383 Iteration 17Q: 3 clusters Score -282796.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -282797.656250 Penalty: 3853.192383 Iteration 18Q: 3 clusters Score -282797.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -282797.656250 Penalty: 3853.192383 Iteration 19F: 3 clusters Score -282797.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (42393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42393 members Entering Unmasked Estep Score: -5249929.500000 Penalty: 2642.375244 Iteration 0F: 2 clusters Score -5249930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21355 members Mstep: Class 2 contains 21038 members Entering Unmasked Estep Score: -5221465.000000 Penalty: 5284.750488 Iteration 0F: 3 clusters Score -5221465 nChanged 19348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21851 members Mstep: Class 2 contains 20542 members Entering Unmasked Estep Score: -5232034.500000 Penalty: 5284.750488 Iteration 1F: 3 clusters Score -5232034 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22099 members Mstep: Class 2 contains 20294 members Entering Unmasked Estep Score: -5232664.500000 Penalty: 5284.750488 Iteration 2Q: 3 clusters Score -5232664 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22486 members Mstep: Class 2 contains 19907 members Entering Unmasked Estep Score: -5233309.500000 Penalty: 5284.750488 Iteration 3Q: 3 clusters Score -5233310 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23026 members Mstep: Class 2 contains 19367 members Entering Unmasked Estep Score: -5234100.500000 Penalty: 5284.750488 Iteration 4Q: 3 clusters Score -5234100 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23698 members Mstep: Class 2 contains 18695 members Entering Unmasked Estep Score: -5235042.500000 Penalty: 5284.750488 Iteration 5Q: 3 clusters Score -5235042 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24534 members Mstep: Class 2 contains 17859 members Entering Unmasked Estep Score: -5236229.000000 Penalty: 5284.750488 Iteration 6Q: 3 clusters Score -5236229 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25527 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -5237375.000000 Penalty: 5284.750488 Iteration 7Q: 3 clusters Score -5237375 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26689 members Mstep: Class 2 contains 15704 members Entering Unmasked Estep Score: -5238615.500000 Penalty: 5284.750488 Iteration 8Q: 3 clusters Score -5238616 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27969 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -5239690.000000 Penalty: 5284.750488 Iteration 9Q: 3 clusters Score -5239690 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29351 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -5240711.000000 Penalty: 5284.750488 Iteration 10Q: 3 clusters Score -5240711 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30882 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -5241695.500000 Penalty: 5284.750488 Iteration 11Q: 3 clusters Score -5241696 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32431 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -5242589.000000 Penalty: 5284.750488 Iteration 12Q: 3 clusters Score -5242589 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34037 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -5243475.000000 Penalty: 5284.750488 Iteration 13Q: 3 clusters Score -5243475 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35551 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -5244331.000000 Penalty: 5284.750488 Iteration 14Q: 3 clusters Score -5244331 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36887 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -5245131.000000 Penalty: 5284.750488 Iteration 15Q: 3 clusters Score -5245131 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38065 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -5245775.000000 Penalty: 5284.750488 Iteration 16Q: 3 clusters Score -5245775 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38977 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -5246238.500000 Penalty: 5284.750488 Iteration 17Q: 3 clusters Score -5246238 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39655 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -5246602.500000 Penalty: 5284.750488 Iteration 18Q: 3 clusters Score -5246602 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40149 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -5246879.500000 Penalty: 5284.750488 Iteration 19Q: 3 clusters Score -5246880 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40539 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -5247114.000000 Penalty: 5284.750488 Iteration 20F: 3 clusters Score -5247114 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40812 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -5247257.000000 Penalty: 5284.750488 Iteration 21Q: 3 clusters Score -5247257 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40997 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -5247370.500000 Penalty: 5284.750488 Iteration 22Q: 3 clusters Score -5247370 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41127 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -5247440.500000 Penalty: 5284.750488 Iteration 23Q: 3 clusters Score -5247440 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41225 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -5247491.000000 Penalty: 5284.750488 Iteration 24Q: 3 clusters Score -5247491 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41307 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -5247541.500000 Penalty: 5284.750488 Iteration 25Q: 3 clusters Score -5247542 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41383 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -5247583.000000 Penalty: 5284.750488 Iteration 26Q: 3 clusters Score -5247583 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41429 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -5247610.000000 Penalty: 5284.750488 Iteration 27Q: 3 clusters Score -5247610 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41471 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -5247631.500000 Penalty: 5284.750488 Iteration 28Q: 3 clusters Score -5247632 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41508 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -5247652.000000 Penalty: 5284.750488 Iteration 29Q: 3 clusters Score -5247652 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41542 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -5247677.500000 Penalty: 5284.750488 Iteration 30Q: 3 clusters Score -5247678 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41573 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -5247701.500000 Penalty: 5284.750488 Iteration 31Q: 3 clusters Score -5247702 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41596 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -5247714.500000 Penalty: 5284.750488 Iteration 32Q: 3 clusters Score -5247714 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41620 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -5247721.000000 Penalty: 5284.750488 Iteration 33Q: 3 clusters Score -5247721 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41638 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -5247728.500000 Penalty: 5284.750488 Iteration 34Q: 3 clusters Score -5247728 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41655 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5247751.000000 Penalty: 5284.750488 Iteration 35Q: 3 clusters Score -5247751 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41670 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -5247761.000000 Penalty: 5284.750488 Iteration 36Q: 3 clusters Score -5247761 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41677 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -5247771.000000 Penalty: 5284.750488 Iteration 37Q: 3 clusters Score -5247771 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41684 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -5247771.500000 Penalty: 5284.750488 Iteration 38Q: 3 clusters Score -5247772 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41691 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -5247780.500000 Penalty: 5284.750488 Iteration 39Q: 3 clusters Score -5247780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41698 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -5247786.500000 Penalty: 5284.750488 Iteration 40F: 3 clusters Score -5247786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41703 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -5247791.500000 Penalty: 5284.750488 Iteration 41Q: 3 clusters Score -5247792 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41707 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -5247800.000000 Penalty: 5284.750488 Iteration 42Q: 3 clusters Score -5247800 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41711 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -5247800.000000 Penalty: 5284.750488 Iteration 43Q: 3 clusters Score -5247800 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41713 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -5247793.500000 Penalty: 5284.750488 Iteration 44Q: 3 clusters Score -5247794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41715 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -5247797.000000 Penalty: 5284.750488 Iteration 45Q: 3 clusters Score -5247797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41715 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -5247797.000000 Penalty: 5284.750488 Iteration 46F: 3 clusters Score -5247797 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Entering Unmasked Estep Score: -352771.187500 Penalty: 1992.588379 Iteration 0F: 2 clusters Score -352771.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -349430.468750 Penalty: 3985.176758 Iteration 0F: 3 clusters Score -349430.5 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -350149.343750 Penalty: 3985.176758 Iteration 1F: 3 clusters Score -350149.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -350347.812500 Penalty: 3985.176758 Iteration 2F: 3 clusters Score -350347.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -350445.125000 Penalty: 3985.176758 Iteration 3Q: 3 clusters Score -350445.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -350504.125000 Penalty: 3985.176758 Iteration 4Q: 3 clusters Score -350504.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -350542.468750 Penalty: 3985.176758 Iteration 5Q: 3 clusters Score -350542.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -350583.781250 Penalty: 3985.176758 Iteration 6Q: 3 clusters Score -350583.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -350618.843750 Penalty: 3985.176758 Iteration 7Q: 3 clusters Score -350618.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -350652.250000 Penalty: 3985.176758 Iteration 8Q: 3 clusters Score -350652.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -350681.500000 Penalty: 3985.176758 Iteration 9Q: 3 clusters Score -350681.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -350709.062500 Penalty: 3985.176758 Iteration 10Q: 3 clusters Score -350709.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -350732.562500 Penalty: 3985.176758 Iteration 11Q: 3 clusters Score -350732.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -350755.968750 Penalty: 3985.176758 Iteration 12Q: 3 clusters Score -350756 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -350777.468750 Penalty: 3985.176758 Iteration 13Q: 3 clusters Score -350777.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -350793.718750 Penalty: 3985.176758 Iteration 14Q: 3 clusters Score -350793.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -350809.343750 Penalty: 3985.176758 Iteration 15Q: 3 clusters Score -350809.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -350823.343750 Penalty: 3985.176758 Iteration 16Q: 3 clusters Score -350823.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -350831.031250 Penalty: 3985.176758 Iteration 17Q: 3 clusters Score -350831 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -350832.968750 Penalty: 3985.176758 Iteration 18Q: 3 clusters Score -350833 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -350837.531250 Penalty: 3985.176758 Iteration 19Q: 3 clusters Score -350837.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -350843.718750 Penalty: 3985.176758 Iteration 20F: 3 clusters Score -350843.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -350854.968750 Penalty: 3985.176758 Iteration 21Q: 3 clusters Score -350855 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -350869.156250 Penalty: 3985.176758 Iteration 22Q: 3 clusters Score -350869.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -350882.468750 Penalty: 3985.176758 Iteration 23Q: 3 clusters Score -350882.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -350893.062500 Penalty: 3985.176758 Iteration 24Q: 3 clusters Score -350893.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -350907.125000 Penalty: 3985.176758 Iteration 25Q: 3 clusters Score -350907.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -350919.781250 Penalty: 3985.176758 Iteration 26Q: 3 clusters Score -350919.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -350929.437500 Penalty: 3985.176758 Iteration 27Q: 3 clusters Score -350929.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -350937.843750 Penalty: 3985.176758 Iteration 28Q: 3 clusters Score -350937.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -350943.593750 Penalty: 3985.176758 Iteration 29Q: 3 clusters Score -350943.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -350951.281250 Penalty: 3985.176758 Iteration 30Q: 3 clusters Score -350951.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -350959.562500 Penalty: 3985.176758 Iteration 31Q: 3 clusters Score -350959.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -350965.468750 Penalty: 3985.176758 Iteration 32Q: 3 clusters Score -350965.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -350969.781250 Penalty: 3985.176758 Iteration 33Q: 3 clusters Score -350969.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -350971.562500 Penalty: 3985.176758 Iteration 34Q: 3 clusters Score -350971.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -350974.500000 Penalty: 3985.176758 Iteration 35Q: 3 clusters Score -350974.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -350977.781250 Penalty: 3985.176758 Iteration 36Q: 3 clusters Score -350977.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -350982.250000 Penalty: 3985.176758 Iteration 37Q: 3 clusters Score -350982.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -350984.468750 Penalty: 3985.176758 Iteration 38Q: 3 clusters Score -350984.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -350987.093750 Penalty: 3985.176758 Iteration 39Q: 3 clusters Score -350987.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -350988.781250 Penalty: 3985.176758 Iteration 40F: 3 clusters Score -350988.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -350992.562500 Penalty: 3985.176758 Iteration 41Q: 3 clusters Score -350992.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -350995.250000 Penalty: 3985.176758 Iteration 42Q: 3 clusters Score -350995.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -350998.000000 Penalty: 3985.176758 Iteration 43Q: 3 clusters Score -350998 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -351002.343750 Penalty: 3985.176758 Iteration 44Q: 3 clusters Score -351002.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -351005.156250 Penalty: 3985.176758 Iteration 45Q: 3 clusters Score -351005.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -351007.375000 Penalty: 3985.176758 Iteration 46Q: 3 clusters Score -351007.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -351009.812500 Penalty: 3985.176758 Iteration 47Q: 3 clusters Score -351009.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -351012.656250 Penalty: 3985.176758 Iteration 48Q: 3 clusters Score -351012.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -351015.312500 Penalty: 3985.176758 Iteration 49Q: 3 clusters Score -351015.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -351017.093750 Penalty: 3985.176758 Iteration 50Q: 3 clusters Score -351017.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -351019.000000 Penalty: 3985.176758 Iteration 51Q: 3 clusters Score -351019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -351023.218750 Penalty: 3985.176758 Iteration 52Q: 3 clusters Score -351023.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -351025.312500 Penalty: 3985.176758 Iteration 53Q: 3 clusters Score -351025.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -351026.312500 Penalty: 3985.176758 Iteration 54Q: 3 clusters Score -351026.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -351026.718750 Penalty: 3985.176758 Iteration 55Q: 3 clusters Score -351026.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -351029.125000 Penalty: 3985.176758 Iteration 56Q: 3 clusters Score -351029.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -351031.656250 Penalty: 3985.176758 Iteration 57Q: 3 clusters Score -351031.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -351032.906250 Penalty: 3985.176758 Iteration 58Q: 3 clusters Score -351032.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -351033.468750 Penalty: 3985.176758 Iteration 59Q: 3 clusters Score -351033.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -351033.875000 Penalty: 3985.176758 Iteration 60F: 3 clusters Score -351033.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -351035.718750 Penalty: 3985.176758 Iteration 61Q: 3 clusters Score -351035.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -351036.843750 Penalty: 3985.176758 Iteration 62Q: 3 clusters Score -351036.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -351036.718750 Penalty: 3985.176758 Iteration 63Q: 3 clusters Score -351036.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -351038.656250 Penalty: 3985.176758 Iteration 64Q: 3 clusters Score -351038.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -351039.875000 Penalty: 3985.176758 Iteration 65Q: 3 clusters Score -351039.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -351043.093750 Penalty: 3985.176758 Iteration 66Q: 3 clusters Score -351043.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -351043.593750 Penalty: 3985.176758 Iteration 67Q: 3 clusters Score -351043.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -351045.906250 Penalty: 3985.176758 Iteration 68Q: 3 clusters Score -351045.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -351048.937500 Penalty: 3985.176758 Iteration 69Q: 3 clusters Score -351048.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -351051.312500 Penalty: 3985.176758 Iteration 70Q: 3 clusters Score -351051.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -351054.750000 Penalty: 3985.176758 Iteration 71Q: 3 clusters Score -351054.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -351060.250000 Penalty: 3985.176758 Iteration 72Q: 3 clusters Score -351060.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -351066.093750 Penalty: 3985.176758 Iteration 73Q: 3 clusters Score -351066.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -351068.968750 Penalty: 3985.176758 Iteration 74Q: 3 clusters Score -351069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -351073.843750 Penalty: 3985.176758 Iteration 75Q: 3 clusters Score -351073.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -351078.718750 Penalty: 3985.176758 Iteration 76Q: 3 clusters Score -351078.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -351083.187500 Penalty: 3985.176758 Iteration 77Q: 3 clusters Score -351083.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -351086.906250 Penalty: 3985.176758 Iteration 78Q: 3 clusters Score -351086.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -351091.312500 Penalty: 3985.176758 Iteration 79Q: 3 clusters Score -351091.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -351093.812500 Penalty: 3985.176758 Iteration 80F: 3 clusters Score -351093.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -351095.968750 Penalty: 3985.176758 Iteration 81Q: 3 clusters Score -351096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -351097.718750 Penalty: 3985.176758 Iteration 82Q: 3 clusters Score -351097.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -351099.437500 Penalty: 3985.176758 Iteration 83Q: 3 clusters Score -351099.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -351102.093750 Penalty: 3985.176758 Iteration 84Q: 3 clusters Score -351102.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -351103.343750 Penalty: 3985.176758 Iteration 85Q: 3 clusters Score -351103.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -351104.687500 Penalty: 3985.176758 Iteration 86Q: 3 clusters Score -351104.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -351105.375000 Penalty: 3985.176758 Iteration 87Q: 3 clusters Score -351105.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -351105.875000 Penalty: 3985.176758 Iteration 88Q: 3 clusters Score -351105.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -351106.062500 Penalty: 3985.176758 Iteration 89Q: 3 clusters Score -351106.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -351106.843750 Penalty: 3985.176758 Iteration 90Q: 3 clusters Score -351106.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -351107.250000 Penalty: 3985.176758 Iteration 91Q: 3 clusters Score -351107.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -351107.250000 Penalty: 3985.176758 Iteration 92F: 3 clusters Score -351107.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Entering Unmasked Estep Score: -599086.000000 Penalty: 2117.515137 Iteration 0F: 2 clusters Score -599086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -594496.625000 Penalty: 4235.030273 Iteration 0F: 3 clusters Score -594496.6 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -595618.625000 Penalty: 4235.030273 Iteration 1F: 3 clusters Score -595618.6 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -595873.875000 Penalty: 4235.030273 Iteration 2F: 3 clusters Score -595873.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -596028.437500 Penalty: 4235.030273 Iteration 3F: 3 clusters Score -596028.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -596126.187500 Penalty: 4235.030273 Iteration 4Q: 3 clusters Score -596126.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -596196.750000 Penalty: 4235.030273 Iteration 5Q: 3 clusters Score -596196.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -596257.562500 Penalty: 4235.030273 Iteration 6Q: 3 clusters Score -596257.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -596307.937500 Penalty: 4235.030273 Iteration 7Q: 3 clusters Score -596307.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -596358.000000 Penalty: 4235.030273 Iteration 8Q: 3 clusters Score -596358 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -596411.750000 Penalty: 4235.030273 Iteration 9Q: 3 clusters Score -596411.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -596464.250000 Penalty: 4235.030273 Iteration 10Q: 3 clusters Score -596464.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -596510.937500 Penalty: 4235.030273 Iteration 11Q: 3 clusters Score -596510.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -596560.750000 Penalty: 4235.030273 Iteration 12Q: 3 clusters Score -596560.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -596603.937500 Penalty: 4235.030273 Iteration 13Q: 3 clusters Score -596603.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -596644.562500 Penalty: 4235.030273 Iteration 14Q: 3 clusters Score -596644.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -596691.187500 Penalty: 4235.030273 Iteration 15Q: 3 clusters Score -596691.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -596736.750000 Penalty: 4235.030273 Iteration 16Q: 3 clusters Score -596736.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -596781.687500 Penalty: 4235.030273 Iteration 17Q: 3 clusters Score -596781.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -596829.562500 Penalty: 4235.030273 Iteration 18Q: 3 clusters Score -596829.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -596864.437500 Penalty: 4235.030273 Iteration 19Q: 3 clusters Score -596864.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -596902.312500 Penalty: 4235.030273 Iteration 20F: 3 clusters Score -596902.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -596942.250000 Penalty: 4235.030273 Iteration 21Q: 3 clusters Score -596942.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -596975.562500 Penalty: 4235.030273 Iteration 22Q: 3 clusters Score -596975.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -597012.250000 Penalty: 4235.030273 Iteration 23Q: 3 clusters Score -597012.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -597043.812500 Penalty: 4235.030273 Iteration 24Q: 3 clusters Score -597043.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -597070.812500 Penalty: 4235.030273 Iteration 25Q: 3 clusters Score -597070.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -597093.562500 Penalty: 4235.030273 Iteration 26Q: 3 clusters Score -597093.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -597118.500000 Penalty: 4235.030273 Iteration 27Q: 3 clusters Score -597118.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -597144.812500 Penalty: 4235.030273 Iteration 28Q: 3 clusters Score -597144.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -597166.937500 Penalty: 4235.030273 Iteration 29Q: 3 clusters Score -597166.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -597182.125000 Penalty: 4235.030273 Iteration 30Q: 3 clusters Score -597182.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -597196.250000 Penalty: 4235.030273 Iteration 31Q: 3 clusters Score -597196.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -597203.625000 Penalty: 4235.030273 Iteration 32Q: 3 clusters Score -597203.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -597216.187500 Penalty: 4235.030273 Iteration 33Q: 3 clusters Score -597216.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -597230.562500 Penalty: 4235.030273 Iteration 34Q: 3 clusters Score -597230.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -597244.875000 Penalty: 4235.030273 Iteration 35Q: 3 clusters Score -597244.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -597254.312500 Penalty: 4235.030273 Iteration 36Q: 3 clusters Score -597254.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -597264.062500 Penalty: 4235.030273 Iteration 37Q: 3 clusters Score -597264.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -597275.000000 Penalty: 4235.030273 Iteration 38Q: 3 clusters Score -597275 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -597281.562500 Penalty: 4235.030273 Iteration 39Q: 3 clusters Score -597281.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -597288.312500 Penalty: 4235.030273 Iteration 40F: 3 clusters Score -597288.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -597291.062500 Penalty: 4235.030273 Iteration 41Q: 3 clusters Score -597291.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -597296.187500 Penalty: 4235.030273 Iteration 42Q: 3 clusters Score -597296.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -597300.187500 Penalty: 4235.030273 Iteration 43Q: 3 clusters Score -597300.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -597304.937500 Penalty: 4235.030273 Iteration 44Q: 3 clusters Score -597304.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -597308.875000 Penalty: 4235.030273 Iteration 45Q: 3 clusters Score -597308.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -597311.187500 Penalty: 4235.030273 Iteration 46Q: 3 clusters Score -597311.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -597312.000000 Penalty: 4235.030273 Iteration 47Q: 3 clusters Score -597312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -597312.875000 Penalty: 4235.030273 Iteration 48Q: 3 clusters Score -597312.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -597314.312500 Penalty: 4235.030273 Iteration 49Q: 3 clusters Score -597314.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -597316.750000 Penalty: 4235.030273 Iteration 50Q: 3 clusters Score -597316.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -597318.937500 Penalty: 4235.030273 Iteration 51Q: 3 clusters Score -597318.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -597324.437500 Penalty: 4235.030273 Iteration 52Q: 3 clusters Score -597324.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -597329.812500 Penalty: 4235.030273 Iteration 53Q: 3 clusters Score -597329.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -597334.000000 Penalty: 4235.030273 Iteration 54Q: 3 clusters Score -597334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -597339.937500 Penalty: 4235.030273 Iteration 55Q: 3 clusters Score -597339.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -597343.250000 Penalty: 4235.030273 Iteration 56Q: 3 clusters Score -597343.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -597346.187500 Penalty: 4235.030273 Iteration 57Q: 3 clusters Score -597346.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -597350.687500 Penalty: 4235.030273 Iteration 58Q: 3 clusters Score -597350.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -597353.187500 Penalty: 4235.030273 Iteration 59Q: 3 clusters Score -597353.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -597357.062500 Penalty: 4235.030273 Iteration 60F: 3 clusters Score -597357.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -597359.000000 Penalty: 4235.030273 Iteration 61Q: 3 clusters Score -597359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -597359.750000 Penalty: 4235.030273 Iteration 62Q: 3 clusters Score -597359.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -597359.750000 Penalty: 4235.030273 Iteration 63F: 3 clusters Score -597359.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (145525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145525 members Entering Unmasked Estep Score: -18249858.000000 Penalty: 2948.249756 Iteration 0F: 2 clusters Score -1.824986e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72917 members Mstep: Class 2 contains 72608 members Entering Unmasked Estep Score: -18153448.000000 Penalty: 5896.499512 Iteration 0F: 3 clusters Score -1.815345e+07 nChanged 69650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76315 members Mstep: Class 2 contains 69210 members Entering Unmasked Estep Score: -18194348.000000 Penalty: 5896.499512 Iteration 1F: 3 clusters Score -1.819435e+07 nChanged 5009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78242 members Mstep: Class 2 contains 67283 members Entering Unmasked Estep Score: -18195616.000000 Penalty: 5896.499512 Iteration 2Q: 3 clusters Score -1.819562e+07 nChanged 5606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81250 members Mstep: Class 2 contains 64275 members Entering Unmasked Estep Score: -18197502.000000 Penalty: 5896.499512 Iteration 3Q: 3 clusters Score -1.81975e+07 nChanged 6492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85816 members Mstep: Class 2 contains 59709 members Entering Unmasked Estep Score: -18199956.000000 Penalty: 5896.499512 Iteration 4Q: 3 clusters Score -1.819996e+07 nChanged 7790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92276 members Mstep: Class 2 contains 53249 members Entering Unmasked Estep Score: -18203720.000000 Penalty: 5896.499512 Iteration 5F: 3 clusters Score -1.820372e+07 nChanged 9660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101130 members Mstep: Class 2 contains 44395 members Entering Unmasked Estep Score: -18209882.000000 Penalty: 5896.499512 Iteration 6F: 3 clusters Score -1.820988e+07 nChanged 11248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111974 members Mstep: Class 2 contains 33551 members Entering Unmasked Estep Score: -18218544.000000 Penalty: 5896.499512 Iteration 7F: 3 clusters Score -1.821854e+07 nChanged 11270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123132 members Mstep: Class 2 contains 22393 members Entering Unmasked Estep Score: -18228066.000000 Penalty: 5896.499512 Iteration 8F: 3 clusters Score -1.822807e+07 nChanged 9361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132465 members Mstep: Class 2 contains 13060 members Entering Unmasked Estep Score: -18236336.000000 Penalty: 5896.499512 Iteration 9F: 3 clusters Score -1.823634e+07 nChanged 6233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138692 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -18241932.000000 Penalty: 5896.499512 Iteration 10Q: 3 clusters Score -1.824193e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142163 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -18244750.000000 Penalty: 5896.499512 Iteration 11Q: 3 clusters Score -1.824475e+07 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143859 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -18246158.000000 Penalty: 5896.499512 Iteration 12Q: 3 clusters Score -1.824616e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144543 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -18246756.000000 Penalty: 5896.499512 Iteration 13Q: 3 clusters Score -1.824676e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144804 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -18246966.000000 Penalty: 5896.499512 Iteration 14Q: 3 clusters Score -1.824697e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144947 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -18247068.000000 Penalty: 5896.499512 Iteration 15Q: 3 clusters Score -1.824707e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145024 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -18247128.000000 Penalty: 5896.499512 Iteration 16Q: 3 clusters Score -1.824713e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145063 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -18247184.000000 Penalty: 5896.499512 Iteration 17Q: 3 clusters Score -1.824718e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145090 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -18247232.000000 Penalty: 5896.499512 Iteration 18Q: 3 clusters Score -1.824723e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145100 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -18247248.000000 Penalty: 5896.499512 Iteration 19Q: 3 clusters Score -1.824725e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145101 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -18247242.000000 Penalty: 5896.499512 Iteration 20F: 3 clusters Score -1.824724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145103 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -18247268.000000 Penalty: 5896.499512 Iteration 21Q: 3 clusters Score -1.824727e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145108 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -18247274.000000 Penalty: 5896.499512 Iteration 22Q: 3 clusters Score -1.824727e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145113 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -18247264.000000 Penalty: 5896.499512 Iteration 23Q: 3 clusters Score -1.824726e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145116 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -18247278.000000 Penalty: 5896.499512 Iteration 24Q: 3 clusters Score -1.824728e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145121 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -18247278.000000 Penalty: 5896.499512 Iteration 25Q: 3 clusters Score -1.824728e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145123 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -18247288.000000 Penalty: 5896.499512 Iteration 26Q: 3 clusters Score -1.824729e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145126 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -18247302.000000 Penalty: 5896.499512 Iteration 27Q: 3 clusters Score -1.82473e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145127 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -18247298.000000 Penalty: 5896.499512 Iteration 28Q: 3 clusters Score -1.82473e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145127 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -18247298.000000 Penalty: 5896.499512 Iteration 29F: 3 clusters Score -1.82473e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Entering Unmasked Estep Score: -445190.781250 Penalty: 2048.794678 Iteration 0F: 2 clusters Score -445190.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -441380.625000 Penalty: 4097.589355 Iteration 0F: 3 clusters Score -441380.6 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -442393.968750 Penalty: 4097.589355 Iteration 1F: 3 clusters Score -442394 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -442859.843750 Penalty: 4097.589355 Iteration 2F: 3 clusters Score -442859.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -443248.812500 Penalty: 4097.589355 Iteration 3F: 3 clusters Score -443248.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -443599.062500 Penalty: 4097.589355 Iteration 4F: 3 clusters Score -443599.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -443844.468750 Penalty: 4097.589355 Iteration 5F: 3 clusters Score -443844.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -444027.843750 Penalty: 4097.589355 Iteration 6Q: 3 clusters Score -444027.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -444185.031250 Penalty: 4097.589355 Iteration 7Q: 3 clusters Score -444185 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -444253.000000 Penalty: 4097.589355 Iteration 8Q: 3 clusters Score -444253 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -444287.187500 Penalty: 4097.589355 Iteration 9Q: 3 clusters Score -444287.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -444310.625000 Penalty: 4097.589355 Iteration 10Q: 3 clusters Score -444310.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -444328.375000 Penalty: 4097.589355 Iteration 11Q: 3 clusters Score -444328.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -444350.031250 Penalty: 4097.589355 Iteration 12Q: 3 clusters Score -444350 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -444364.781250 Penalty: 4097.589355 Iteration 13Q: 3 clusters Score -444364.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -444372.656250 Penalty: 4097.589355 Iteration 14Q: 3 clusters Score -444372.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -444376.625000 Penalty: 4097.589355 Iteration 15Q: 3 clusters Score -444376.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -444383.156250 Penalty: 4097.589355 Iteration 16Q: 3 clusters Score -444383.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -444387.406250 Penalty: 4097.589355 Iteration 17Q: 3 clusters Score -444387.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -444394.000000 Penalty: 4097.589355 Iteration 18Q: 3 clusters Score -444394 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -444397.000000 Penalty: 4097.589355 Iteration 19Q: 3 clusters Score -444397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -444399.406250 Penalty: 4097.589355 Iteration 20F: 3 clusters Score -444399.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -444399.531250 Penalty: 4097.589355 Iteration 21Q: 3 clusters Score -444399.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -444398.906250 Penalty: 4097.589355 Iteration 22Q: 3 clusters Score -444398.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -444400.000000 Penalty: 4097.589355 Iteration 23Q: 3 clusters Score -444400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -444401.375000 Penalty: 4097.589355 Iteration 24Q: 3 clusters Score -444401.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -444402.531250 Penalty: 4097.589355 Iteration 25Q: 3 clusters Score -444402.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -444402.375000 Penalty: 4097.589355 Iteration 26Q: 3 clusters Score -444402.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -444402.531250 Penalty: 4097.589355 Iteration 27Q: 3 clusters Score -444402.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -444402.843750 Penalty: 4097.589355 Iteration 28Q: 3 clusters Score -444402.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -444402.843750 Penalty: 4097.589355 Iteration 29F: 3 clusters Score -444402.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -85477.375000 Penalty: 1662.694824 Iteration 0F: 2 clusters Score -85477.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -83763.468750 Penalty: 3325.389648 Iteration 0F: 3 clusters Score -83763.47 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84140.320312 Penalty: 3325.389648 Iteration 1F: 3 clusters Score -84140.32 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -84399.945312 Penalty: 3325.389648 Iteration 2F: 3 clusters Score -84399.95 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -84664.265625 Penalty: 3325.389648 Iteration 3F: 3 clusters Score -84664.27 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -84848.281250 Penalty: 3325.389648 Iteration 4F: 3 clusters Score -84848.28 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -85030.335938 Penalty: 3325.389648 Iteration 5Q: 3 clusters Score -85030.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -85289.039062 Penalty: 3325.389648 Iteration 6Q: 3 clusters Score -85289.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -85701.695312 Penalty: 3325.389648 Iteration 7Q: 3 clusters Score -85701.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -85876.359375 Penalty: 3325.389648 Iteration 8Q: 3 clusters Score -85876.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -85935.804688 Penalty: 3325.389648 Iteration 9Q: 3 clusters Score -85935.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -85969.703125 Penalty: 3325.389648 Iteration 10Q: 3 clusters Score -85969.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -86008.226562 Penalty: 3325.389648 Iteration 11Q: 3 clusters Score -86008.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -86021.648438 Penalty: 3325.389648 Iteration 12Q: 3 clusters Score -86021.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -86050.234375 Penalty: 3325.389648 Iteration 13Q: 3 clusters Score -86050.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -86065.750000 Penalty: 3325.389648 Iteration 14Q: 3 clusters Score -86065.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -86065.750000 Penalty: 3325.389648 Iteration 15F: 3 clusters Score -86065.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 45849 members Mstep: Class 3 contains 7947 members Mstep: Class 4 contains 392 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 52751 members Mstep: Class 10 contains 25611 members Mstep: Class 11 contains 39015 members Mstep: Class 12 contains 2365 members Mstep: Class 13 contains 42393 members Mstep: Class 14 contains 3086 members Mstep: Class 15 contains 5107 members Mstep: Class 16 contains 145525 members Mstep: Class 17 contains 3871 members Mstep: Class 18 contains 424 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5655 members Mstep: Class 22 contains 13338 members Mstep: Class 23 contains 4424 members Entering Unmasked Estep Score: -52020448.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52021400.000000 to -52020448.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (1397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Entering Unmasked Estep Score: -144439.609375 Penalty: 1796.036499 Iteration 0F: 2 clusters Score -144439.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -142509.656250 Penalty: 3592.072998 Iteration 0F: 3 clusters Score -142509.7 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -143582.140625 Penalty: 3592.072998 Iteration 1F: 3 clusters Score -143582.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -144311.359375 Penalty: 3592.072998 Iteration 2F: 3 clusters Score -144311.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -144879.421875 Penalty: 3592.072998 Iteration 3F: 3 clusters Score -144879.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -145224.515625 Penalty: 3592.072998 Iteration 4Q: 3 clusters Score -145224.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -145410.906250 Penalty: 3592.072998 Iteration 5Q: 3 clusters Score -145410.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -145513.046875 Penalty: 3592.072998 Iteration 6Q: 3 clusters Score -145513 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -145545.031250 Penalty: 3592.072998 Iteration 7Q: 3 clusters Score -145545 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -145558.656250 Penalty: 3592.072998 Iteration 8Q: 3 clusters Score -145558.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -145755.906250 Penalty: 3592.072998 Iteration 9Q: 3 clusters Score -145755.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -145764.265625 Penalty: 3592.072998 Iteration 10Q: 3 clusters Score -145764.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -145780.703125 Penalty: 3592.072998 Iteration 11Q: 3 clusters Score -145780.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -145788.343750 Penalty: 3592.072998 Iteration 12Q: 3 clusters Score -145788.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -145795.343750 Penalty: 3592.072998 Iteration 13Q: 3 clusters Score -145795.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -145797.640625 Penalty: 3592.072998 Iteration 14Q: 3 clusters Score -145797.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -145797.640625 Penalty: 3592.072998 Iteration 15F: 3 clusters Score -145797.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 45849 members Mstep: Class 3 contains 7947 members Mstep: Class 4 contains 922 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 52751 members Mstep: Class 10 contains 25611 members Mstep: Class 11 contains 39015 members Mstep: Class 12 contains 2365 members Mstep: Class 13 contains 42393 members Mstep: Class 14 contains 3086 members Mstep: Class 15 contains 5107 members Mstep: Class 16 contains 145525 members Mstep: Class 17 contains 3871 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 475 members Mstep: Class 21 contains 5655 members Mstep: Class 22 contains 13338 members Mstep: Class 23 contains 4424 members Entering Unmasked Estep Score: -52021368.000000 Penalty: 70805.890625 Splitting cluster 19 changes total score from -52021400.000000 to -52021368.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (5655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Entering Unmasked Estep Score: -661554.750000 Penalty: 2142.793213 Iteration 0F: 2 clusters Score -661554.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -656635.500000 Penalty: 4285.586426 Iteration 0F: 3 clusters Score -656635.5 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -657994.500000 Penalty: 4285.586426 Iteration 1F: 3 clusters Score -657994.5 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -658414.750000 Penalty: 4285.586426 Iteration 2F: 3 clusters Score -658414.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -658731.625000 Penalty: 4285.586426 Iteration 3F: 3 clusters Score -658731.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -658981.250000 Penalty: 4285.586426 Iteration 4F: 3 clusters Score -658981.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -659203.875000 Penalty: 4285.586426 Iteration 5F: 3 clusters Score -659203.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -659430.312500 Penalty: 4285.586426 Iteration 6Q: 3 clusters Score -659430.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -659727.500000 Penalty: 4285.586426 Iteration 7Q: 3 clusters Score -659727.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -659984.437500 Penalty: 4285.586426 Iteration 8F: 3 clusters Score -659984.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -660179.062500 Penalty: 4285.586426 Iteration 9Q: 3 clusters Score -660179.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -660343.000000 Penalty: 4285.586426 Iteration 10Q: 3 clusters Score -660343 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -660484.625000 Penalty: 4285.586426 Iteration 11Q: 3 clusters Score -660484.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -660594.250000 Penalty: 4285.586426 Iteration 12Q: 3 clusters Score -660594.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -660686.875000 Penalty: 4285.586426 Iteration 13Q: 3 clusters Score -660686.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -660743.937500 Penalty: 4285.586426 Iteration 14Q: 3 clusters Score -660743.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -660790.375000 Penalty: 4285.586426 Iteration 15Q: 3 clusters Score -660790.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -660819.875000 Penalty: 4285.586426 Iteration 16Q: 3 clusters Score -660819.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -660837.062500 Penalty: 4285.586426 Iteration 17Q: 3 clusters Score -660837.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -660846.312500 Penalty: 4285.586426 Iteration 18Q: 3 clusters Score -660846.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -660851.750000 Penalty: 4285.586426 Iteration 19Q: 3 clusters Score -660851.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -660854.562500 Penalty: 4285.586426 Iteration 20F: 3 clusters Score -660854.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -660857.125000 Penalty: 4285.586426 Iteration 21Q: 3 clusters Score -660857.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -660857.937500 Penalty: 4285.586426 Iteration 22Q: 3 clusters Score -660857.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -660859.437500 Penalty: 4285.586426 Iteration 23Q: 3 clusters Score -660859.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -660858.875000 Penalty: 4285.586426 Iteration 24Q: 3 clusters Score -660858.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -660859.812500 Penalty: 4285.586426 Iteration 25Q: 3 clusters Score -660859.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -660861.250000 Penalty: 4285.586426 Iteration 26Q: 3 clusters Score -660861.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -660863.062500 Penalty: 4285.586426 Iteration 27Q: 3 clusters Score -660863.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -660862.312500 Penalty: 4285.586426 Iteration 28Q: 3 clusters Score -660862.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -660862.312500 Penalty: 4285.586426 Iteration 29F: 3 clusters Score -660862.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13338 members Entering Unmasked Estep Score: -1560720.500000 Penalty: 2355.596191 Iteration 0F: 2 clusters Score -1560720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -1550901.000000 Penalty: 4711.192383 Iteration 0F: 3 clusters Score -1550901 nChanged 5728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -1554031.000000 Penalty: 4711.192383 Iteration 1F: 3 clusters Score -1554031 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -1554549.000000 Penalty: 4711.192383 Iteration 2F: 3 clusters Score -1554549 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -1554994.000000 Penalty: 4711.192383 Iteration 3F: 3 clusters Score -1554994 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1555402.625000 Penalty: 4711.192383 Iteration 4F: 3 clusters Score -1555403 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1555769.250000 Penalty: 4711.192383 Iteration 5F: 3 clusters Score -1555769 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1556117.000000 Penalty: 4711.192383 Iteration 6Q: 3 clusters Score -1556117 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -1556404.000000 Penalty: 4711.192383 Iteration 7Q: 3 clusters Score -1556404 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1556657.750000 Penalty: 4711.192383 Iteration 8Q: 3 clusters Score -1556658 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1556936.875000 Penalty: 4711.192383 Iteration 9Q: 3 clusters Score -1556937 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1557239.750000 Penalty: 4711.192383 Iteration 10Q: 3 clusters Score -1557240 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -1557545.875000 Penalty: 4711.192383 Iteration 11Q: 3 clusters Score -1557546 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -1557805.875000 Penalty: 4711.192383 Iteration 12Q: 3 clusters Score -1557806 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1558039.375000 Penalty: 4711.192383 Iteration 13Q: 3 clusters Score -1558039 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -1558250.875000 Penalty: 4711.192383 Iteration 14Q: 3 clusters Score -1558251 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1558431.250000 Penalty: 4711.192383 Iteration 15Q: 3 clusters Score -1558431 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -1558552.875000 Penalty: 4711.192383 Iteration 16Q: 3 clusters Score -1558553 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1558659.500000 Penalty: 4711.192383 Iteration 17Q: 3 clusters Score -1558660 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -1558740.375000 Penalty: 4711.192383 Iteration 18Q: 3 clusters Score -1558740 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -1558819.375000 Penalty: 4711.192383 Iteration 19Q: 3 clusters Score -1558819 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1558866.500000 Penalty: 4711.192383 Iteration 20F: 3 clusters Score -1558866 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -1558920.625000 Penalty: 4711.192383 Iteration 21Q: 3 clusters Score -1558921 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -1558970.500000 Penalty: 4711.192383 Iteration 22Q: 3 clusters Score -1558970 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -1559004.875000 Penalty: 4711.192383 Iteration 23Q: 3 clusters Score -1559005 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -1559035.500000 Penalty: 4711.192383 Iteration 24Q: 3 clusters Score -1559036 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -1559058.125000 Penalty: 4711.192383 Iteration 25Q: 3 clusters Score -1559058 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -1559078.750000 Penalty: 4711.192383 Iteration 26Q: 3 clusters Score -1559079 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -1559086.250000 Penalty: 4711.192383 Iteration 27Q: 3 clusters Score -1559086 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -1559103.500000 Penalty: 4711.192383 Iteration 28Q: 3 clusters Score -1559104 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -1559113.250000 Penalty: 4711.192383 Iteration 29Q: 3 clusters Score -1559113 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -1559123.125000 Penalty: 4711.192383 Iteration 30Q: 3 clusters Score -1559123 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -1559127.625000 Penalty: 4711.192383 Iteration 31Q: 3 clusters Score -1559128 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -1559133.875000 Penalty: 4711.192383 Iteration 32Q: 3 clusters Score -1559134 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -1559137.375000 Penalty: 4711.192383 Iteration 33Q: 3 clusters Score -1559137 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -1559132.875000 Penalty: 4711.192383 Iteration 34Q: 3 clusters Score -1559133 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -1559145.250000 Penalty: 4711.192383 Iteration 35Q: 3 clusters Score -1559145 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -1559143.750000 Penalty: 4711.192383 Iteration 36Q: 3 clusters Score -1559144 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -1559144.750000 Penalty: 4711.192383 Iteration 37Q: 3 clusters Score -1559145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -1559152.750000 Penalty: 4711.192383 Iteration 38Q: 3 clusters Score -1559153 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -1559150.875000 Penalty: 4711.192383 Iteration 39Q: 3 clusters Score -1559151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -1559150.625000 Penalty: 4711.192383 Iteration 40F: 3 clusters Score -1559151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -1559150.875000 Penalty: 4711.192383 Iteration 41Q: 3 clusters Score -1559151 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -1559153.250000 Penalty: 4711.192383 Iteration 42Q: 3 clusters Score -1559153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -1559153.250000 Penalty: 4711.192383 Iteration 43Q: 3 clusters Score -1559153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -1559153.375000 Penalty: 4711.192383 Iteration 44Q: 3 clusters Score -1559153 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -1559153.375000 Penalty: 4711.192383 Iteration 45F: 3 clusters Score -1559153 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Entering Unmasked Estep Score: -544015.562500 Penalty: 2081.910156 Iteration 0F: 2 clusters Score -544015.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -539919.562500 Penalty: 4163.820312 Iteration 0F: 3 clusters Score -539919.6 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -540845.250000 Penalty: 4163.820312 Iteration 1F: 3 clusters Score -540845.2 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -541051.187500 Penalty: 4163.820312 Iteration 2F: 3 clusters Score -541051.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -541194.812500 Penalty: 4163.820312 Iteration 3F: 3 clusters Score -541194.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -541316.375000 Penalty: 4163.820312 Iteration 4Q: 3 clusters Score -541316.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -541411.687500 Penalty: 4163.820312 Iteration 5Q: 3 clusters Score -541411.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -541500.437500 Penalty: 4163.820312 Iteration 6Q: 3 clusters Score -541500.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -541579.875000 Penalty: 4163.820312 Iteration 7Q: 3 clusters Score -541579.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -541652.750000 Penalty: 4163.820312 Iteration 8Q: 3 clusters Score -541652.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -541734.000000 Penalty: 4163.820312 Iteration 9Q: 3 clusters Score -541734 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -541819.437500 Penalty: 4163.820312 Iteration 10Q: 3 clusters Score -541819.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -541897.000000 Penalty: 4163.820312 Iteration 11Q: 3 clusters Score -541897 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -541960.250000 Penalty: 4163.820312 Iteration 12Q: 3 clusters Score -541960.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -542024.125000 Penalty: 4163.820312 Iteration 13Q: 3 clusters Score -542024.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -542090.812500 Penalty: 4163.820312 Iteration 14Q: 3 clusters Score -542090.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -542125.625000 Penalty: 4163.820312 Iteration 15Q: 3 clusters Score -542125.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -542147.812500 Penalty: 4163.820312 Iteration 16Q: 3 clusters Score -542147.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -542165.812500 Penalty: 4163.820312 Iteration 17Q: 3 clusters Score -542165.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -542177.375000 Penalty: 4163.820312 Iteration 18Q: 3 clusters Score -542177.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -542193.375000 Penalty: 4163.820312 Iteration 19Q: 3 clusters Score -542193.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -542202.000000 Penalty: 4163.820312 Iteration 20F: 3 clusters Score -542202 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -542210.125000 Penalty: 4163.820312 Iteration 21Q: 3 clusters Score -542210.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -542217.000000 Penalty: 4163.820312 Iteration 22Q: 3 clusters Score -542217 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -542225.437500 Penalty: 4163.820312 Iteration 23Q: 3 clusters Score -542225.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -542234.437500 Penalty: 4163.820312 Iteration 24Q: 3 clusters Score -542234.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -542241.750000 Penalty: 4163.820312 Iteration 25Q: 3 clusters Score -542241.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -542246.437500 Penalty: 4163.820312 Iteration 26Q: 3 clusters Score -542246.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -542250.250000 Penalty: 4163.820312 Iteration 27Q: 3 clusters Score -542250.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -542253.187500 Penalty: 4163.820312 Iteration 28Q: 3 clusters Score -542253.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -542256.000000 Penalty: 4163.820312 Iteration 29Q: 3 clusters Score -542256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -542256.125000 Penalty: 4163.820312 Iteration 30Q: 3 clusters Score -542256.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -542257.375000 Penalty: 4163.820312 Iteration 31Q: 3 clusters Score -542257.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -542257.312500 Penalty: 4163.820312 Iteration 32Q: 3 clusters Score -542257.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -542258.437500 Penalty: 4163.820312 Iteration 33Q: 3 clusters Score -542258.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -542258.187500 Penalty: 4163.820312 Iteration 34Q: 3 clusters Score -542258.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -542260.875000 Penalty: 4163.820312 Iteration 35Q: 3 clusters Score -542260.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -542261.125000 Penalty: 4163.820312 Iteration 36Q: 3 clusters Score -542261.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -542260.250000 Penalty: 4163.820312 Iteration 37Q: 3 clusters Score -542260.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -542260.250000 Penalty: 4163.820312 Iteration 38F: 3 clusters Score -542260.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 45849 members Mstep: Class 3 contains 7947 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 52751 members Mstep: Class 10 contains 25611 members Mstep: Class 11 contains 39015 members Mstep: Class 12 contains 2365 members Mstep: Class 13 contains 42393 members Mstep: Class 14 contains 3086 members Mstep: Class 15 contains 5107 members Mstep: Class 16 contains 145525 members Mstep: Class 17 contains 3871 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5655 members Mstep: Class 22 contains 13338 members Mstep: Class 23 contains 4424 members Entering Unmasked Estep ConsiderDeletion Score: -52021448.000000 Penalty: 67587.437500 Iteration 39Q: 22 clusters Score -5.202145e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 45339 members Mstep: Class 3 contains 7944 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1854 members Mstep: Class 8 contains 24972 members Mstep: Class 9 contains 52932 members Mstep: Class 10 contains 25417 members Mstep: Class 11 contains 39066 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 42396 members Mstep: Class 14 contains 3091 members Mstep: Class 15 contains 5124 members Mstep: Class 16 contains 145916 members Mstep: Class 17 contains 4009 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5702 members Mstep: Class 22 contains 13307 members Mstep: Class 23 contains 4432 members Entering Unmasked Estep ConsiderDeletion Score: -52021564.000000 Penalty: 67587.437500 Iteration 40F: 22 clusters Score -5.202156e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 44793 members Mstep: Class 3 contains 7945 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 24961 members Mstep: Class 9 contains 53095 members Mstep: Class 10 contains 25250 members Mstep: Class 11 contains 39151 members Mstep: Class 12 contains 2329 members Mstep: Class 13 contains 42402 members Mstep: Class 14 contains 3100 members Mstep: Class 15 contains 5143 members Mstep: Class 16 contains 146304 members Mstep: Class 17 contains 4145 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5763 members Mstep: Class 22 contains 13270 members Mstep: Class 23 contains 4436 members Entering Unmasked Estep ConsiderDeletion Score: -52021936.000000 Penalty: 67587.437500 Iteration 41Q: 22 clusters Score -5.202194e+07 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 44230 members Mstep: Class 3 contains 7941 members Mstep: Class 5 contains 867 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1862 members Mstep: Class 8 contains 24962 members Mstep: Class 9 contains 53247 members Mstep: Class 10 contains 25092 members Mstep: Class 11 contains 39241 members Mstep: Class 12 contains 2303 members Mstep: Class 13 contains 42411 members Mstep: Class 14 contains 3105 members Mstep: Class 15 contains 5160 members Mstep: Class 16 contains 146671 members Mstep: Class 17 contains 4315 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5805 members Mstep: Class 22 contains 13241 members Mstep: Class 23 contains 4442 members Entering Unmasked Estep ConsiderDeletion Score: -52022260.000000 Penalty: 67587.437500 Iteration 42Q: 22 clusters Score -5.202226e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 43773 members Mstep: Class 3 contains 7932 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1866 members Mstep: Class 8 contains 24973 members Mstep: Class 9 contains 53382 members Mstep: Class 10 contains 24951 members Mstep: Class 11 contains 39295 members Mstep: Class 12 contains 2289 members Mstep: Class 13 contains 42419 members Mstep: Class 14 contains 3109 members Mstep: Class 15 contains 5184 members Mstep: Class 16 contains 146988 members Mstep: Class 17 contains 4460 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5821 members Mstep: Class 22 contains 13219 members Mstep: Class 23 contains 4451 members Entering Unmasked Estep ConsiderDeletion Score: -52022408.000000 Penalty: 67587.437500 Iteration 43Q: 22 clusters Score -5.202241e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 43322 members Mstep: Class 3 contains 7930 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 24962 members Mstep: Class 9 contains 53485 members Mstep: Class 10 contains 24834 members Mstep: Class 11 contains 39346 members Mstep: Class 12 contains 2272 members Mstep: Class 13 contains 42427 members Mstep: Class 14 contains 3118 members Mstep: Class 15 contains 5203 members Mstep: Class 16 contains 147284 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5842 members Mstep: Class 22 contains 13207 members Mstep: Class 23 contains 4461 members Entering Unmasked Estep ConsiderDeletion Score: -52022548.000000 Penalty: 67587.437500 Iteration 44Q: 22 clusters Score -5.202255e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 42926 members Mstep: Class 3 contains 7921 members Mstep: Class 5 contains 868 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1869 members Mstep: Class 8 contains 24956 members Mstep: Class 9 contains 53586 members Mstep: Class 10 contains 24706 members Mstep: Class 11 contains 39386 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 42426 members Mstep: Class 14 contains 3135 members Mstep: Class 15 contains 5210 members Mstep: Class 16 contains 147554 members Mstep: Class 17 contains 4791 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5856 members Mstep: Class 22 contains 13206 members Mstep: Class 23 contains 4479 members Entering Unmasked Estep ConsiderDeletion Score: -52022728.000000 Penalty: 67587.437500 Iteration 45Q: 22 clusters Score -5.202273e+07 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 42521 members Mstep: Class 3 contains 7911 members Mstep: Class 5 contains 870 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1869 members Mstep: Class 8 contains 24942 members Mstep: Class 9 contains 53677 members Mstep: Class 10 contains 24590 members Mstep: Class 11 contains 39432 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 42438 members Mstep: Class 14 contains 3149 members Mstep: Class 15 contains 5214 members Mstep: Class 16 contains 147820 members Mstep: Class 17 contains 4967 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13189 members Mstep: Class 23 contains 4495 members Entering Unmasked Estep ConsiderDeletion Score: -52023124.000000 Penalty: 67587.437500 Iteration 46Q: 22 clusters Score -5.202312e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 42114 members Mstep: Class 3 contains 7898 members Mstep: Class 5 contains 872 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1876 members Mstep: Class 8 contains 24932 members Mstep: Class 9 contains 53755 members Mstep: Class 10 contains 24491 members Mstep: Class 11 contains 39464 members Mstep: Class 12 contains 2233 members Mstep: Class 13 contains 42452 members Mstep: Class 14 contains 3161 members Mstep: Class 15 contains 5219 members Mstep: Class 16 contains 148083 members Mstep: Class 17 contains 5149 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5868 members Mstep: Class 22 contains 13176 members Mstep: Class 23 contains 4507 members Entering Unmasked Estep ConsiderDeletion Score: -52023256.000000 Penalty: 67587.437500 Iteration 47Q: 22 clusters Score -5.202326e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 41748 members Mstep: Class 3 contains 7890 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1878 members Mstep: Class 8 contains 24914 members Mstep: Class 9 contains 53843 members Mstep: Class 10 contains 24412 members Mstep: Class 11 contains 39488 members Mstep: Class 12 contains 2229 members Mstep: Class 13 contains 42471 members Mstep: Class 14 contains 3179 members Mstep: Class 15 contains 5222 members Mstep: Class 16 contains 148323 members Mstep: Class 17 contains 5320 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5842 members Mstep: Class 22 contains 13167 members Mstep: Class 23 contains 4520 members Entering Unmasked Estep ConsiderDeletion Score: -52023528.000000 Penalty: 67587.437500 Iteration 48Q: 22 clusters Score -5.202353e+07 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 41401 members Mstep: Class 3 contains 7880 members Mstep: Class 5 contains 875 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 24903 members Mstep: Class 9 contains 53927 members Mstep: Class 10 contains 24332 members Mstep: Class 11 contains 39499 members Mstep: Class 12 contains 2221 members Mstep: Class 13 contains 42487 members Mstep: Class 14 contains 3205 members Mstep: Class 15 contains 5230 members Mstep: Class 16 contains 148535 members Mstep: Class 17 contains 5483 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5831 members Mstep: Class 22 contains 13163 members Mstep: Class 23 contains 4532 members Entering Unmasked Estep ConsiderDeletion Score: -52023592.000000 Penalty: 67587.437500 Iteration 49Q: 22 clusters Score -5.202359e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 41060 members Mstep: Class 3 contains 7871 members Mstep: Class 5 contains 877 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1882 members Mstep: Class 8 contains 24881 members Mstep: Class 9 contains 54003 members Mstep: Class 10 contains 24250 members Mstep: Class 11 contains 39521 members Mstep: Class 12 contains 2214 members Mstep: Class 13 contains 42497 members Mstep: Class 14 contains 3230 members Mstep: Class 15 contains 5236 members Mstep: Class 16 contains 148736 members Mstep: Class 17 contains 5627 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13160 members Mstep: Class 23 contains 4536 members Entering Unmasked Estep ConsiderDeletion Score: -52023600.000000 Penalty: 67587.437500 Iteration 50Q: 22 clusters Score -5.20236e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 40769 members Mstep: Class 3 contains 7863 members Mstep: Class 5 contains 878 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1880 members Mstep: Class 8 contains 24860 members Mstep: Class 9 contains 54072 members Mstep: Class 10 contains 24162 members Mstep: Class 11 contains 39536 members Mstep: Class 12 contains 2207 members Mstep: Class 13 contains 42504 members Mstep: Class 14 contains 3251 members Mstep: Class 15 contains 5237 members Mstep: Class 16 contains 148932 members Mstep: Class 17 contains 5756 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5898 members Mstep: Class 22 contains 13167 members Mstep: Class 23 contains 4540 members Entering Unmasked Estep ConsiderDeletion Score: -52023604.000000 Penalty: 67587.437500 Iteration 51Q: 22 clusters Score -5.20236e+07 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 40511 members Mstep: Class 3 contains 7851 members Mstep: Class 5 contains 879 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1878 members Mstep: Class 8 contains 24848 members Mstep: Class 9 contains 54149 members Mstep: Class 10 contains 24088 members Mstep: Class 11 contains 39540 members Mstep: Class 12 contains 2203 members Mstep: Class 13 contains 42515 members Mstep: Class 14 contains 3278 members Mstep: Class 15 contains 5236 members Mstep: Class 16 contains 149094 members Mstep: Class 17 contains 5848 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5908 members Mstep: Class 22 contains 13177 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52023692.000000 Penalty: 67587.437500 Iteration 52Q: 22 clusters Score -5.202369e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 40272 members Mstep: Class 3 contains 7835 members Mstep: Class 5 contains 880 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1882 members Mstep: Class 8 contains 24839 members Mstep: Class 9 contains 54227 members Mstep: Class 10 contains 24014 members Mstep: Class 11 contains 39555 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 42522 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 149229 members Mstep: Class 17 contains 5934 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5924 members Mstep: Class 22 contains 13190 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52023784.000000 Penalty: 67587.437500 Iteration 53Q: 22 clusters Score -5.202378e+07 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 40069 members Mstep: Class 3 contains 7828 members Mstep: Class 5 contains 882 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1885 members Mstep: Class 8 contains 24839 members Mstep: Class 9 contains 54284 members Mstep: Class 10 contains 23943 members Mstep: Class 11 contains 39570 members Mstep: Class 12 contains 2188 members Mstep: Class 13 contains 42511 members Mstep: Class 14 contains 3311 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 149347 members Mstep: Class 17 contains 6016 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5946 members Mstep: Class 22 contains 13216 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep ConsiderDeletion Score: -52023872.000000 Penalty: 67587.437500 Iteration 54Q: 22 clusters Score -5.202387e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 39894 members Mstep: Class 3 contains 7822 members Mstep: Class 5 contains 883 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1890 members Mstep: Class 8 contains 24830 members Mstep: Class 9 contains 54353 members Mstep: Class 10 contains 23873 members Mstep: Class 11 contains 39576 members Mstep: Class 12 contains 2182 members Mstep: Class 13 contains 42508 members Mstep: Class 14 contains 3325 members Mstep: Class 15 contains 5236 members Mstep: Class 16 contains 149445 members Mstep: Class 17 contains 6087 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5959 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 4558 members Entering Unmasked Estep ConsiderDeletion Score: -52023904.000000 Penalty: 67587.437500 Iteration 55Q: 22 clusters Score -5.20239e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 39735 members Mstep: Class 3 contains 7817 members Mstep: Class 5 contains 885 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1896 members Mstep: Class 8 contains 24820 members Mstep: Class 9 contains 54418 members Mstep: Class 10 contains 23801 members Mstep: Class 11 contains 39578 members Mstep: Class 12 contains 2177 members Mstep: Class 13 contains 42501 members Mstep: Class 14 contains 3339 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 149529 members Mstep: Class 17 contains 6148 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5973 members Mstep: Class 22 contains 13272 members Mstep: Class 23 contains 4561 members Entering Unmasked Estep ConsiderDeletion Score: -52024068.000000 Penalty: 67587.437500 Iteration 56Q: 22 clusters Score -5.202407e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 39617 members Mstep: Class 3 contains 7811 members Mstep: Class 5 contains 886 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1900 members Mstep: Class 8 contains 24816 members Mstep: Class 9 contains 54494 members Mstep: Class 10 contains 23739 members Mstep: Class 11 contains 39586 members Mstep: Class 12 contains 2169 members Mstep: Class 13 contains 42503 members Mstep: Class 14 contains 3348 members Mstep: Class 15 contains 5237 members Mstep: Class 16 contains 149594 members Mstep: Class 17 contains 6204 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5985 members Mstep: Class 22 contains 13281 members Mstep: Class 23 contains 4565 members Entering Unmasked Estep ConsiderDeletion Score: -52024080.000000 Penalty: 67587.437500 Iteration 57Q: 22 clusters Score -5.202408e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 39498 members Mstep: Class 3 contains 7808 members Mstep: Class 5 contains 889 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1904 members Mstep: Class 8 contains 24811 members Mstep: Class 9 contains 54571 members Mstep: Class 10 contains 23664 members Mstep: Class 11 contains 39605 members Mstep: Class 12 contains 2164 members Mstep: Class 13 contains 42502 members Mstep: Class 14 contains 3357 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 149652 members Mstep: Class 17 contains 6257 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5997 members Mstep: Class 22 contains 13287 members Mstep: Class 23 contains 4567 members Entering Unmasked Estep ConsiderDeletion Score: -52024040.000000 Penalty: 67587.437500 Iteration 58Q: 22 clusters Score -5.202404e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 39365 members Mstep: Class 3 contains 7802 members Mstep: Class 5 contains 891 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1906 members Mstep: Class 8 contains 24813 members Mstep: Class 9 contains 54634 members Mstep: Class 10 contains 23600 members Mstep: Class 11 contains 39614 members Mstep: Class 12 contains 2154 members Mstep: Class 13 contains 42497 members Mstep: Class 14 contains 3371 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 149731 members Mstep: Class 17 contains 6305 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6022 members Mstep: Class 22 contains 13298 members Mstep: Class 23 contains 4565 members Entering Unmasked Estep ConsiderDeletion Score: -52024076.000000 Penalty: 67587.437500 Iteration 59Q: 22 clusters Score -5.202408e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 39260 members Mstep: Class 3 contains 7796 members Mstep: Class 5 contains 894 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1908 members Mstep: Class 8 contains 24814 members Mstep: Class 9 contains 54699 members Mstep: Class 10 contains 23542 members Mstep: Class 11 contains 39613 members Mstep: Class 12 contains 2149 members Mstep: Class 13 contains 42506 members Mstep: Class 14 contains 3377 members Mstep: Class 15 contains 5248 members Mstep: Class 16 contains 149800 members Mstep: Class 17 contains 6337 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6044 members Mstep: Class 22 contains 13289 members Mstep: Class 23 contains 4564 members Entering Unmasked Estep ConsiderDeletion Score: -52024188.000000 Penalty: 67587.437500 Iteration 60F: 22 clusters Score -5.202419e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 39162 members Mstep: Class 3 contains 7789 members Mstep: Class 5 contains 898 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1909 members Mstep: Class 8 contains 24814 members Mstep: Class 9 contains 54764 members Mstep: Class 10 contains 23485 members Mstep: Class 11 contains 39612 members Mstep: Class 12 contains 2144 members Mstep: Class 13 contains 42510 members Mstep: Class 14 contains 3381 members Mstep: Class 15 contains 5255 members Mstep: Class 16 contains 149871 members Mstep: Class 17 contains 6366 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6051 members Mstep: Class 22 contains 13295 members Mstep: Class 23 contains 4561 members Entering Unmasked Estep ConsiderDeletion Score: -52024092.000000 Penalty: 67587.437500 Iteration 61Q: 22 clusters Score -5.202409e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 39073 members Mstep: Class 3 contains 7781 members Mstep: Class 5 contains 899 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1903 members Mstep: Class 8 contains 24808 members Mstep: Class 9 contains 54823 members Mstep: Class 10 contains 23430 members Mstep: Class 11 contains 39619 members Mstep: Class 12 contains 2134 members Mstep: Class 13 contains 42511 members Mstep: Class 14 contains 3392 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 149929 members Mstep: Class 17 contains 6391 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6062 members Mstep: Class 22 contains 13304 members Mstep: Class 23 contains 4560 members Entering Unmasked Estep ConsiderDeletion Score: -52024216.000000 Penalty: 67587.437500 Iteration 62Q: 22 clusters Score -5.202422e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 38990 members Mstep: Class 3 contains 7775 members Mstep: Class 5 contains 903 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1903 members Mstep: Class 8 contains 24807 members Mstep: Class 9 contains 54877 members Mstep: Class 10 contains 23384 members Mstep: Class 11 contains 39615 members Mstep: Class 12 contains 2131 members Mstep: Class 13 contains 42507 members Mstep: Class 14 contains 3411 members Mstep: Class 15 contains 5278 members Mstep: Class 16 contains 149986 members Mstep: Class 17 contains 6405 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6072 members Mstep: Class 22 contains 13308 members Mstep: Class 23 contains 4562 members Entering Unmasked Estep ConsiderDeletion Score: -52024152.000000 Penalty: 67587.437500 Iteration 63Q: 22 clusters Score -5.202415e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 38926 members Mstep: Class 3 contains 7765 members Mstep: Class 5 contains 913 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1903 members Mstep: Class 8 contains 24804 members Mstep: Class 9 contains 54925 members Mstep: Class 10 contains 23339 members Mstep: Class 11 contains 39621 members Mstep: Class 12 contains 2130 members Mstep: Class 13 contains 42500 members Mstep: Class 14 contains 3413 members Mstep: Class 15 contains 5284 members Mstep: Class 16 contains 150036 members Mstep: Class 17 contains 6419 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6078 members Mstep: Class 22 contains 13317 members Mstep: Class 23 contains 4561 members Entering Unmasked Estep ConsiderDeletion Score: -52024160.000000 Penalty: 67587.437500 Iteration 64Q: 22 clusters Score -5.202416e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 38860 members Mstep: Class 3 contains 7753 members Mstep: Class 5 contains 928 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1901 members Mstep: Class 8 contains 24800 members Mstep: Class 9 contains 54962 members Mstep: Class 10 contains 23303 members Mstep: Class 11 contains 39628 members Mstep: Class 12 contains 2127 members Mstep: Class 13 contains 42491 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 5292 members Mstep: Class 16 contains 150096 members Mstep: Class 17 contains 6433 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6075 members Mstep: Class 22 contains 13326 members Mstep: Class 23 contains 4561 members Entering Unmasked Estep ConsiderDeletion Score: -52024164.000000 Penalty: 67587.437500 Iteration 65Q: 22 clusters Score -5.202416e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 38801 members Mstep: Class 3 contains 7744 members Mstep: Class 5 contains 943 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1904 members Mstep: Class 8 contains 24795 members Mstep: Class 9 contains 55001 members Mstep: Class 10 contains 23265 members Mstep: Class 11 contains 39641 members Mstep: Class 12 contains 2125 members Mstep: Class 13 contains 42486 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 5301 members Mstep: Class 16 contains 150135 members Mstep: Class 17 contains 6442 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6073 members Mstep: Class 22 contains 13338 members Mstep: Class 23 contains 4561 members Entering Unmasked Estep ConsiderDeletion Score: -52024192.000000 Penalty: 67587.437500 Iteration 66Q: 22 clusters Score -5.202419e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 38744 members Mstep: Class 3 contains 7740 members Mstep: Class 5 contains 950 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1907 members Mstep: Class 8 contains 24797 members Mstep: Class 9 contains 55027 members Mstep: Class 10 contains 23234 members Mstep: Class 11 contains 39648 members Mstep: Class 12 contains 2123 members Mstep: Class 13 contains 42489 members Mstep: Class 14 contains 3422 members Mstep: Class 15 contains 5307 members Mstep: Class 16 contains 150179 members Mstep: Class 17 contains 6453 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6074 members Mstep: Class 22 contains 13342 members Mstep: Class 23 contains 4561 members Entering Unmasked Estep ConsiderDeletion Score: -52024256.000000 Penalty: 67587.437500 Iteration 67Q: 22 clusters Score -5.202426e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 38702 members Mstep: Class 3 contains 7738 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1910 members Mstep: Class 8 contains 24800 members Mstep: Class 9 contains 55054 members Mstep: Class 10 contains 23208 members Mstep: Class 11 contains 39651 members Mstep: Class 12 contains 2123 members Mstep: Class 13 contains 42486 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 5314 members Mstep: Class 16 contains 150203 members Mstep: Class 17 contains 6463 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6078 members Mstep: Class 22 contains 13346 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024276.000000 Penalty: 67587.437500 Iteration 68Q: 22 clusters Score -5.202428e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 38657 members Mstep: Class 3 contains 7737 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1915 members Mstep: Class 8 contains 24801 members Mstep: Class 9 contains 55080 members Mstep: Class 10 contains 23178 members Mstep: Class 11 contains 39655 members Mstep: Class 12 contains 2120 members Mstep: Class 13 contains 42485 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 5316 members Mstep: Class 16 contains 150226 members Mstep: Class 17 contains 6475 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6085 members Mstep: Class 22 contains 13349 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024300.000000 Penalty: 67587.437500 Iteration 69Q: 22 clusters Score -5.20243e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 38611 members Mstep: Class 3 contains 7738 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1917 members Mstep: Class 8 contains 24801 members Mstep: Class 9 contains 55110 members Mstep: Class 10 contains 23148 members Mstep: Class 11 contains 39661 members Mstep: Class 12 contains 2119 members Mstep: Class 13 contains 42481 members Mstep: Class 14 contains 3426 members Mstep: Class 15 contains 5322 members Mstep: Class 16 contains 150248 members Mstep: Class 17 contains 6488 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6087 members Mstep: Class 22 contains 13347 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024416.000000 Penalty: 67587.437500 Iteration 70Q: 22 clusters Score -5.202442e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 38568 members Mstep: Class 3 contains 7735 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1922 members Mstep: Class 8 contains 24797 members Mstep: Class 9 contains 55144 members Mstep: Class 10 contains 23113 members Mstep: Class 11 contains 39665 members Mstep: Class 12 contains 2119 members Mstep: Class 13 contains 42474 members Mstep: Class 14 contains 3429 members Mstep: Class 15 contains 5324 members Mstep: Class 16 contains 150277 members Mstep: Class 17 contains 6500 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6082 members Mstep: Class 22 contains 13353 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024352.000000 Penalty: 67587.437500 Iteration 71Q: 22 clusters Score -5.202435e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 38538 members Mstep: Class 3 contains 7735 members Mstep: Class 5 contains 989 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1925 members Mstep: Class 8 contains 24794 members Mstep: Class 9 contains 55178 members Mstep: Class 10 contains 23079 members Mstep: Class 11 contains 39665 members Mstep: Class 12 contains 2118 members Mstep: Class 13 contains 42472 members Mstep: Class 14 contains 3429 members Mstep: Class 15 contains 5322 members Mstep: Class 16 contains 150302 members Mstep: Class 17 contains 6514 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6083 members Mstep: Class 22 contains 13350 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024324.000000 Penalty: 67587.437500 Iteration 72Q: 22 clusters Score -5.202432e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 38504 members Mstep: Class 3 contains 7733 members Mstep: Class 5 contains 1005 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1929 members Mstep: Class 8 contains 24792 members Mstep: Class 9 contains 55212 members Mstep: Class 10 contains 23047 members Mstep: Class 11 contains 39665 members Mstep: Class 12 contains 2118 members Mstep: Class 13 contains 42474 members Mstep: Class 14 contains 3431 members Mstep: Class 15 contains 5322 members Mstep: Class 16 contains 150317 members Mstep: Class 17 contains 6527 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6080 members Mstep: Class 22 contains 13350 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024328.000000 Penalty: 67587.437500 Iteration 73Q: 22 clusters Score -5.202433e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 38462 members Mstep: Class 3 contains 7729 members Mstep: Class 5 contains 1035 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1931 members Mstep: Class 8 contains 24784 members Mstep: Class 9 contains 55247 members Mstep: Class 10 contains 23013 members Mstep: Class 11 contains 39668 members Mstep: Class 12 contains 2118 members Mstep: Class 13 contains 42473 members Mstep: Class 14 contains 3431 members Mstep: Class 15 contains 5326 members Mstep: Class 16 contains 150343 members Mstep: Class 17 contains 6540 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6068 members Mstep: Class 22 contains 13350 members Mstep: Class 23 contains 4559 members Entering Unmasked Estep ConsiderDeletion Score: -52024420.000000 Penalty: 67587.437500 Iteration 74Q: 22 clusters Score -5.202442e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 38440 members Mstep: Class 3 contains 7729 members Mstep: Class 5 contains 1071 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1932 members Mstep: Class 8 contains 24784 members Mstep: Class 9 contains 55279 members Mstep: Class 10 contains 22975 members Mstep: Class 11 contains 39671 members Mstep: Class 12 contains 2119 members Mstep: Class 13 contains 42474 members Mstep: Class 14 contains 3431 members Mstep: Class 15 contains 5326 members Mstep: Class 16 contains 150363 members Mstep: Class 17 contains 6545 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6042 members Mstep: Class 22 contains 13349 members Mstep: Class 23 contains 4558 members Entering Unmasked Estep ConsiderDeletion Score: -52024468.000000 Penalty: 67587.437500 Iteration 75Q: 22 clusters Score -5.202447e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 38420 members Mstep: Class 3 contains 7732 members Mstep: Class 5 contains 1101 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 1932 members Mstep: Class 8 contains 24784 members Mstep: Class 9 contains 55331 members Mstep: Class 10 contains 22929 members Mstep: Class 11 contains 39671 members Mstep: Class 12 contains 2118 members Mstep: Class 13 contains 42474 members Mstep: Class 14 contains 3431 members Mstep: Class 15 contains 5326 members Mstep: Class 16 contains 150382 members Mstep: Class 17 contains 6555 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 6005 members Mstep: Class 22 contains 13351 members Mstep: Class 23 contains 4557 members Entering Unmasked Estep ConsiderDeletion Score: -52024588.000000 Penalty: 67587.437500 Iteration 76Q: 22 clusters Score -5.202459e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 38401 members Mstep: Class 3 contains 7732 members Mstep: Class 5 contains 1132 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1934 members Mstep: Class 8 contains 24779 members Mstep: Class 9 contains 55377 members Mstep: Class 10 contains 22882 members Mstep: Class 11 contains 39673 members Mstep: Class 12 contains 2116 members Mstep: Class 13 contains 42476 members Mstep: Class 14 contains 3431 members Mstep: Class 15 contains 5326 members Mstep: Class 16 contains 150403 members Mstep: Class 17 contains 6564 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5983 members Mstep: Class 22 contains 13346 members Mstep: Class 23 contains 4554 members Entering Unmasked Estep ConsiderDeletion Score: -52024644.000000 Penalty: 67587.437500 Iteration 77Q: 22 clusters Score -5.202464e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 38381 members Mstep: Class 3 contains 7733 members Mstep: Class 5 contains 1161 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1935 members Mstep: Class 8 contains 24779 members Mstep: Class 9 contains 55422 members Mstep: Class 10 contains 22835 members Mstep: Class 11 contains 39674 members Mstep: Class 12 contains 2116 members Mstep: Class 13 contains 42474 members Mstep: Class 14 contains 3432 members Mstep: Class 15 contains 5329 members Mstep: Class 16 contains 150420 members Mstep: Class 17 contains 6577 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5954 members Mstep: Class 22 contains 13344 members Mstep: Class 23 contains 4553 members Entering Unmasked Estep ConsiderDeletion Score: -52024736.000000 Penalty: 67587.437500 Iteration 78Q: 22 clusters Score -5.202474e+07 nChanged 248 Entering ConstructFrom: Score: -52024736.000000 Penalty: 67587.437500 Entering ConstructFrom: Trying to split cluster 1 (3667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Entering Unmasked Estep Score: -407026.187500 Penalty: 2035.368164 Iteration 0F: 2 clusters Score -407026.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -403350.875000 Penalty: 4070.736328 Iteration 0F: 3 clusters Score -403350.9 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -404214.437500 Penalty: 4070.736328 Iteration 1F: 3 clusters Score -404214.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -404468.093750 Penalty: 4070.736328 Iteration 2F: 3 clusters Score -404468.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -404624.531250 Penalty: 4070.736328 Iteration 3F: 3 clusters Score -404624.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -404755.968750 Penalty: 4070.736328 Iteration 4Q: 3 clusters Score -404756 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -404839.406250 Penalty: 4070.736328 Iteration 5Q: 3 clusters Score -404839.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -404890.843750 Penalty: 4070.736328 Iteration 6Q: 3 clusters Score -404890.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -404925.906250 Penalty: 4070.736328 Iteration 7Q: 3 clusters Score -404925.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -404949.468750 Penalty: 4070.736328 Iteration 8Q: 3 clusters Score -404949.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -404971.031250 Penalty: 4070.736328 Iteration 9Q: 3 clusters Score -404971 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -404991.906250 Penalty: 4070.736328 Iteration 10Q: 3 clusters Score -404991.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -405006.406250 Penalty: 4070.736328 Iteration 11Q: 3 clusters Score -405006.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -405018.593750 Penalty: 4070.736328 Iteration 12Q: 3 clusters Score -405018.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -405032.406250 Penalty: 4070.736328 Iteration 13Q: 3 clusters Score -405032.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -405044.718750 Penalty: 4070.736328 Iteration 14Q: 3 clusters Score -405044.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -405056.031250 Penalty: 4070.736328 Iteration 15Q: 3 clusters Score -405056 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -405068.562500 Penalty: 4070.736328 Iteration 16Q: 3 clusters Score -405068.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -405079.125000 Penalty: 4070.736328 Iteration 17Q: 3 clusters Score -405079.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -405087.625000 Penalty: 4070.736328 Iteration 18Q: 3 clusters Score -405087.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -405096.593750 Penalty: 4070.736328 Iteration 19Q: 3 clusters Score -405096.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -405107.531250 Penalty: 4070.736328 Iteration 20F: 3 clusters Score -405107.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -405115.093750 Penalty: 4070.736328 Iteration 21Q: 3 clusters Score -405115.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -405121.812500 Penalty: 4070.736328 Iteration 22Q: 3 clusters Score -405121.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -405126.968750 Penalty: 4070.736328 Iteration 23Q: 3 clusters Score -405127 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -405133.187500 Penalty: 4070.736328 Iteration 24Q: 3 clusters Score -405133.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -405143.000000 Penalty: 4070.736328 Iteration 25Q: 3 clusters Score -405143 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -405152.875000 Penalty: 4070.736328 Iteration 26Q: 3 clusters Score -405152.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -405164.156250 Penalty: 4070.736328 Iteration 27Q: 3 clusters Score -405164.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -405176.062500 Penalty: 4070.736328 Iteration 28Q: 3 clusters Score -405176.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -405192.031250 Penalty: 4070.736328 Iteration 29Q: 3 clusters Score -405192 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -405204.843750 Penalty: 4070.736328 Iteration 30Q: 3 clusters Score -405204.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -405213.656250 Penalty: 4070.736328 Iteration 31Q: 3 clusters Score -405213.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -405222.093750 Penalty: 4070.736328 Iteration 32Q: 3 clusters Score -405222.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -405229.718750 Penalty: 4070.736328 Iteration 33Q: 3 clusters Score -405229.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -405234.781250 Penalty: 4070.736328 Iteration 34Q: 3 clusters Score -405234.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -405245.593750 Penalty: 4070.736328 Iteration 35Q: 3 clusters Score -405245.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -405257.906250 Penalty: 4070.736328 Iteration 36Q: 3 clusters Score -405257.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -405274.281250 Penalty: 4070.736328 Iteration 37Q: 3 clusters Score -405274.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -405284.937500 Penalty: 4070.736328 Iteration 38Q: 3 clusters Score -405284.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -405297.562500 Penalty: 4070.736328 Iteration 39Q: 3 clusters Score -405297.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -405305.843750 Penalty: 4070.736328 Iteration 40F: 3 clusters Score -405305.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -405315.000000 Penalty: 4070.736328 Iteration 41Q: 3 clusters Score -405315 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -405327.687500 Penalty: 4070.736328 Iteration 42Q: 3 clusters Score -405327.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -405336.000000 Penalty: 4070.736328 Iteration 43Q: 3 clusters Score -405336 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -405340.281250 Penalty: 4070.736328 Iteration 44Q: 3 clusters Score -405340.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -405345.500000 Penalty: 4070.736328 Iteration 45Q: 3 clusters Score -405345.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -405347.343750 Penalty: 4070.736328 Iteration 46Q: 3 clusters Score -405347.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -405349.562500 Penalty: 4070.736328 Iteration 47Q: 3 clusters Score -405349.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -405350.875000 Penalty: 4070.736328 Iteration 48Q: 3 clusters Score -405350.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -405352.218750 Penalty: 4070.736328 Iteration 49Q: 3 clusters Score -405352.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -405354.437500 Penalty: 4070.736328 Iteration 50Q: 3 clusters Score -405354.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -405356.875000 Penalty: 4070.736328 Iteration 51Q: 3 clusters Score -405356.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -405360.000000 Penalty: 4070.736328 Iteration 52Q: 3 clusters Score -405360 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -405365.875000 Penalty: 4070.736328 Iteration 53Q: 3 clusters Score -405365.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -405370.312500 Penalty: 4070.736328 Iteration 54Q: 3 clusters Score -405370.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -405376.843750 Penalty: 4070.736328 Iteration 55Q: 3 clusters Score -405376.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -405380.156250 Penalty: 4070.736328 Iteration 56Q: 3 clusters Score -405380.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -405381.281250 Penalty: 4070.736328 Iteration 57Q: 3 clusters Score -405381.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -405382.718750 Penalty: 4070.736328 Iteration 58Q: 3 clusters Score -405382.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -405382.000000 Penalty: 4070.736328 Iteration 59Q: 3 clusters Score -405382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -405383.468750 Penalty: 4070.736328 Iteration 60F: 3 clusters Score -405383.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -405383.812500 Penalty: 4070.736328 Iteration 61Q: 3 clusters Score -405383.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -405386.468750 Penalty: 4070.736328 Iteration 62Q: 3 clusters Score -405386.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -405390.187500 Penalty: 4070.736328 Iteration 63Q: 3 clusters Score -405390.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -405394.937500 Penalty: 4070.736328 Iteration 64Q: 3 clusters Score -405394.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -405398.593750 Penalty: 4070.736328 Iteration 65Q: 3 clusters Score -405398.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -405401.093750 Penalty: 4070.736328 Iteration 66Q: 3 clusters Score -405401.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -405405.125000 Penalty: 4070.736328 Iteration 67Q: 3 clusters Score -405405.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -405408.125000 Penalty: 4070.736328 Iteration 68Q: 3 clusters Score -405408.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -405410.406250 Penalty: 4070.736328 Iteration 69Q: 3 clusters Score -405410.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -405411.437500 Penalty: 4070.736328 Iteration 70Q: 3 clusters Score -405411.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -405411.437500 Penalty: 4070.736328 Iteration 71F: 3 clusters Score -405411.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (38366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38366 members Entering Unmasked Estep Score: -4559190.500000 Penalty: 2617.621826 Iteration 0F: 2 clusters Score -4559190 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19080 members Mstep: Class 2 contains 19286 members Entering Unmasked Estep Score: -4532978.500000 Penalty: 5235.243652 Iteration 0F: 3 clusters Score -4532978 nChanged 17573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18361 members Mstep: Class 2 contains 20005 members Entering Unmasked Estep Score: -4542830.000000 Penalty: 5235.243652 Iteration 1F: 3 clusters Score -4542830 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17875 members Mstep: Class 2 contains 20491 members Entering Unmasked Estep Score: -4543601.500000 Penalty: 5235.243652 Iteration 2Q: 3 clusters Score -4543602 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17191 members Mstep: Class 2 contains 21175 members Entering Unmasked Estep Score: -4544573.500000 Penalty: 5235.243652 Iteration 3F: 3 clusters Score -4544574 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 22226 members Entering Unmasked Estep Score: -4545979.000000 Penalty: 5235.243652 Iteration 4F: 3 clusters Score -4545979 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Mstep: Class 2 contains 23572 members Entering Unmasked Estep Score: -4547751.000000 Penalty: 5235.243652 Iteration 5F: 3 clusters Score -4547751 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13195 members Mstep: Class 2 contains 25171 members Entering Unmasked Estep Score: -4549829.500000 Penalty: 5235.243652 Iteration 6F: 3 clusters Score -4549830 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 26805 members Entering Unmasked Estep Score: -4552122.000000 Penalty: 5235.243652 Iteration 7F: 3 clusters Score -4552122 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 28027 members Entering Unmasked Estep Score: -4553978.000000 Penalty: 5235.243652 Iteration 8F: 3 clusters Score -4553978 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Mstep: Class 2 contains 28834 members Entering Unmasked Estep Score: -4555075.500000 Penalty: 5235.243652 Iteration 9Q: 3 clusters Score -4555076 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 29381 members Entering Unmasked Estep Score: -4555683.500000 Penalty: 5235.243652 Iteration 10Q: 3 clusters Score -4555684 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 29798 members Entering Unmasked Estep Score: -4555984.000000 Penalty: 5235.243652 Iteration 11Q: 3 clusters Score -4555984 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 30146 members Entering Unmasked Estep Score: -4556159.000000 Penalty: 5235.243652 Iteration 12Q: 3 clusters Score -4556159 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 30427 members Entering Unmasked Estep Score: -4556269.500000 Penalty: 5235.243652 Iteration 13Q: 3 clusters Score -4556270 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 30716 members Entering Unmasked Estep Score: -4556383.000000 Penalty: 5235.243652 Iteration 14Q: 3 clusters Score -4556383 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 30996 members Entering Unmasked Estep Score: -4556517.000000 Penalty: 5235.243652 Iteration 15Q: 3 clusters Score -4556517 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 31270 members Entering Unmasked Estep Score: -4556610.000000 Penalty: 5235.243652 Iteration 16Q: 3 clusters Score -4556610 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 31533 members Entering Unmasked Estep Score: -4556709.500000 Penalty: 5235.243652 Iteration 17Q: 3 clusters Score -4556710 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 31780 members Entering Unmasked Estep Score: -4556789.000000 Penalty: 5235.243652 Iteration 18Q: 3 clusters Score -4556789 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 32043 members Entering Unmasked Estep Score: -4556893.500000 Penalty: 5235.243652 Iteration 19Q: 3 clusters Score -4556894 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 32299 members Entering Unmasked Estep Score: -4556982.500000 Penalty: 5235.243652 Iteration 20F: 3 clusters Score -4556982 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 32555 members Entering Unmasked Estep Score: -4557068.000000 Penalty: 5235.243652 Iteration 21Q: 3 clusters Score -4557068 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 32792 members Entering Unmasked Estep Score: -4557134.500000 Penalty: 5235.243652 Iteration 22Q: 3 clusters Score -4557134 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 33027 members Entering Unmasked Estep Score: -4557227.500000 Penalty: 5235.243652 Iteration 23Q: 3 clusters Score -4557228 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 33253 members Entering Unmasked Estep Score: -4557312.500000 Penalty: 5235.243652 Iteration 24Q: 3 clusters Score -4557312 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 33462 members Entering Unmasked Estep Score: -4557380.500000 Penalty: 5235.243652 Iteration 25Q: 3 clusters Score -4557380 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 33671 members Entering Unmasked Estep Score: -4557443.000000 Penalty: 5235.243652 Iteration 26Q: 3 clusters Score -4557443 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 33884 members Entering Unmasked Estep Score: -4557521.500000 Penalty: 5235.243652 Iteration 27Q: 3 clusters Score -4557522 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 34086 members Entering Unmasked Estep Score: -4557593.000000 Penalty: 5235.243652 Iteration 28Q: 3 clusters Score -4557593 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 34277 members Entering Unmasked Estep Score: -4557661.500000 Penalty: 5235.243652 Iteration 29Q: 3 clusters Score -4557662 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 34461 members Entering Unmasked Estep Score: -4557736.000000 Penalty: 5235.243652 Iteration 30Q: 3 clusters Score -4557736 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 34617 members Entering Unmasked Estep Score: -4557793.000000 Penalty: 5235.243652 Iteration 31Q: 3 clusters Score -4557793 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 34777 members Entering Unmasked Estep Score: -4557852.500000 Penalty: 5235.243652 Iteration 32Q: 3 clusters Score -4557852 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 34932 members Entering Unmasked Estep Score: -4557910.500000 Penalty: 5235.243652 Iteration 33Q: 3 clusters Score -4557910 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 35076 members Entering Unmasked Estep Score: -4557954.000000 Penalty: 5235.243652 Iteration 34Q: 3 clusters Score -4557954 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 35203 members Entering Unmasked Estep Score: -4557999.000000 Penalty: 5235.243652 Iteration 35Q: 3 clusters Score -4557999 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 35320 members Entering Unmasked Estep Score: -4558051.500000 Penalty: 5235.243652 Iteration 36Q: 3 clusters Score -4558052 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 35433 members Entering Unmasked Estep Score: -4558092.500000 Penalty: 5235.243652 Iteration 37Q: 3 clusters Score -4558092 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 35531 members Entering Unmasked Estep Score: -4558137.500000 Penalty: 5235.243652 Iteration 38Q: 3 clusters Score -4558138 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 35625 members Entering Unmasked Estep Score: -4558170.500000 Penalty: 5235.243652 Iteration 39Q: 3 clusters Score -4558170 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 35715 members Entering Unmasked Estep Score: -4558197.000000 Penalty: 5235.243652 Iteration 40F: 3 clusters Score -4558197 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 35799 members Entering Unmasked Estep Score: -4558233.000000 Penalty: 5235.243652 Iteration 41Q: 3 clusters Score -4558233 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 35864 members Entering Unmasked Estep Score: -4558270.000000 Penalty: 5235.243652 Iteration 42Q: 3 clusters Score -4558270 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 35927 members Entering Unmasked Estep Score: -4558291.500000 Penalty: 5235.243652 Iteration 43Q: 3 clusters Score -4558292 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 35993 members Entering Unmasked Estep Score: -4558317.000000 Penalty: 5235.243652 Iteration 44Q: 3 clusters Score -4558317 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 36050 members Entering Unmasked Estep Score: -4558336.000000 Penalty: 5235.243652 Iteration 45Q: 3 clusters Score -4558336 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 36093 members Entering Unmasked Estep Score: -4558352.000000 Penalty: 5235.243652 Iteration 46Q: 3 clusters Score -4558352 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 36131 members Entering Unmasked Estep Score: -4558367.000000 Penalty: 5235.243652 Iteration 47Q: 3 clusters Score -4558367 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 36169 members Entering Unmasked Estep Score: -4558378.000000 Penalty: 5235.243652 Iteration 48Q: 3 clusters Score -4558378 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 36207 members Entering Unmasked Estep Score: -4558399.000000 Penalty: 5235.243652 Iteration 49Q: 3 clusters Score -4558399 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 36247 members Entering Unmasked Estep Score: -4558426.500000 Penalty: 5235.243652 Iteration 50Q: 3 clusters Score -4558426 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 36291 members Entering Unmasked Estep Score: -4558440.500000 Penalty: 5235.243652 Iteration 51Q: 3 clusters Score -4558440 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 36327 members Entering Unmasked Estep Score: -4558464.500000 Penalty: 5235.243652 Iteration 52Q: 3 clusters Score -4558464 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 36357 members Entering Unmasked Estep Score: -4558476.500000 Penalty: 5235.243652 Iteration 53Q: 3 clusters Score -4558476 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 36382 members Entering Unmasked Estep Score: -4558480.000000 Penalty: 5235.243652 Iteration 54Q: 3 clusters Score -4558480 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 36412 members Entering Unmasked Estep Score: -4558478.500000 Penalty: 5235.243652 Iteration 55Q: 3 clusters Score -4558478 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 36437 members Entering Unmasked Estep Score: -4558488.500000 Penalty: 5235.243652 Iteration 56Q: 3 clusters Score -4558488 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 36471 members Entering Unmasked Estep Score: -4558498.000000 Penalty: 5235.243652 Iteration 57Q: 3 clusters Score -4558498 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 36493 members Entering Unmasked Estep Score: -4558506.000000 Penalty: 5235.243652 Iteration 58Q: 3 clusters Score -4558506 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 36510 members Entering Unmasked Estep Score: -4558507.000000 Penalty: 5235.243652 Iteration 59Q: 3 clusters Score -4558507 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -4558515.500000 Penalty: 5235.243652 Iteration 60F: 3 clusters Score -4558516 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 36535 members Entering Unmasked Estep Score: -4558515.500000 Penalty: 5235.243652 Iteration 61Q: 3 clusters Score -4558516 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 36548 members Entering Unmasked Estep Score: -4558521.500000 Penalty: 5235.243652 Iteration 62Q: 3 clusters Score -4558522 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 36566 members Entering Unmasked Estep Score: -4558523.500000 Penalty: 5235.243652 Iteration 63Q: 3 clusters Score -4558524 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 36587 members Entering Unmasked Estep Score: -4558536.000000 Penalty: 5235.243652 Iteration 64Q: 3 clusters Score -4558536 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 36611 members Entering Unmasked Estep Score: -4558541.000000 Penalty: 5235.243652 Iteration 65Q: 3 clusters Score -4558541 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 36641 members Entering Unmasked Estep Score: -4558571.000000 Penalty: 5235.243652 Iteration 66Q: 3 clusters Score -4558571 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 36668 members Entering Unmasked Estep Score: -4558587.000000 Penalty: 5235.243652 Iteration 67Q: 3 clusters Score -4558587 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 36693 members Entering Unmasked Estep Score: -4558609.500000 Penalty: 5235.243652 Iteration 68Q: 3 clusters Score -4558610 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 36717 members Entering Unmasked Estep Score: -4558636.500000 Penalty: 5235.243652 Iteration 69Q: 3 clusters Score -4558636 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 36759 members Entering Unmasked Estep Score: -4558693.500000 Penalty: 5235.243652 Iteration 70Q: 3 clusters Score -4558694 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 36798 members Entering Unmasked Estep Score: -4558741.500000 Penalty: 5235.243652 Iteration 71Q: 3 clusters Score -4558742 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 36843 members Entering Unmasked Estep Score: -4558791.500000 Penalty: 5235.243652 Iteration 72Q: 3 clusters Score -4558792 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 36886 members Entering Unmasked Estep Score: -4558874.000000 Penalty: 5235.243652 Iteration 73Q: 3 clusters Score -4558874 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 36918 members Entering Unmasked Estep Score: -4558916.500000 Penalty: 5235.243652 Iteration 74Q: 3 clusters Score -4558916 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 36944 members Entering Unmasked Estep Score: -4558926.000000 Penalty: 5235.243652 Iteration 75Q: 3 clusters Score -4558926 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 36958 members Entering Unmasked Estep Score: -4558940.500000 Penalty: 5235.243652 Iteration 76Q: 3 clusters Score -4558940 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 36973 members Entering Unmasked Estep Score: -4558957.000000 Penalty: 5235.243652 Iteration 77Q: 3 clusters Score -4558957 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 36981 members Entering Unmasked Estep Score: -4558955.500000 Penalty: 5235.243652 Iteration 78Q: 3 clusters Score -4558956 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 36989 members Entering Unmasked Estep Score: -4558958.000000 Penalty: 5235.243652 Iteration 79Q: 3 clusters Score -4558958 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 36995 members Entering Unmasked Estep Score: -4558963.500000 Penalty: 5235.243652 Iteration 80F: 3 clusters Score -4558964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 36997 members Entering Unmasked Estep Score: -4558968.500000 Penalty: 5235.243652 Iteration 81Q: 3 clusters Score -4558968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 36998 members Entering Unmasked Estep Score: -4558969.000000 Penalty: 5235.243652 Iteration 82Q: 3 clusters Score -4558969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 36997 members Entering Unmasked Estep Score: -4558971.000000 Penalty: 5235.243652 Iteration 83Q: 3 clusters Score -4558971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 36996 members Entering Unmasked Estep Score: -4558976.000000 Penalty: 5235.243652 Iteration 84Q: 3 clusters Score -4558976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 36997 members Entering Unmasked Estep Score: -4558975.500000 Penalty: 5235.243652 Iteration 85Q: 3 clusters Score -4558976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 36999 members Entering Unmasked Estep Score: -4558976.000000 Penalty: 5235.243652 Iteration 86Q: 3 clusters Score -4558976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 37000 members Entering Unmasked Estep Score: -4558973.000000 Penalty: 5235.243652 Iteration 87Q: 3 clusters Score -4558973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 37001 members Entering Unmasked Estep Score: -4558979.500000 Penalty: 5235.243652 Iteration 88Q: 3 clusters Score -4558980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -4558978.000000 Penalty: 5235.243652 Iteration 89Q: 3 clusters Score -4558978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -4558974.500000 Penalty: 5235.243652 Iteration 90Q: 3 clusters Score -4558974 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 37005 members Entering Unmasked Estep Score: -4558973.500000 Penalty: 5235.243652 Iteration 91Q: 3 clusters Score -4558974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 37004 members Entering Unmasked Estep Score: -4558972.000000 Penalty: 5235.243652 Iteration 92Q: 3 clusters Score -4558972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -4558972.500000 Penalty: 5235.243652 Iteration 93Q: 3 clusters Score -4558972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -4558972.500000 Penalty: 5235.243652 Iteration 94F: 3 clusters Score -4558972 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Entering Unmasked Estep Score: -950203.312500 Penalty: 2220.374512 Iteration 0F: 2 clusters Score -950203.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -943994.062500 Penalty: 4440.749023 Iteration 0F: 3 clusters Score -943994.1 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -945635.000000 Penalty: 4440.749023 Iteration 1F: 3 clusters Score -945635 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -945884.062500 Penalty: 4440.749023 Iteration 2F: 3 clusters Score -945884.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -946038.625000 Penalty: 4440.749023 Iteration 3Q: 3 clusters Score -946038.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -946142.562500 Penalty: 4440.749023 Iteration 4Q: 3 clusters Score -946142.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -946211.875000 Penalty: 4440.749023 Iteration 5Q: 3 clusters Score -946211.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -946279.000000 Penalty: 4440.749023 Iteration 6Q: 3 clusters Score -946279 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -946334.812500 Penalty: 4440.749023 Iteration 7Q: 3 clusters Score -946334.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -946383.375000 Penalty: 4440.749023 Iteration 8Q: 3 clusters Score -946383.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -946430.750000 Penalty: 4440.749023 Iteration 9Q: 3 clusters Score -946430.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -946471.750000 Penalty: 4440.749023 Iteration 10Q: 3 clusters Score -946471.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -946520.000000 Penalty: 4440.749023 Iteration 11Q: 3 clusters Score -946520 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -946567.687500 Penalty: 4440.749023 Iteration 12Q: 3 clusters Score -946567.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -946610.250000 Penalty: 4440.749023 Iteration 13Q: 3 clusters Score -946610.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -946655.750000 Penalty: 4440.749023 Iteration 14Q: 3 clusters Score -946655.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -946701.875000 Penalty: 4440.749023 Iteration 15Q: 3 clusters Score -946701.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -946741.375000 Penalty: 4440.749023 Iteration 16Q: 3 clusters Score -946741.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -946778.562500 Penalty: 4440.749023 Iteration 17Q: 3 clusters Score -946778.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -946822.187500 Penalty: 4440.749023 Iteration 18Q: 3 clusters Score -946822.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -946869.187500 Penalty: 4440.749023 Iteration 19Q: 3 clusters Score -946869.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -946936.312500 Penalty: 4440.749023 Iteration 20F: 3 clusters Score -946936.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -947029.812500 Penalty: 4440.749023 Iteration 21Q: 3 clusters Score -947029.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -947137.437500 Penalty: 4440.749023 Iteration 22Q: 3 clusters Score -947137.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -947240.750000 Penalty: 4440.749023 Iteration 23Q: 3 clusters Score -947240.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -947360.125000 Penalty: 4440.749023 Iteration 24Q: 3 clusters Score -947360.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -947468.437500 Penalty: 4440.749023 Iteration 25Q: 3 clusters Score -947468.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -947583.125000 Penalty: 4440.749023 Iteration 26Q: 3 clusters Score -947583.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -947691.562500 Penalty: 4440.749023 Iteration 27Q: 3 clusters Score -947691.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -947768.625000 Penalty: 4440.749023 Iteration 28Q: 3 clusters Score -947768.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -947827.187500 Penalty: 4440.749023 Iteration 29Q: 3 clusters Score -947827.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -947889.562500 Penalty: 4440.749023 Iteration 30Q: 3 clusters Score -947889.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -947951.187500 Penalty: 4440.749023 Iteration 31Q: 3 clusters Score -947951.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -948002.750000 Penalty: 4440.749023 Iteration 32Q: 3 clusters Score -948002.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -948053.125000 Penalty: 4440.749023 Iteration 33Q: 3 clusters Score -948053.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -948091.937500 Penalty: 4440.749023 Iteration 34Q: 3 clusters Score -948091.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -948137.000000 Penalty: 4440.749023 Iteration 35Q: 3 clusters Score -948137 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -948176.812500 Penalty: 4440.749023 Iteration 36Q: 3 clusters Score -948176.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -948198.812500 Penalty: 4440.749023 Iteration 37Q: 3 clusters Score -948198.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -948212.812500 Penalty: 4440.749023 Iteration 38Q: 3 clusters Score -948212.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -948225.187500 Penalty: 4440.749023 Iteration 39Q: 3 clusters Score -948225.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -948235.437500 Penalty: 4440.749023 Iteration 40F: 3 clusters Score -948235.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -948243.750000 Penalty: 4440.749023 Iteration 41Q: 3 clusters Score -948243.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -948249.687500 Penalty: 4440.749023 Iteration 42Q: 3 clusters Score -948249.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -948256.312500 Penalty: 4440.749023 Iteration 43Q: 3 clusters Score -948256.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -948262.750000 Penalty: 4440.749023 Iteration 44Q: 3 clusters Score -948262.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -948263.687500 Penalty: 4440.749023 Iteration 45Q: 3 clusters Score -948263.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -948267.562500 Penalty: 4440.749023 Iteration 46Q: 3 clusters Score -948267.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -948272.000000 Penalty: 4440.749023 Iteration 47Q: 3 clusters Score -948272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -948272.437500 Penalty: 4440.749023 Iteration 48Q: 3 clusters Score -948272.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -948272.625000 Penalty: 4440.749023 Iteration 49Q: 3 clusters Score -948272.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -948274.000000 Penalty: 4440.749023 Iteration 50Q: 3 clusters Score -948274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -948273.187500 Penalty: 4440.749023 Iteration 51Q: 3 clusters Score -948273.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -948275.937500 Penalty: 4440.749023 Iteration 52Q: 3 clusters Score -948275.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -948275.812500 Penalty: 4440.749023 Iteration 53Q: 3 clusters Score -948275.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -948275.812500 Penalty: 4440.749023 Iteration 54F: 3 clusters Score -948275.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Entering Unmasked Estep Score: -129609.648438 Penalty: 1753.960693 Iteration 0F: 2 clusters Score -129609.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -127640.601562 Penalty: 3507.921387 Iteration 0F: 3 clusters Score -127640.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -128090.921875 Penalty: 3507.921387 Iteration 1F: 3 clusters Score -128090.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -128314.187500 Penalty: 3507.921387 Iteration 2F: 3 clusters Score -128314.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -128479.273438 Penalty: 3507.921387 Iteration 3F: 3 clusters Score -128479.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -128606.859375 Penalty: 3507.921387 Iteration 4F: 3 clusters Score -128606.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -128661.882812 Penalty: 3507.921387 Iteration 5Q: 3 clusters Score -128661.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -128699.484375 Penalty: 3507.921387 Iteration 6Q: 3 clusters Score -128699.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -128734.132812 Penalty: 3507.921387 Iteration 7Q: 3 clusters Score -128734.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -128757.906250 Penalty: 3507.921387 Iteration 8Q: 3 clusters Score -128757.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -128764.429688 Penalty: 3507.921387 Iteration 9Q: 3 clusters Score -128764.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -128769.390625 Penalty: 3507.921387 Iteration 10Q: 3 clusters Score -128769.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -128780.937500 Penalty: 3507.921387 Iteration 11Q: 3 clusters Score -128780.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -128785.000000 Penalty: 3507.921387 Iteration 12Q: 3 clusters Score -128785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -128786.085938 Penalty: 3507.921387 Iteration 13Q: 3 clusters Score -128786.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -128786.640625 Penalty: 3507.921387 Iteration 14Q: 3 clusters Score -128786.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -128786.640625 Penalty: 3507.921387 Iteration 15F: 3 clusters Score -128786.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -60402.875000 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -60402.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58843.660156 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -58843.66 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -59088.199219 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -59088.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -59175.386719 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -59175.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -59206.789062 Penalty: 3151.767578 Iteration 3Q: 3 clusters Score -59206.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -59232.000000 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -59232 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -59258.320312 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -59258.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -59284.582031 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -59284.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -59309.769531 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -59309.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -59352.500000 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -59352.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -59426.371094 Penalty: 3151.767578 Iteration 9Q: 3 clusters Score -59426.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -59456.925781 Penalty: 3151.767578 Iteration 10Q: 3 clusters Score -59456.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59475.664062 Penalty: 3151.767578 Iteration 11Q: 3 clusters Score -59475.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -59479.214844 Penalty: 3151.767578 Iteration 12Q: 3 clusters Score -59479.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -59485.582031 Penalty: 3151.767578 Iteration 13Q: 3 clusters Score -59485.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -59496.847656 Penalty: 3151.767578 Iteration 14Q: 3 clusters Score -59496.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -59505.890625 Penalty: 3151.767578 Iteration 15Q: 3 clusters Score -59505.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -59520.949219 Penalty: 3151.767578 Iteration 16Q: 3 clusters Score -59520.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -59543.753906 Penalty: 3151.767578 Iteration 17Q: 3 clusters Score -59543.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -59567.062500 Penalty: 3151.767578 Iteration 18Q: 3 clusters Score -59567.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -59601.750000 Penalty: 3151.767578 Iteration 19Q: 3 clusters Score -59601.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -59644.605469 Penalty: 3151.767578 Iteration 20F: 3 clusters Score -59644.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59744.238281 Penalty: 3151.767578 Iteration 21Q: 3 clusters Score -59744.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59990.921875 Penalty: 3151.767578 Iteration 22Q: 3 clusters Score -59990.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60050.195312 Penalty: 3151.767578 Iteration 23Q: 3 clusters Score -60050.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -60052.558594 Penalty: 3151.767578 Iteration 24Q: 3 clusters Score -60052.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60054.027344 Penalty: 3151.767578 Iteration 25Q: 3 clusters Score -60054.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60054.027344 Penalty: 3151.767578 Iteration 26F: 3 clusters Score -60054.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Entering Unmasked Estep Score: -235364.593750 Penalty: 1876.829956 Iteration 0F: 2 clusters Score -235364.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -232774.296875 Penalty: 3753.659912 Iteration 0F: 3 clusters Score -232774.3 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -233209.484375 Penalty: 3753.659912 Iteration 1F: 3 clusters Score -233209.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -233308.843750 Penalty: 3753.659912 Iteration 2F: 3 clusters Score -233308.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -233362.734375 Penalty: 3753.659912 Iteration 3Q: 3 clusters Score -233362.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -233390.187500 Penalty: 3753.659912 Iteration 4Q: 3 clusters Score -233390.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -233401.250000 Penalty: 3753.659912 Iteration 5Q: 3 clusters Score -233401.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -233409.640625 Penalty: 3753.659912 Iteration 6Q: 3 clusters Score -233409.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -233417.062500 Penalty: 3753.659912 Iteration 7Q: 3 clusters Score -233417.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -233428.812500 Penalty: 3753.659912 Iteration 8Q: 3 clusters Score -233428.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -233437.531250 Penalty: 3753.659912 Iteration 9Q: 3 clusters Score -233437.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -233444.343750 Penalty: 3753.659912 Iteration 10Q: 3 clusters Score -233444.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -233450.625000 Penalty: 3753.659912 Iteration 11Q: 3 clusters Score -233450.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -233456.171875 Penalty: 3753.659912 Iteration 12Q: 3 clusters Score -233456.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -233460.453125 Penalty: 3753.659912 Iteration 13Q: 3 clusters Score -233460.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -233462.875000 Penalty: 3753.659912 Iteration 14Q: 3 clusters Score -233462.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -233465.484375 Penalty: 3753.659912 Iteration 15Q: 3 clusters Score -233465.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -233469.953125 Penalty: 3753.659912 Iteration 16Q: 3 clusters Score -233470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -233472.218750 Penalty: 3753.659912 Iteration 17Q: 3 clusters Score -233472.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -233472.953125 Penalty: 3753.659912 Iteration 18Q: 3 clusters Score -233473 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -233476.578125 Penalty: 3753.659912 Iteration 19Q: 3 clusters Score -233476.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -233478.109375 Penalty: 3753.659912 Iteration 20F: 3 clusters Score -233478.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24777 members Entering Unmasked Estep Score: -3000453.000000 Penalty: 2509.182373 Iteration 0F: 2 clusters Score -3000453 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -2983230.500000 Penalty: 5018.364746 Iteration 0F: 3 clusters Score -2983230 nChanged 11050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -2989629.250000 Penalty: 5018.364746 Iteration 1F: 3 clusters Score -2989629 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 13771 members Entering Unmasked Estep Score: -2990892.500000 Penalty: 5018.364746 Iteration 2F: 3 clusters Score -2990892 nChanged 2042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 14751 members Entering Unmasked Estep Score: -2992685.250000 Penalty: 5018.364746 Iteration 3F: 3 clusters Score -2992685 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -2994514.750000 Penalty: 5018.364746 Iteration 4F: 3 clusters Score -2994515 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 17394 members Entering Unmasked Estep Score: -2996095.500000 Penalty: 5018.364746 Iteration 5F: 3 clusters Score -2996096 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -2997335.500000 Penalty: 5018.364746 Iteration 6F: 3 clusters Score -2997336 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 19808 members Entering Unmasked Estep Score: -2998224.750000 Penalty: 5018.364746 Iteration 7Q: 3 clusters Score -2998225 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 20626 members Entering Unmasked Estep Score: -2998826.000000 Penalty: 5018.364746 Iteration 8Q: 3 clusters Score -2998826 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 21242 members Entering Unmasked Estep Score: -2999255.500000 Penalty: 5018.364746 Iteration 9Q: 3 clusters Score -2999256 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 21722 members Entering Unmasked Estep Score: -2999553.750000 Penalty: 5018.364746 Iteration 10Q: 3 clusters Score -2999554 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 22108 members Entering Unmasked Estep Score: -2999772.000000 Penalty: 5018.364746 Iteration 11Q: 3 clusters Score -2999772 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -2999903.250000 Penalty: 5018.364746 Iteration 12Q: 3 clusters Score -2999903 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 22577 members Entering Unmasked Estep Score: -2999969.250000 Penalty: 5018.364746 Iteration 13Q: 3 clusters Score -2999969 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 22726 members Entering Unmasked Estep Score: -3000032.750000 Penalty: 5018.364746 Iteration 14Q: 3 clusters Score -3000033 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 22827 members Entering Unmasked Estep Score: -3000066.500000 Penalty: 5018.364746 Iteration 15Q: 3 clusters Score -3000066 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 22893 members Entering Unmasked Estep Score: -3000081.750000 Penalty: 5018.364746 Iteration 16Q: 3 clusters Score -3000082 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 22947 members Entering Unmasked Estep Score: -3000092.500000 Penalty: 5018.364746 Iteration 17Q: 3 clusters Score -3000092 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 22993 members Entering Unmasked Estep Score: -3000100.750000 Penalty: 5018.364746 Iteration 18Q: 3 clusters Score -3000101 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -3000114.500000 Penalty: 5018.364746 Iteration 19Q: 3 clusters Score -3000114 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 23065 members Entering Unmasked Estep Score: -3000116.500000 Penalty: 5018.364746 Iteration 20F: 3 clusters Score -3000116 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 23094 members Entering Unmasked Estep Score: -3000120.750000 Penalty: 5018.364746 Iteration 21Q: 3 clusters Score -3000121 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 23123 members Entering Unmasked Estep Score: -3000132.750000 Penalty: 5018.364746 Iteration 22Q: 3 clusters Score -3000133 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 23148 members Entering Unmasked Estep Score: -3000147.750000 Penalty: 5018.364746 Iteration 23Q: 3 clusters Score -3000148 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 23169 members Entering Unmasked Estep Score: -3000152.500000 Penalty: 5018.364746 Iteration 24Q: 3 clusters Score -3000152 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -3000151.500000 Penalty: 5018.364746 Iteration 25Q: 3 clusters Score -3000152 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 23187 members Entering Unmasked Estep Score: -3000150.500000 Penalty: 5018.364746 Iteration 26Q: 3 clusters Score -3000150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 23190 members Entering Unmasked Estep Score: -3000150.250000 Penalty: 5018.364746 Iteration 27Q: 3 clusters Score -3000150 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 23192 members Entering Unmasked Estep Score: -3000150.750000 Penalty: 5018.364746 Iteration 28Q: 3 clusters Score -3000151 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 23193 members Entering Unmasked Estep Score: -3000151.750000 Penalty: 5018.364746 Iteration 29Q: 3 clusters Score -3000152 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 23193 members Entering Unmasked Estep Score: -3000151.750000 Penalty: 5018.364746 Iteration 30F: 3 clusters Score -3000152 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (55450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55450 members Entering Unmasked Estep Score: -6865346.000000 Penalty: 2708.962646 Iteration 0F: 2 clusters Score -6865346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27672 members Mstep: Class 2 contains 27778 members Entering Unmasked Estep Score: -6827837.500000 Penalty: 5417.925293 Iteration 0F: 3 clusters Score -6827838 nChanged 25917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26871 members Mstep: Class 2 contains 28579 members Entering Unmasked Estep Score: -6842387.500000 Penalty: 5417.925293 Iteration 1F: 3 clusters Score -6842388 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 29252 members Entering Unmasked Estep Score: -6843094.000000 Penalty: 5417.925293 Iteration 2Q: 3 clusters Score -6843094 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25204 members Mstep: Class 2 contains 30246 members Entering Unmasked Estep Score: -6844001.000000 Penalty: 5417.925293 Iteration 3Q: 3 clusters Score -6844001 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23782 members Mstep: Class 2 contains 31668 members Entering Unmasked Estep Score: -6845026.000000 Penalty: 5417.925293 Iteration 4Q: 3 clusters Score -6845026 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 33613 members Entering Unmasked Estep Score: -6846625.000000 Penalty: 5417.925293 Iteration 5F: 3 clusters Score -6846625 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19323 members Mstep: Class 2 contains 36127 members Entering Unmasked Estep Score: -6848629.500000 Penalty: 5417.925293 Iteration 6F: 3 clusters Score -6848630 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16387 members Mstep: Class 2 contains 39063 members Entering Unmasked Estep Score: -6850963.500000 Penalty: 5417.925293 Iteration 7F: 3 clusters Score -6850964 nChanged 3588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 42245 members Entering Unmasked Estep Score: -6853504.000000 Penalty: 5417.925293 Iteration 8F: 3 clusters Score -6853504 nChanged 3216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 45281 members Entering Unmasked Estep Score: -6855794.000000 Penalty: 5417.925293 Iteration 9F: 3 clusters Score -6855794 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 47987 members Entering Unmasked Estep Score: -6857871.500000 Penalty: 5417.925293 Iteration 10Q: 3 clusters Score -6857872 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 50227 members Entering Unmasked Estep Score: -6859631.500000 Penalty: 5417.925293 Iteration 11Q: 3 clusters Score -6859632 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 51893 members Entering Unmasked Estep Score: -6860855.500000 Penalty: 5417.925293 Iteration 12Q: 3 clusters Score -6860856 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 53024 members Entering Unmasked Estep Score: -6861705.000000 Penalty: 5417.925293 Iteration 13Q: 3 clusters Score -6861705 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 53754 members Entering Unmasked Estep Score: -6862241.000000 Penalty: 5417.925293 Iteration 14Q: 3 clusters Score -6862241 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 54206 members Entering Unmasked Estep Score: -6862551.000000 Penalty: 5417.925293 Iteration 15Q: 3 clusters Score -6862551 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 54487 members Entering Unmasked Estep Score: -6862753.500000 Penalty: 5417.925293 Iteration 16Q: 3 clusters Score -6862754 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 54650 members Entering Unmasked Estep Score: -6862846.500000 Penalty: 5417.925293 Iteration 17Q: 3 clusters Score -6862846 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 54738 members Entering Unmasked Estep Score: -6862911.000000 Penalty: 5417.925293 Iteration 18Q: 3 clusters Score -6862911 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 54795 members Entering Unmasked Estep Score: -6862941.000000 Penalty: 5417.925293 Iteration 19Q: 3 clusters Score -6862941 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 54820 members Entering Unmasked Estep Score: -6862952.500000 Penalty: 5417.925293 Iteration 20F: 3 clusters Score -6862952 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 54840 members Entering Unmasked Estep Score: -6862972.000000 Penalty: 5417.925293 Iteration 21Q: 3 clusters Score -6862972 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 54858 members Entering Unmasked Estep Score: -6862990.000000 Penalty: 5417.925293 Iteration 22Q: 3 clusters Score -6862990 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 54871 members Entering Unmasked Estep Score: -6862991.500000 Penalty: 5417.925293 Iteration 23Q: 3 clusters Score -6862992 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 54884 members Entering Unmasked Estep Score: -6863008.000000 Penalty: 5417.925293 Iteration 24Q: 3 clusters Score -6863008 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 54901 members Entering Unmasked Estep Score: -6863024.000000 Penalty: 5417.925293 Iteration 25Q: 3 clusters Score -6863024 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 54912 members Entering Unmasked Estep Score: -6863029.500000 Penalty: 5417.925293 Iteration 26Q: 3 clusters Score -6863030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 54920 members Entering Unmasked Estep Score: -6863035.000000 Penalty: 5417.925293 Iteration 27Q: 3 clusters Score -6863035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 54923 members Entering Unmasked Estep Score: -6863032.500000 Penalty: 5417.925293 Iteration 28Q: 3 clusters Score -6863032 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 54929 members Entering Unmasked Estep Score: -6863038.000000 Penalty: 5417.925293 Iteration 29Q: 3 clusters Score -6863038 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 54935 members Entering Unmasked Estep Score: -6863048.500000 Penalty: 5417.925293 Iteration 30Q: 3 clusters Score -6863048 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 54936 members Entering Unmasked Estep Score: -6863052.500000 Penalty: 5417.925293 Iteration 31Q: 3 clusters Score -6863052 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 54940 members Entering Unmasked Estep Score: -6863063.500000 Penalty: 5417.925293 Iteration 32Q: 3 clusters Score -6863064 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 54942 members Entering Unmasked Estep Score: -6863069.000000 Penalty: 5417.925293 Iteration 33Q: 3 clusters Score -6863069 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 54946 members Entering Unmasked Estep Score: -6863070.000000 Penalty: 5417.925293 Iteration 34Q: 3 clusters Score -6863070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 54950 members Entering Unmasked Estep Score: -6863064.000000 Penalty: 5417.925293 Iteration 35Q: 3 clusters Score -6863064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 54950 members Entering Unmasked Estep Score: -6863065.000000 Penalty: 5417.925293 Iteration 36Q: 3 clusters Score -6863065 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 54950 members Entering Unmasked Estep Score: -6863065.000000 Penalty: 5417.925293 Iteration 37F: 3 clusters Score -6863065 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (22794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22794 members Entering Unmasked Estep Score: -2703438.750000 Penalty: 2488.494629 Iteration 0F: 2 clusters Score -2703439 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -2687616.500000 Penalty: 4976.989258 Iteration 0F: 3 clusters Score -2687616 nChanged 10073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -2692765.500000 Penalty: 4976.989258 Iteration 1F: 3 clusters Score -2692766 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11170 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -2693146.000000 Penalty: 4976.989258 Iteration 2Q: 3 clusters Score -2693146 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -2693536.500000 Penalty: 4976.989258 Iteration 3Q: 3 clusters Score -2693536 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -2693872.750000 Penalty: 4976.989258 Iteration 4Q: 3 clusters Score -2693873 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -2694247.000000 Penalty: 4976.989258 Iteration 5Q: 3 clusters Score -2694247 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 12779 members Entering Unmasked Estep Score: -2694633.250000 Penalty: 4976.989258 Iteration 6Q: 3 clusters Score -2694633 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -2695098.500000 Penalty: 4976.989258 Iteration 7Q: 3 clusters Score -2695098 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -2695668.500000 Penalty: 4976.989258 Iteration 8Q: 3 clusters Score -2695668 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -2696347.500000 Penalty: 4976.989258 Iteration 9F: 3 clusters Score -2696348 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -2697048.000000 Penalty: 4976.989258 Iteration 10F: 3 clusters Score -2697048 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 17077 members Entering Unmasked Estep Score: -2697765.250000 Penalty: 4976.989258 Iteration 11Q: 3 clusters Score -2697765 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 18007 members Entering Unmasked Estep Score: -2698518.000000 Penalty: 4976.989258 Iteration 12Q: 3 clusters Score -2698518 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 18846 members Entering Unmasked Estep Score: -2699317.250000 Penalty: 4976.989258 Iteration 13Q: 3 clusters Score -2699317 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -2700005.000000 Penalty: 4976.989258 Iteration 14Q: 3 clusters Score -2700005 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 20072 members Entering Unmasked Estep Score: -2700511.250000 Penalty: 4976.989258 Iteration 15Q: 3 clusters Score -2700511 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 20437 members Entering Unmasked Estep Score: -2700808.500000 Penalty: 4976.989258 Iteration 16Q: 3 clusters Score -2700808 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 20678 members Entering Unmasked Estep Score: -2700970.500000 Penalty: 4976.989258 Iteration 17Q: 3 clusters Score -2700970 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 20858 members Entering Unmasked Estep Score: -2701072.000000 Penalty: 4976.989258 Iteration 18Q: 3 clusters Score -2701072 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -2701135.000000 Penalty: 4976.989258 Iteration 19Q: 3 clusters Score -2701135 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 21099 members Entering Unmasked Estep Score: -2701195.750000 Penalty: 4976.989258 Iteration 20F: 3 clusters Score -2701196 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -2701231.750000 Penalty: 4976.989258 Iteration 21Q: 3 clusters Score -2701232 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 21251 members Entering Unmasked Estep Score: -2701261.250000 Penalty: 4976.989258 Iteration 22Q: 3 clusters Score -2701261 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 21318 members Entering Unmasked Estep Score: -2701292.000000 Penalty: 4976.989258 Iteration 23Q: 3 clusters Score -2701292 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -2701324.750000 Penalty: 4976.989258 Iteration 24Q: 3 clusters Score -2701325 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 21434 members Entering Unmasked Estep Score: -2701354.000000 Penalty: 4976.989258 Iteration 25Q: 3 clusters Score -2701354 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 21489 members Entering Unmasked Estep Score: -2701368.000000 Penalty: 4976.989258 Iteration 26Q: 3 clusters Score -2701368 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 21530 members Entering Unmasked Estep Score: -2701388.500000 Penalty: 4976.989258 Iteration 27Q: 3 clusters Score -2701388 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 21575 members Entering Unmasked Estep Score: -2701403.000000 Penalty: 4976.989258 Iteration 28Q: 3 clusters Score -2701403 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 21610 members Entering Unmasked Estep Score: -2701422.000000 Penalty: 4976.989258 Iteration 29Q: 3 clusters Score -2701422 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 21650 members Entering Unmasked Estep Score: -2701440.500000 Penalty: 4976.989258 Iteration 30Q: 3 clusters Score -2701440 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 21685 members Entering Unmasked Estep Score: -2701458.500000 Penalty: 4976.989258 Iteration 31Q: 3 clusters Score -2701458 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 21704 members Entering Unmasked Estep Score: -2701460.500000 Penalty: 4976.989258 Iteration 32Q: 3 clusters Score -2701460 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 21715 members Entering Unmasked Estep Score: -2701467.250000 Penalty: 4976.989258 Iteration 33Q: 3 clusters Score -2701467 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 21730 members Entering Unmasked Estep Score: -2701477.750000 Penalty: 4976.989258 Iteration 34Q: 3 clusters Score -2701478 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 21741 members Entering Unmasked Estep Score: -2701474.750000 Penalty: 4976.989258 Iteration 35Q: 3 clusters Score -2701475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 21746 members Entering Unmasked Estep Score: -2701479.250000 Penalty: 4976.989258 Iteration 36Q: 3 clusters Score -2701479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 21752 members Entering Unmasked Estep Score: -2701480.500000 Penalty: 4976.989258 Iteration 37Q: 3 clusters Score -2701480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -2701483.250000 Penalty: 4976.989258 Iteration 38Q: 3 clusters Score -2701483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 21765 members Entering Unmasked Estep Score: -2701482.750000 Penalty: 4976.989258 Iteration 39Q: 3 clusters Score -2701483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 21770 members Entering Unmasked Estep Score: -2701485.500000 Penalty: 4976.989258 Iteration 40F: 3 clusters Score -2701486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 21773 members Entering Unmasked Estep Score: -2701484.250000 Penalty: 4976.989258 Iteration 41Q: 3 clusters Score -2701484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 21777 members Entering Unmasked Estep Score: -2701486.500000 Penalty: 4976.989258 Iteration 42Q: 3 clusters Score -2701486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 21778 members Entering Unmasked Estep Score: -2701484.500000 Penalty: 4976.989258 Iteration 43Q: 3 clusters Score -2701484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 21782 members Entering Unmasked Estep Score: -2701488.000000 Penalty: 4976.989258 Iteration 44Q: 3 clusters Score -2701488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -2701492.000000 Penalty: 4976.989258 Iteration 45Q: 3 clusters Score -2701492 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 21797 members Entering Unmasked Estep Score: -2701492.250000 Penalty: 4976.989258 Iteration 46Q: 3 clusters Score -2701492 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -2701494.500000 Penalty: 4976.989258 Iteration 47Q: 3 clusters Score -2701494 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -2701499.000000 Penalty: 4976.989258 Iteration 48Q: 3 clusters Score -2701499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 21817 members Entering Unmasked Estep Score: -2701499.000000 Penalty: 4976.989258 Iteration 49Q: 3 clusters Score -2701499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 21818 members Entering Unmasked Estep Score: -2701502.750000 Penalty: 4976.989258 Iteration 50Q: 3 clusters Score -2701503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 21820 members Entering Unmasked Estep Score: -2701500.500000 Penalty: 4976.989258 Iteration 51Q: 3 clusters Score -2701500 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 21822 members Entering Unmasked Estep Score: -2701502.500000 Penalty: 4976.989258 Iteration 52Q: 3 clusters Score -2701502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 21825 members Entering Unmasked Estep Score: -2701502.000000 Penalty: 4976.989258 Iteration 53Q: 3 clusters Score -2701502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 21831 members Entering Unmasked Estep Score: -2701508.250000 Penalty: 4976.989258 Iteration 54Q: 3 clusters Score -2701508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 21837 members Entering Unmasked Estep Score: -2701510.250000 Penalty: 4976.989258 Iteration 55Q: 3 clusters Score -2701510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 21841 members Entering Unmasked Estep Score: -2701511.750000 Penalty: 4976.989258 Iteration 56Q: 3 clusters Score -2701512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 21843 members Entering Unmasked Estep Score: -2701509.500000 Penalty: 4976.989258 Iteration 57Q: 3 clusters Score -2701510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 21844 members Entering Unmasked Estep Score: -2701511.000000 Penalty: 4976.989258 Iteration 58Q: 3 clusters Score -2701511 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 21844 members Entering Unmasked Estep Score: -2701511.000000 Penalty: 4976.989258 Iteration 59F: 3 clusters Score -2701511 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (39675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39675 members Entering Unmasked Estep Score: -4905774.000000 Penalty: 2625.942139 Iteration 0F: 2 clusters Score -4905774 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 19973 members Entering Unmasked Estep Score: -4878874.000000 Penalty: 5251.884277 Iteration 0F: 3 clusters Score -4878874 nChanged 18113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18729 members Mstep: Class 2 contains 20946 members Entering Unmasked Estep Score: -4888843.500000 Penalty: 5251.884277 Iteration 1F: 3 clusters Score -4888844 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18201 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -4889452.000000 Penalty: 5251.884277 Iteration 2Q: 3 clusters Score -4889452 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 22202 members Entering Unmasked Estep Score: -4890065.500000 Penalty: 5251.884277 Iteration 3Q: 3 clusters Score -4890066 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16515 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -4890704.500000 Penalty: 5251.884277 Iteration 4Q: 3 clusters Score -4890704 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 24420 members Entering Unmasked Estep Score: -4891550.000000 Penalty: 5251.884277 Iteration 5Q: 3 clusters Score -4891550 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13491 members Mstep: Class 2 contains 26184 members Entering Unmasked Estep Score: -4892716.500000 Penalty: 5251.884277 Iteration 6F: 3 clusters Score -4892716 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 28391 members Entering Unmasked Estep Score: -4894435.500000 Penalty: 5251.884277 Iteration 7F: 3 clusters Score -4894436 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8887 members Mstep: Class 2 contains 30788 members Entering Unmasked Estep Score: -4896481.500000 Penalty: 5251.884277 Iteration 8F: 3 clusters Score -4896482 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -4898625.500000 Penalty: 5251.884277 Iteration 9F: 3 clusters Score -4898626 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 35021 members Entering Unmasked Estep Score: -4900319.500000 Penalty: 5251.884277 Iteration 10Q: 3 clusters Score -4900320 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 36312 members Entering Unmasked Estep Score: -4901433.000000 Penalty: 5251.884277 Iteration 11Q: 3 clusters Score -4901433 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 37181 members Entering Unmasked Estep Score: -4902152.500000 Penalty: 5251.884277 Iteration 12Q: 3 clusters Score -4902152 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 37783 members Entering Unmasked Estep Score: -4902601.500000 Penalty: 5251.884277 Iteration 13Q: 3 clusters Score -4902602 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 38206 members Entering Unmasked Estep Score: -4902966.500000 Penalty: 5251.884277 Iteration 14Q: 3 clusters Score -4902966 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 38447 members Entering Unmasked Estep 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Unmasked Estep Score: -4903429.500000 Penalty: 5251.884277 Iteration 19Q: 3 clusters Score -4903430 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 38893 members Entering Unmasked Estep Score: -4903488.000000 Penalty: 5251.884277 Iteration 20F: 3 clusters Score -4903488 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 38925 members Entering Unmasked Estep Score: -4903527.000000 Penalty: 5251.884277 Iteration 21Q: 3 clusters Score -4903527 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 38955 members Entering Unmasked Estep Score: -4903554.500000 Penalty: 5251.884277 Iteration 22Q: 3 clusters Score -4903554 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 38978 members Entering Unmasked Estep Score: -4903582.000000 Penalty: 5251.884277 Iteration 23Q: 3 clusters Score -4903582 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 38996 members Entering Unmasked Estep Score: -4903607.000000 Penalty: 5251.884277 Iteration 24Q: 3 clusters Score -4903607 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 39011 members Entering Unmasked Estep Score: -4903625.500000 Penalty: 5251.884277 Iteration 25Q: 3 clusters Score -4903626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 39020 members Entering Unmasked Estep Score: -4903635.000000 Penalty: 5251.884277 Iteration 26Q: 3 clusters Score -4903635 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 39027 members Entering Unmasked Estep Score: -4903640.500000 Penalty: 5251.884277 Iteration 27Q: 3 clusters Score -4903640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 39045 members Entering Unmasked Estep Score: -4903658.500000 Penalty: 5251.884277 Iteration 28Q: 3 clusters Score -4903658 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 39060 members Entering Unmasked Estep Score: -4903676.500000 Penalty: 5251.884277 Iteration 29Q: 3 clusters Score -4903676 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 39071 members Entering Unmasked Estep Score: -4903691.000000 Penalty: 5251.884277 Iteration 30Q: 3 clusters Score -4903691 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39072 members Entering Unmasked Estep Score: -4903707.500000 Penalty: 5251.884277 Iteration 31Q: 3 clusters Score -4903708 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39072 members Entering Unmasked Estep Score: -4903713.500000 Penalty: 5251.884277 Iteration 32Q: 3 clusters Score -4903714 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 39071 members Entering Unmasked Estep Score: -4903724.000000 Penalty: 5251.884277 Iteration 33Q: 3 clusters Score -4903724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 39071 members Entering Unmasked Estep Score: -4903731.500000 Penalty: 5251.884277 Iteration 34Q: 3 clusters Score -4903732 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 39077 members Entering Unmasked Estep Score: -4903735.000000 Penalty: 5251.884277 Iteration 35Q: 3 clusters Score -4903735 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 39079 members Entering Unmasked Estep Score: -4903745.000000 Penalty: 5251.884277 Iteration 36Q: 3 clusters Score -4903745 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 39079 members Entering Unmasked Estep Score: -4903747.500000 Penalty: 5251.884277 Iteration 37Q: 3 clusters Score -4903748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 39081 members Entering Unmasked Estep Score: -4903750.500000 Penalty: 5251.884277 Iteration 38Q: 3 clusters Score -4903750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 39085 members Entering Unmasked Estep Score: -4903759.500000 Penalty: 5251.884277 Iteration 39Q: 3 clusters Score -4903760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 39086 members Entering Unmasked Estep Score: -4903757.500000 Penalty: 5251.884277 Iteration 40F: 3 clusters Score -4903758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 39087 members Entering Unmasked Estep Score: -4903757.000000 Penalty: 5251.884277 Iteration 41Q: 3 clusters Score -4903757 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 39087 members Entering Unmasked Estep Score: -4903757.000000 Penalty: 5251.884277 Iteration 42F: 3 clusters Score -4903757 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Entering Unmasked Estep Score: -252756.500000 Penalty: 1898.654297 Iteration 0F: 2 clusters Score -252756.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -250071.593750 Penalty: 3797.308594 Iteration 0F: 3 clusters Score -250071.6 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -250622.125000 Penalty: 3797.308594 Iteration 1F: 3 clusters Score -250622.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -250822.875000 Penalty: 3797.308594 Iteration 2F: 3 clusters Score -250822.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -250969.968750 Penalty: 3797.308594 Iteration 3F: 3 clusters Score -250970 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -251085.125000 Penalty: 3797.308594 Iteration 4Q: 3 clusters Score -251085.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -251227.468750 Penalty: 3797.308594 Iteration 5Q: 3 clusters Score -251227.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -251435.546875 Penalty: 3797.308594 Iteration 6Q: 3 clusters Score -251435.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -251680.062500 Penalty: 3797.308594 Iteration 7F: 3 clusters Score -251680.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -251850.000000 Penalty: 3797.308594 Iteration 8F: 3 clusters Score -251850 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -251964.078125 Penalty: 3797.308594 Iteration 9Q: 3 clusters Score -251964.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -252047.062500 Penalty: 3797.308594 Iteration 10Q: 3 clusters Score -252047.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -252142.328125 Penalty: 3797.308594 Iteration 11Q: 3 clusters Score -252142.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -252235.718750 Penalty: 3797.308594 Iteration 12Q: 3 clusters Score -252235.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -252289.531250 Penalty: 3797.308594 Iteration 13Q: 3 clusters Score -252289.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -252323.609375 Penalty: 3797.308594 Iteration 14Q: 3 clusters Score -252323.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -252341.453125 Penalty: 3797.308594 Iteration 15Q: 3 clusters Score -252341.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -252357.250000 Penalty: 3797.308594 Iteration 16Q: 3 clusters Score -252357.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -252375.187500 Penalty: 3797.308594 Iteration 17Q: 3 clusters Score -252375.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -252387.375000 Penalty: 3797.308594 Iteration 18Q: 3 clusters Score -252387.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -252393.875000 Penalty: 3797.308594 Iteration 19Q: 3 clusters Score -252393.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -252396.031250 Penalty: 3797.308594 Iteration 20F: 3 clusters Score -252396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -252398.687500 Penalty: 3797.308594 Iteration 21Q: 3 clusters Score -252398.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -252401.562500 Penalty: 3797.308594 Iteration 22Q: 3 clusters Score -252401.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -252403.437500 Penalty: 3797.308594 Iteration 23Q: 3 clusters Score -252403.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -252403.437500 Penalty: 3797.308594 Iteration 24F: 3 clusters Score -252403.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (42473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42473 members Entering Unmasked Estep Score: -5259503.000000 Penalty: 2642.842773 Iteration 0F: 2 clusters Score -5259503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 21293 members Entering Unmasked Estep Score: -5230786.000000 Penalty: 5285.685547 Iteration 0F: 3 clusters Score -5230786 nChanged 19401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20497 members Mstep: Class 2 contains 21976 members Entering Unmasked Estep Score: -5241916.000000 Penalty: 5285.685547 Iteration 1F: 3 clusters Score -5241916 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20012 members Mstep: Class 2 contains 22461 members Entering Unmasked Estep Score: -5242800.000000 Penalty: 5285.685547 Iteration 2F: 3 clusters Score -5242800 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19286 members Mstep: Class 2 contains 23187 members Entering Unmasked Estep Score: -5243898.500000 Penalty: 5285.685547 Iteration 3F: 3 clusters Score -5243898 nChanged 2367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18291 members Mstep: Class 2 contains 24182 members Entering Unmasked Estep Score: -5245076.000000 Penalty: 5285.685547 Iteration 4F: 3 clusters Score -5245076 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16908 members Mstep: Class 2 contains 25565 members Entering Unmasked Estep Score: -5246591.500000 Penalty: 5285.685547 Iteration 5F: 3 clusters Score -5246592 nChanged 2682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15170 members Mstep: Class 2 contains 27303 members Entering Unmasked Estep Score: -5248189.000000 Penalty: 5285.685547 Iteration 6F: 3 clusters Score -5248189 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 29187 members Entering Unmasked Estep Score: -5249666.500000 Penalty: 5285.685547 Iteration 7F: 3 clusters Score -5249666 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 31110 members Entering Unmasked Estep Score: -5251114.500000 Penalty: 5285.685547 Iteration 8F: 3 clusters Score -5251114 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 32931 members Entering Unmasked Estep Score: -5252367.000000 Penalty: 5285.685547 Iteration 9Q: 3 clusters Score -5252367 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 34547 members Entering Unmasked Estep Score: -5253360.500000 Penalty: 5285.685547 Iteration 10Q: 3 clusters Score -5253360 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 35929 members Entering Unmasked Estep Score: -5254184.500000 Penalty: 5285.685547 Iteration 11Q: 3 clusters Score -5254184 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 37101 members Entering Unmasked Estep Score: -5254853.000000 Penalty: 5285.685547 Iteration 12Q: 3 clusters Score -5254853 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 38077 members Entering Unmasked Estep Score: -5255413.000000 Penalty: 5285.685547 Iteration 13Q: 3 clusters Score -5255413 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 38891 members Entering Unmasked Estep Score: -5255911.000000 Penalty: 5285.685547 Iteration 14Q: 3 clusters Score -5255911 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 39562 members Entering Unmasked Estep Score: -5256361.000000 Penalty: 5285.685547 Iteration 15Q: 3 clusters Score -5256361 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 40067 members Entering Unmasked Estep Score: -5256664.000000 Penalty: 5285.685547 Iteration 16Q: 3 clusters Score -5256664 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 40421 members Entering Unmasked Estep Score: -5256946.500000 Penalty: 5285.685547 Iteration 17Q: 3 clusters Score -5256946 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 40658 members Entering Unmasked Estep Score: -5257100.500000 Penalty: 5285.685547 Iteration 18Q: 3 clusters Score -5257100 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 40827 members Entering Unmasked Estep Score: -5257243.500000 Penalty: 5285.685547 Iteration 19Q: 3 clusters Score -5257244 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 40951 members Entering Unmasked Estep Score: -5257331.000000 Penalty: 5285.685547 Iteration 20F: 3 clusters Score -5257331 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 41037 members Entering Unmasked Estep Score: -5257409.500000 Penalty: 5285.685547 Iteration 21Q: 3 clusters Score -5257410 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 41087 members Entering Unmasked Estep Score: -5257445.000000 Penalty: 5285.685547 Iteration 22Q: 3 clusters Score -5257445 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 41130 members Entering Unmasked Estep Score: -5257469.000000 Penalty: 5285.685547 Iteration 23Q: 3 clusters Score -5257469 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 41167 members Entering Unmasked Estep Score: -5257485.500000 Penalty: 5285.685547 Iteration 24Q: 3 clusters Score -5257486 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 41196 members Entering Unmasked Estep Score: -5257502.000000 Penalty: 5285.685547 Iteration 25Q: 3 clusters Score -5257502 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 41230 members Entering Unmasked Estep Score: -5257513.500000 Penalty: 5285.685547 Iteration 26Q: 3 clusters Score -5257514 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 41249 members Entering Unmasked Estep Score: -5257528.000000 Penalty: 5285.685547 Iteration 27Q: 3 clusters Score -5257528 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 41267 members Entering Unmasked Estep Score: -5257539.000000 Penalty: 5285.685547 Iteration 28Q: 3 clusters Score -5257539 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 41283 members Entering Unmasked Estep Score: -5257541.500000 Penalty: 5285.685547 Iteration 29Q: 3 clusters Score -5257542 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 41288 members Entering Unmasked Estep Score: -5257544.500000 Penalty: 5285.685547 Iteration 30Q: 3 clusters Score -5257544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 41293 members Entering Unmasked Estep Score: -5257551.500000 Penalty: 5285.685547 Iteration 31Q: 3 clusters Score -5257552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 41297 members Entering Unmasked Estep Score: -5257551.000000 Penalty: 5285.685547 Iteration 32Q: 3 clusters Score -5257551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 41299 members Entering Unmasked Estep Score: -5257553.500000 Penalty: 5285.685547 Iteration 33Q: 3 clusters Score -5257554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 41300 members Entering Unmasked Estep Score: -5257549.500000 Penalty: 5285.685547 Iteration 34Q: 3 clusters Score -5257550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 41301 members Entering Unmasked Estep Score: -5257552.500000 Penalty: 5285.685547 Iteration 35Q: 3 clusters Score -5257552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 41301 members Entering Unmasked Estep Score: -5257552.500000 Penalty: 5285.685547 Iteration 36F: 3 clusters Score -5257552 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Entering Unmasked Estep Score: -393521.187500 Penalty: 2019.231689 Iteration 0F: 2 clusters Score -393521.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -390009.281250 Penalty: 4038.463379 Iteration 0F: 3 clusters Score -390009.3 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -390735.218750 Penalty: 4038.463379 Iteration 1F: 3 clusters Score -390735.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -390952.562500 Penalty: 4038.463379 Iteration 2F: 3 clusters Score -390952.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -391070.687500 Penalty: 4038.463379 Iteration 3Q: 3 clusters Score -391070.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -391160.468750 Penalty: 4038.463379 Iteration 4Q: 3 clusters Score -391160.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -391236.500000 Penalty: 4038.463379 Iteration 5Q: 3 clusters Score -391236.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -391300.000000 Penalty: 4038.463379 Iteration 6Q: 3 clusters Score -391300 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -391351.718750 Penalty: 4038.463379 Iteration 7Q: 3 clusters Score -391351.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -391396.312500 Penalty: 4038.463379 Iteration 8Q: 3 clusters Score -391396.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -391434.093750 Penalty: 4038.463379 Iteration 9Q: 3 clusters Score -391434.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -391469.875000 Penalty: 4038.463379 Iteration 10Q: 3 clusters Score -391469.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -391498.156250 Penalty: 4038.463379 Iteration 11Q: 3 clusters Score -391498.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -391520.406250 Penalty: 4038.463379 Iteration 12Q: 3 clusters Score -391520.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -391534.437500 Penalty: 4038.463379 Iteration 13Q: 3 clusters Score -391534.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -391550.312500 Penalty: 4038.463379 Iteration 14Q: 3 clusters Score -391550.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -391567.281250 Penalty: 4038.463379 Iteration 15Q: 3 clusters Score -391567.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -391588.062500 Penalty: 4038.463379 Iteration 16Q: 3 clusters Score -391588.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -391609.250000 Penalty: 4038.463379 Iteration 17Q: 3 clusters Score -391609.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -391625.281250 Penalty: 4038.463379 Iteration 18Q: 3 clusters Score -391625.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -391636.281250 Penalty: 4038.463379 Iteration 19Q: 3 clusters Score -391636.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -391648.593750 Penalty: 4038.463379 Iteration 20F: 3 clusters Score -391648.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -391658.906250 Penalty: 4038.463379 Iteration 21Q: 3 clusters Score -391658.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -391669.656250 Penalty: 4038.463379 Iteration 22Q: 3 clusters Score -391669.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -391680.562500 Penalty: 4038.463379 Iteration 23Q: 3 clusters Score -391680.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -391696.312500 Penalty: 4038.463379 Iteration 24Q: 3 clusters Score -391696.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -391704.531250 Penalty: 4038.463379 Iteration 25Q: 3 clusters Score -391704.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -391711.843750 Penalty: 4038.463379 Iteration 26Q: 3 clusters Score -391711.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -391721.500000 Penalty: 4038.463379 Iteration 27Q: 3 clusters Score -391721.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -391730.531250 Penalty: 4038.463379 Iteration 28Q: 3 clusters Score -391730.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -391738.218750 Penalty: 4038.463379 Iteration 29Q: 3 clusters Score -391738.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -391744.250000 Penalty: 4038.463379 Iteration 30Q: 3 clusters Score -391744.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -391748.375000 Penalty: 4038.463379 Iteration 31Q: 3 clusters Score -391748.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -391750.281250 Penalty: 4038.463379 Iteration 32Q: 3 clusters Score -391750.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -391751.812500 Penalty: 4038.463379 Iteration 33Q: 3 clusters Score -391751.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -391754.750000 Penalty: 4038.463379 Iteration 34Q: 3 clusters Score -391754.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -391757.125000 Penalty: 4038.463379 Iteration 35Q: 3 clusters Score -391757.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -391759.093750 Penalty: 4038.463379 Iteration 36Q: 3 clusters Score -391759.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -391760.531250 Penalty: 4038.463379 Iteration 37Q: 3 clusters Score -391760.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -391765.718750 Penalty: 4038.463379 Iteration 38Q: 3 clusters Score -391765.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -391773.312500 Penalty: 4038.463379 Iteration 39Q: 3 clusters Score -391773.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -391780.750000 Penalty: 4038.463379 Iteration 40F: 3 clusters Score -391780.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -391785.968750 Penalty: 4038.463379 Iteration 41Q: 3 clusters Score -391786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -391789.625000 Penalty: 4038.463379 Iteration 42Q: 3 clusters Score -391789.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -391790.656250 Penalty: 4038.463379 Iteration 43Q: 3 clusters Score -391790.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -391791.343750 Penalty: 4038.463379 Iteration 44Q: 3 clusters Score -391791.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -391794.656250 Penalty: 4038.463379 Iteration 45Q: 3 clusters Score -391794.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -391797.718750 Penalty: 4038.463379 Iteration 46Q: 3 clusters Score -391797.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -391800.656250 Penalty: 4038.463379 Iteration 47Q: 3 clusters Score -391800.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -391802.718750 Penalty: 4038.463379 Iteration 48Q: 3 clusters Score -391802.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -391803.062500 Penalty: 4038.463379 Iteration 49Q: 3 clusters Score -391803.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -391803.062500 Penalty: 4038.463379 Iteration 50F: 3 clusters Score -391803.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Entering Unmasked Estep Score: -625406.875000 Penalty: 2128.393311 Iteration 0F: 2 clusters Score -625406.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -620685.437500 Penalty: 4256.786621 Iteration 0F: 3 clusters Score -620685.4 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -621848.500000 Penalty: 4256.786621 Iteration 1F: 3 clusters Score -621848.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -622103.250000 Penalty: 4256.786621 Iteration 2F: 3 clusters Score -622103.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -622280.312500 Penalty: 4256.786621 Iteration 3F: 3 clusters Score -622280.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -622409.625000 Penalty: 4256.786621 Iteration 4Q: 3 clusters Score -622409.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -622522.000000 Penalty: 4256.786621 Iteration 5Q: 3 clusters Score -622522 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -622605.312500 Penalty: 4256.786621 Iteration 6Q: 3 clusters Score -622605.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -622675.375000 Penalty: 4256.786621 Iteration 7Q: 3 clusters Score -622675.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -622751.500000 Penalty: 4256.786621 Iteration 8Q: 3 clusters Score -622751.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -622828.312500 Penalty: 4256.786621 Iteration 9Q: 3 clusters Score -622828.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -622901.500000 Penalty: 4256.786621 Iteration 10Q: 3 clusters Score -622901.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -622967.125000 Penalty: 4256.786621 Iteration 11Q: 3 clusters Score -622967.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -623029.937500 Penalty: 4256.786621 Iteration 12Q: 3 clusters Score -623029.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -623087.750000 Penalty: 4256.786621 Iteration 13Q: 3 clusters Score -623087.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -623136.562500 Penalty: 4256.786621 Iteration 14Q: 3 clusters Score -623136.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -623173.375000 Penalty: 4256.786621 Iteration 15Q: 3 clusters Score -623173.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -623198.000000 Penalty: 4256.786621 Iteration 16Q: 3 clusters Score -623198 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -623222.000000 Penalty: 4256.786621 Iteration 17Q: 3 clusters Score -623222 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -623244.500000 Penalty: 4256.786621 Iteration 18Q: 3 clusters Score -623244.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -623264.937500 Penalty: 4256.786621 Iteration 19Q: 3 clusters Score -623264.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -623281.437500 Penalty: 4256.786621 Iteration 20F: 3 clusters Score -623281.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -623292.562500 Penalty: 4256.786621 Iteration 21Q: 3 clusters Score -623292.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -623302.437500 Penalty: 4256.786621 Iteration 22Q: 3 clusters Score -623302.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -623312.437500 Penalty: 4256.786621 Iteration 23Q: 3 clusters Score -623312.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -623322.687500 Penalty: 4256.786621 Iteration 24Q: 3 clusters Score -623322.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -623330.937500 Penalty: 4256.786621 Iteration 25Q: 3 clusters Score -623330.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -623339.125000 Penalty: 4256.786621 Iteration 26Q: 3 clusters Score -623339.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -623344.000000 Penalty: 4256.786621 Iteration 27Q: 3 clusters Score -623344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -623347.062500 Penalty: 4256.786621 Iteration 28Q: 3 clusters Score -623347.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -623350.812500 Penalty: 4256.786621 Iteration 29Q: 3 clusters Score -623350.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -623355.687500 Penalty: 4256.786621 Iteration 30Q: 3 clusters Score -623355.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -623361.375000 Penalty: 4256.786621 Iteration 31Q: 3 clusters Score -623361.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -623367.187500 Penalty: 4256.786621 Iteration 32Q: 3 clusters Score -623367.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -623372.500000 Penalty: 4256.786621 Iteration 33Q: 3 clusters Score -623372.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -623376.937500 Penalty: 4256.786621 Iteration 34Q: 3 clusters Score -623376.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -623382.062500 Penalty: 4256.786621 Iteration 35Q: 3 clusters Score -623382.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -623385.250000 Penalty: 4256.786621 Iteration 36Q: 3 clusters Score -623385.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -623386.875000 Penalty: 4256.786621 Iteration 37Q: 3 clusters Score -623386.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -623392.062500 Penalty: 4256.786621 Iteration 38Q: 3 clusters Score -623392.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -623393.562500 Penalty: 4256.786621 Iteration 39Q: 3 clusters Score -623393.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -623399.187500 Penalty: 4256.786621 Iteration 40F: 3 clusters Score -623399.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -623402.375000 Penalty: 4256.786621 Iteration 41Q: 3 clusters Score -623402.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -623406.812500 Penalty: 4256.786621 Iteration 42Q: 3 clusters Score -623406.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -623407.750000 Penalty: 4256.786621 Iteration 43Q: 3 clusters Score -623407.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -623411.125000 Penalty: 4256.786621 Iteration 44Q: 3 clusters Score -623411.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -623413.000000 Penalty: 4256.786621 Iteration 45Q: 3 clusters Score -623413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -623415.125000 Penalty: 4256.786621 Iteration 46Q: 3 clusters Score -623415.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -623419.625000 Penalty: 4256.786621 Iteration 47Q: 3 clusters Score -623419.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -623421.562500 Penalty: 4256.786621 Iteration 48Q: 3 clusters Score -623421.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -623425.937500 Penalty: 4256.786621 Iteration 49Q: 3 clusters Score -623425.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -623428.187500 Penalty: 4256.786621 Iteration 50Q: 3 clusters Score -623428.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -623430.000000 Penalty: 4256.786621 Iteration 51Q: 3 clusters Score -623430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -623434.062500 Penalty: 4256.786621 Iteration 52Q: 3 clusters Score -623434.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -623437.625000 Penalty: 4256.786621 Iteration 53Q: 3 clusters Score -623437.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -623438.312500 Penalty: 4256.786621 Iteration 54Q: 3 clusters Score -623438.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -623444.250000 Penalty: 4256.786621 Iteration 55Q: 3 clusters Score -623444.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -623448.812500 Penalty: 4256.786621 Iteration 56Q: 3 clusters Score -623448.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -623451.875000 Penalty: 4256.786621 Iteration 57Q: 3 clusters Score -623451.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -623454.750000 Penalty: 4256.786621 Iteration 58Q: 3 clusters Score -623454.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -623458.375000 Penalty: 4256.786621 Iteration 59Q: 3 clusters Score -623458.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -623462.312500 Penalty: 4256.786621 Iteration 60F: 3 clusters Score -623462.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -623464.812500 Penalty: 4256.786621 Iteration 61Q: 3 clusters Score -623464.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -623469.375000 Penalty: 4256.786621 Iteration 62Q: 3 clusters Score -623469.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -623470.937500 Penalty: 4256.786621 Iteration 63Q: 3 clusters Score -623470.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -623472.812500 Penalty: 4256.786621 Iteration 64Q: 3 clusters Score -623472.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -623476.937500 Penalty: 4256.786621 Iteration 65Q: 3 clusters Score -623476.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -623479.562500 Penalty: 4256.786621 Iteration 66Q: 3 clusters Score -623479.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -623479.500000 Penalty: 4256.786621 Iteration 67Q: 3 clusters Score -623479.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -623481.125000 Penalty: 4256.786621 Iteration 68Q: 3 clusters Score -623481.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -623482.250000 Penalty: 4256.786621 Iteration 69Q: 3 clusters Score -623482.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -623485.562500 Penalty: 4256.786621 Iteration 70Q: 3 clusters Score -623485.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -623489.625000 Penalty: 4256.786621 Iteration 71Q: 3 clusters Score -623489.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -623491.375000 Penalty: 4256.786621 Iteration 72Q: 3 clusters Score -623491.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -623493.562500 Penalty: 4256.786621 Iteration 73Q: 3 clusters Score -623493.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -623494.437500 Penalty: 4256.786621 Iteration 74Q: 3 clusters Score -623494.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -623496.250000 Penalty: 4256.786621 Iteration 75Q: 3 clusters Score -623496.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -623497.062500 Penalty: 4256.786621 Iteration 76Q: 3 clusters Score -623497.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -623496.000000 Penalty: 4256.786621 Iteration 77Q: 3 clusters Score -623496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -623497.500000 Penalty: 4256.786621 Iteration 78Q: 3 clusters Score -623497.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -623498.125000 Penalty: 4256.786621 Iteration 79Q: 3 clusters Score -623498.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -623501.625000 Penalty: 4256.786621 Iteration 80F: 3 clusters Score -623501.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -623503.750000 Penalty: 4256.786621 Iteration 81Q: 3 clusters Score -623503.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -623505.125000 Penalty: 4256.786621 Iteration 82Q: 3 clusters Score -623505.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -623506.187500 Penalty: 4256.786621 Iteration 83Q: 3 clusters Score -623506.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -623506.812500 Penalty: 4256.786621 Iteration 84Q: 3 clusters Score -623506.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -623506.437500 Penalty: 4256.786621 Iteration 85Q: 3 clusters Score -623506.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -623507.375000 Penalty: 4256.786621 Iteration 86Q: 3 clusters Score -623507.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -623508.312500 Penalty: 4256.786621 Iteration 87Q: 3 clusters Score -623508.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -623509.750000 Penalty: 4256.786621 Iteration 88Q: 3 clusters Score -623509.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -623512.750000 Penalty: 4256.786621 Iteration 89Q: 3 clusters Score -623512.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -623513.750000 Penalty: 4256.786621 Iteration 90Q: 3 clusters Score -623513.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -623513.750000 Penalty: 4256.786621 Iteration 91F: 3 clusters Score -623513.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (150449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150449 members Entering Unmasked Estep Score: -18835526.000000 Penalty: 2956.501953 Iteration 0F: 2 clusters Score -1.883553e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74912 members Mstep: Class 2 contains 75537 members Entering Unmasked Estep Score: -18736250.000000 Penalty: 5913.003906 Iteration 0F: 3 clusters Score -1.873625e+07 nChanged 71970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69910 members Mstep: Class 2 contains 80539 members Entering Unmasked Estep Score: -18778038.000000 Penalty: 5913.003906 Iteration 1F: 3 clusters Score -1.877804e+07 nChanged 4991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66637 members Mstep: Class 2 contains 83812 members Entering Unmasked Estep Score: -18779346.000000 Penalty: 5913.003906 Iteration 2Q: 3 clusters Score -1.877935e+07 nChanged 6246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61477 members Mstep: Class 2 contains 88972 members Entering Unmasked Estep Score: -18781750.000000 Penalty: 5913.003906 Iteration 3Q: 3 clusters Score -1.878175e+07 nChanged 8298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53663 members Mstep: Class 2 contains 96786 members Entering Unmasked Estep Score: -18785880.000000 Penalty: 5913.003906 Iteration 4F: 3 clusters Score -1.878588e+07 nChanged 10909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43020 members Mstep: Class 2 contains 107429 members Entering Unmasked Estep Score: -18793306.000000 Penalty: 5913.003906 Iteration 5F: 3 clusters Score -1.879331e+07 nChanged 13129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29959 members Mstep: Class 2 contains 120490 members Entering Unmasked Estep Score: -18804294.000000 Penalty: 5913.003906 Iteration 6F: 3 clusters Score -1.880429e+07 nChanged 12849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17150 members Mstep: Class 2 contains 133299 members Entering Unmasked Estep Score: -18816634.000000 Penalty: 5913.003906 Iteration 7F: 3 clusters Score -1.881663e+07 nChanged 9362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 142655 members Entering Unmasked Estep Score: -18825660.000000 Penalty: 5913.003906 Iteration 8F: 3 clusters Score -1.882566e+07 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 147438 members Entering Unmasked Estep Score: -18830386.000000 Penalty: 5913.003906 Iteration 9Q: 3 clusters Score -1.883039e+07 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 149314 members Entering Unmasked Estep Score: -18832046.000000 Penalty: 5913.003906 Iteration 10Q: 3 clusters Score -1.883205e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 149851 members Entering Unmasked Estep Score: -18832516.000000 Penalty: 5913.003906 Iteration 11Q: 3 clusters Score -1.883252e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 150013 members Entering Unmasked Estep Score: -18832686.000000 Penalty: 5913.003906 Iteration 12Q: 3 clusters Score -1.883269e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 150079 members Entering Unmasked Estep Score: -18832772.000000 Penalty: 5913.003906 Iteration 13Q: 3 clusters Score -1.883277e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 150106 members Entering Unmasked Estep Score: -18832804.000000 Penalty: 5913.003906 Iteration 14Q: 3 clusters Score -1.88328e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 150124 members Entering Unmasked Estep Score: -18832854.000000 Penalty: 5913.003906 Iteration 15Q: 3 clusters Score -1.883285e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 150133 members Entering Unmasked Estep Score: -18832880.000000 Penalty: 5913.003906 Iteration 16Q: 3 clusters Score -1.883288e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 150143 members Entering Unmasked Estep Score: -18832882.000000 Penalty: 5913.003906 Iteration 17Q: 3 clusters Score -1.883288e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 150145 members Entering Unmasked Estep Score: -18832884.000000 Penalty: 5913.003906 Iteration 18Q: 3 clusters Score -1.883288e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 150148 members Entering Unmasked Estep Score: -18832896.000000 Penalty: 5913.003906 Iteration 19Q: 3 clusters Score -1.88329e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 150150 members Entering Unmasked Estep Score: -18832910.000000 Penalty: 5913.003906 Iteration 20F: 3 clusters Score -1.883291e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 150150 members Entering Unmasked Estep Score: -18832920.000000 Penalty: 5913.003906 Iteration 21Q: 3 clusters Score -1.883292e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 150147 members Entering Unmasked Estep Score: -18832936.000000 Penalty: 5913.003906 Iteration 22Q: 3 clusters Score -1.883294e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 150149 members Entering Unmasked Estep Score: -18832930.000000 Penalty: 5913.003906 Iteration 23Q: 3 clusters Score -1.883293e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 150151 members Entering Unmasked Estep Score: -18832930.000000 Penalty: 5913.003906 Iteration 24Q: 3 clusters Score -1.883293e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 150153 members Entering Unmasked Estep Score: -18832932.000000 Penalty: 5913.003906 Iteration 25Q: 3 clusters Score -1.883293e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 150153 members Entering Unmasked Estep Score: -18832932.000000 Penalty: 5913.003906 Iteration 26F: 3 clusters Score -1.883293e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Entering Unmasked Estep Score: -768232.500000 Penalty: 2180.702881 Iteration 0F: 2 clusters Score -768232.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -762809.687500 Penalty: 4361.405762 Iteration 0F: 3 clusters Score -762809.7 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -764396.125000 Penalty: 4361.405762 Iteration 1F: 3 clusters Score -764396.1 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -764738.812500 Penalty: 4361.405762 Iteration 2F: 3 clusters Score -764738.8 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -765019.187500 Penalty: 4361.405762 Iteration 3F: 3 clusters Score -765019.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -765276.312500 Penalty: 4361.405762 Iteration 4F: 3 clusters Score -765276.3 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -765549.187500 Penalty: 4361.405762 Iteration 5F: 3 clusters Score -765549.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -765910.562500 Penalty: 4361.405762 Iteration 6F: 3 clusters Score -765910.6 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -766290.750000 Penalty: 4361.405762 Iteration 7F: 3 clusters Score -766290.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -766603.062500 Penalty: 4361.405762 Iteration 8F: 3 clusters Score -766603.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -766841.750000 Penalty: 4361.405762 Iteration 9Q: 3 clusters Score -766841.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -766971.250000 Penalty: 4361.405762 Iteration 10Q: 3 clusters Score -766971.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -767045.375000 Penalty: 4361.405762 Iteration 11Q: 3 clusters Score -767045.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -767097.750000 Penalty: 4361.405762 Iteration 12Q: 3 clusters Score -767097.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -767128.687500 Penalty: 4361.405762 Iteration 13Q: 3 clusters Score -767128.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -767156.500000 Penalty: 4361.405762 Iteration 14Q: 3 clusters Score -767156.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -767176.500000 Penalty: 4361.405762 Iteration 15Q: 3 clusters Score -767176.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -767195.125000 Penalty: 4361.405762 Iteration 16Q: 3 clusters Score -767195.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -767203.625000 Penalty: 4361.405762 Iteration 17Q: 3 clusters Score -767203.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -767215.750000 Penalty: 4361.405762 Iteration 18Q: 3 clusters Score -767215.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -767224.500000 Penalty: 4361.405762 Iteration 19Q: 3 clusters Score -767224.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -767232.250000 Penalty: 4361.405762 Iteration 20F: 3 clusters Score -767232.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -767235.625000 Penalty: 4361.405762 Iteration 21Q: 3 clusters Score -767235.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -767241.250000 Penalty: 4361.405762 Iteration 22Q: 3 clusters Score -767241.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -767239.125000 Penalty: 4361.405762 Iteration 23Q: 3 clusters Score -767239.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -767239.687500 Penalty: 4361.405762 Iteration 24Q: 3 clusters Score -767239.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -767239.687500 Penalty: 4361.405762 Iteration 25F: 3 clusters Score -767239.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -85477.375000 Penalty: 1662.694824 Iteration 0F: 2 clusters Score -85477.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -83831.398438 Penalty: 3325.389648 Iteration 0F: 3 clusters Score -83831.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -84314.531250 Penalty: 3325.389648 Iteration 1F: 3 clusters Score -84314.53 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -84581.156250 Penalty: 3325.389648 Iteration 2F: 3 clusters Score -84581.16 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -84924.742188 Penalty: 3325.389648 Iteration 3F: 3 clusters Score -84924.74 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -85191.359375 Penalty: 3325.389648 Iteration 4F: 3 clusters Score -85191.36 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -85416.281250 Penalty: 3325.389648 Iteration 5Q: 3 clusters Score -85416.28 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -85799.859375 Penalty: 3325.389648 Iteration 6Q: 3 clusters Score -85799.86 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -86321.890625 Penalty: 3325.389648 Iteration 7Q: 3 clusters Score -86321.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -86391.601562 Penalty: 3325.389648 Iteration 8Q: 3 clusters Score -86391.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -86406.007812 Penalty: 3325.389648 Iteration 9Q: 3 clusters Score -86406.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -86415.054688 Penalty: 3325.389648 Iteration 10Q: 3 clusters Score -86415.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -86416.960938 Penalty: 3325.389648 Iteration 11Q: 3 clusters Score -86416.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -86419.914062 Penalty: 3325.389648 Iteration 12Q: 3 clusters Score -86419.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -86419.914062 Penalty: 3325.389648 Iteration 13F: 3 clusters Score -86419.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 38366 members Mstep: Class 3 contains 7732 members Mstep: Class 4 contains 329 members Mstep: Class 5 contains 1179 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1935 members Mstep: Class 8 contains 24777 members Mstep: Class 9 contains 55450 members Mstep: Class 10 contains 22794 members Mstep: Class 11 contains 39675 members Mstep: Class 12 contains 2113 members Mstep: Class 13 contains 42473 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 5336 members Mstep: Class 16 contains 150449 members Mstep: Class 17 contains 6589 members Mstep: Class 18 contains 487 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 5931 members Mstep: Class 22 contains 13348 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep Score: -52024308.000000 Penalty: 70805.890625 Splitting cluster 18 changes total score from -52024736.000000 to -52024308.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (1397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Entering Unmasked Estep Score: -144439.609375 Penalty: 1796.036499 Iteration 0F: 2 clusters Score -144439.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -142274.406250 Penalty: 3592.072998 Iteration 0F: 3 clusters Score -142274.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -142873.546875 Penalty: 3592.072998 Iteration 1F: 3 clusters Score -142873.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -143265.515625 Penalty: 3592.072998 Iteration 2F: 3 clusters Score -143265.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -143858.046875 Penalty: 3592.072998 Iteration 3F: 3 clusters Score -143858 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -144701.515625 Penalty: 3592.072998 Iteration 4F: 3 clusters Score -144701.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -145492.546875 Penalty: 3592.072998 Iteration 5F: 3 clusters Score -145492.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -146481.609375 Penalty: 3592.072998 Iteration 6F: 3 clusters Score -146481.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -146715.031250 Penalty: 3592.072998 Iteration 7Q: 3 clusters Score -146715 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -146764.015625 Penalty: 3592.072998 Iteration 8Q: 3 clusters Score -146764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -146813.203125 Penalty: 3592.072998 Iteration 9Q: 3 clusters Score -146813.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -146832.359375 Penalty: 3592.072998 Iteration 10Q: 3 clusters Score -146832.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -146836.140625 Penalty: 3592.072998 Iteration 11Q: 3 clusters Score -146836.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -146837.093750 Penalty: 3592.072998 Iteration 12Q: 3 clusters Score -146837.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -146838.046875 Penalty: 3592.072998 Iteration 13Q: 3 clusters Score -146838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -146838.046875 Penalty: 3592.072998 Iteration 14F: 3 clusters Score -146838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 38366 members Mstep: Class 3 contains 7732 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1179 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1935 members Mstep: Class 8 contains 24777 members Mstep: Class 9 contains 55450 members Mstep: Class 10 contains 22794 members Mstep: Class 11 contains 39675 members Mstep: Class 12 contains 2113 members Mstep: Class 13 contains 42473 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 5336 members Mstep: Class 16 contains 150449 members Mstep: Class 17 contains 6589 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5931 members Mstep: Class 22 contains 13348 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep Score: -52025936.000000 Penalty: 70805.890625 Splitting cluster 19 changes total score from -52024736.000000 to -52025936.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 21 (5931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Entering Unmasked Estep Score: -697491.500000 Penalty: 2154.611084 Iteration 0F: 2 clusters Score -697491.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -692425.000000 Penalty: 4309.222168 Iteration 0F: 3 clusters Score -692425 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -693708.500000 Penalty: 4309.222168 Iteration 1F: 3 clusters Score -693708.5 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -693980.312500 Penalty: 4309.222168 Iteration 2F: 3 clusters Score -693980.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -694147.187500 Penalty: 4309.222168 Iteration 3F: 3 clusters Score -694147.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -694277.750000 Penalty: 4309.222168 Iteration 4Q: 3 clusters Score -694277.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -694361.375000 Penalty: 4309.222168 Iteration 5Q: 3 clusters Score -694361.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -694427.750000 Penalty: 4309.222168 Iteration 6Q: 3 clusters Score -694427.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -694483.250000 Penalty: 4309.222168 Iteration 7Q: 3 clusters Score -694483.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -694535.375000 Penalty: 4309.222168 Iteration 8Q: 3 clusters Score -694535.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -694568.625000 Penalty: 4309.222168 Iteration 9Q: 3 clusters Score -694568.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -694600.562500 Penalty: 4309.222168 Iteration 10Q: 3 clusters Score -694600.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -694634.375000 Penalty: 4309.222168 Iteration 11Q: 3 clusters Score -694634.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -694667.937500 Penalty: 4309.222168 Iteration 12Q: 3 clusters Score -694667.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -694702.750000 Penalty: 4309.222168 Iteration 13Q: 3 clusters Score -694702.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -694733.312500 Penalty: 4309.222168 Iteration 14Q: 3 clusters Score -694733.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -694764.000000 Penalty: 4309.222168 Iteration 15Q: 3 clusters Score -694764 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -694790.000000 Penalty: 4309.222168 Iteration 16Q: 3 clusters Score -694790 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -694813.375000 Penalty: 4309.222168 Iteration 17Q: 3 clusters Score -694813.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -694841.375000 Penalty: 4309.222168 Iteration 18Q: 3 clusters Score -694841.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -694859.937500 Penalty: 4309.222168 Iteration 19Q: 3 clusters Score -694859.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -694880.187500 Penalty: 4309.222168 Iteration 20F: 3 clusters Score -694880.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -694907.125000 Penalty: 4309.222168 Iteration 21Q: 3 clusters Score -694907.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -694931.937500 Penalty: 4309.222168 Iteration 22Q: 3 clusters Score -694931.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -694960.625000 Penalty: 4309.222168 Iteration 23Q: 3 clusters Score -694960.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -694987.562500 Penalty: 4309.222168 Iteration 24Q: 3 clusters Score -694987.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -695009.687500 Penalty: 4309.222168 Iteration 25Q: 3 clusters Score -695009.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -695027.937500 Penalty: 4309.222168 Iteration 26Q: 3 clusters Score -695027.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -695043.375000 Penalty: 4309.222168 Iteration 27Q: 3 clusters Score -695043.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -695056.250000 Penalty: 4309.222168 Iteration 28Q: 3 clusters Score -695056.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -695076.937500 Penalty: 4309.222168 Iteration 29Q: 3 clusters Score -695076.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -695095.375000 Penalty: 4309.222168 Iteration 30Q: 3 clusters Score -695095.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -695112.000000 Penalty: 4309.222168 Iteration 31Q: 3 clusters Score -695112 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -695128.875000 Penalty: 4309.222168 Iteration 32Q: 3 clusters Score -695128.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -695148.437500 Penalty: 4309.222168 Iteration 33Q: 3 clusters Score -695148.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -695162.625000 Penalty: 4309.222168 Iteration 34Q: 3 clusters Score -695162.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -695174.500000 Penalty: 4309.222168 Iteration 35Q: 3 clusters Score -695174.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -695186.812500 Penalty: 4309.222168 Iteration 36Q: 3 clusters Score -695186.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -695204.125000 Penalty: 4309.222168 Iteration 37Q: 3 clusters Score -695204.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -695222.250000 Penalty: 4309.222168 Iteration 38Q: 3 clusters Score -695222.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -695240.375000 Penalty: 4309.222168 Iteration 39Q: 3 clusters Score -695240.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -695251.875000 Penalty: 4309.222168 Iteration 40F: 3 clusters Score -695251.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -695262.500000 Penalty: 4309.222168 Iteration 41Q: 3 clusters Score -695262.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -695272.687500 Penalty: 4309.222168 Iteration 42Q: 3 clusters Score -695272.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -695287.375000 Penalty: 4309.222168 Iteration 43Q: 3 clusters Score -695287.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -695299.812500 Penalty: 4309.222168 Iteration 44Q: 3 clusters Score -695299.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -695306.937500 Penalty: 4309.222168 Iteration 45Q: 3 clusters Score -695306.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -695317.187500 Penalty: 4309.222168 Iteration 46Q: 3 clusters Score -695317.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -695322.812500 Penalty: 4309.222168 Iteration 47Q: 3 clusters Score -695322.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -695330.625000 Penalty: 4309.222168 Iteration 48Q: 3 clusters Score -695330.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -695336.187500 Penalty: 4309.222168 Iteration 49Q: 3 clusters Score -695336.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -695339.562500 Penalty: 4309.222168 Iteration 50Q: 3 clusters Score -695339.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -695345.625000 Penalty: 4309.222168 Iteration 51Q: 3 clusters Score -695345.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -695345.875000 Penalty: 4309.222168 Iteration 52Q: 3 clusters Score -695345.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -695347.875000 Penalty: 4309.222168 Iteration 53Q: 3 clusters Score -695347.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -695348.562500 Penalty: 4309.222168 Iteration 54Q: 3 clusters Score -695348.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -695348.125000 Penalty: 4309.222168 Iteration 55Q: 3 clusters Score -695348.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -695350.687500 Penalty: 4309.222168 Iteration 56Q: 3 clusters Score -695350.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -695352.937500 Penalty: 4309.222168 Iteration 57Q: 3 clusters Score -695352.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -695354.000000 Penalty: 4309.222168 Iteration 58Q: 3 clusters Score -695354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -695355.187500 Penalty: 4309.222168 Iteration 59Q: 3 clusters Score -695355.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -695355.187500 Penalty: 4309.222168 Iteration 60F: 3 clusters Score -695355.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -695353.937500 Penalty: 4309.222168 Iteration 61Q: 3 clusters Score -695353.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -695353.812500 Penalty: 4309.222168 Iteration 62Q: 3 clusters Score -695353.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -695355.250000 Penalty: 4309.222168 Iteration 63Q: 3 clusters Score -695355.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -695355.250000 Penalty: 4309.222168 Iteration 64F: 3 clusters Score -695355.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Entering Unmasked Estep Score: -1561014.125000 Penalty: 2355.782227 Iteration 0F: 2 clusters Score -1561014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1551227.000000 Penalty: 4711.564453 Iteration 0F: 3 clusters Score -1551227 nChanged 5747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1554421.500000 Penalty: 4711.564453 Iteration 1F: 3 clusters Score -1554422 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1554970.875000 Penalty: 4711.564453 Iteration 2F: 3 clusters Score -1554971 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -1555554.500000 Penalty: 4711.564453 Iteration 3F: 3 clusters Score -1555554 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1556193.250000 Penalty: 4711.564453 Iteration 4F: 3 clusters Score -1556193 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1556842.375000 Penalty: 4711.564453 Iteration 5F: 3 clusters Score -1556842 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1557438.000000 Penalty: 4711.564453 Iteration 6F: 3 clusters Score -1557438 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -1557839.250000 Penalty: 4711.564453 Iteration 7F: 3 clusters Score -1557839 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1558109.500000 Penalty: 4711.564453 Iteration 8Q: 3 clusters Score -1558110 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8215 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1558320.750000 Penalty: 4711.564453 Iteration 9Q: 3 clusters Score -1558321 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1558466.000000 Penalty: 4711.564453 Iteration 10Q: 3 clusters Score -1558466 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1558577.500000 Penalty: 4711.564453 Iteration 11Q: 3 clusters Score -1558578 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1558670.125000 Penalty: 4711.564453 Iteration 12Q: 3 clusters Score -1558670 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1558755.875000 Penalty: 4711.564453 Iteration 13Q: 3 clusters Score -1558756 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1558814.375000 Penalty: 4711.564453 Iteration 14Q: 3 clusters Score -1558814 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1558867.000000 Penalty: 4711.564453 Iteration 15Q: 3 clusters Score -1558867 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1558905.375000 Penalty: 4711.564453 Iteration 16Q: 3 clusters Score -1558905 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1558939.125000 Penalty: 4711.564453 Iteration 17Q: 3 clusters Score -1558939 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1558980.375000 Penalty: 4711.564453 Iteration 18Q: 3 clusters Score -1558980 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1559009.750000 Penalty: 4711.564453 Iteration 19Q: 3 clusters Score -1559010 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1559034.875000 Penalty: 4711.564453 Iteration 20F: 3 clusters Score -1559035 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1559052.000000 Penalty: 4711.564453 Iteration 21Q: 3 clusters Score -1559052 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1559056.000000 Penalty: 4711.564453 Iteration 22Q: 3 clusters Score -1559056 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1559063.750000 Penalty: 4711.564453 Iteration 23Q: 3 clusters Score -1559064 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -1559064.750000 Penalty: 4711.564453 Iteration 24Q: 3 clusters Score -1559065 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1559063.875000 Penalty: 4711.564453 Iteration 25Q: 3 clusters Score -1559064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1559066.875000 Penalty: 4711.564453 Iteration 26Q: 3 clusters Score -1559067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -1559066.250000 Penalty: 4711.564453 Iteration 27Q: 3 clusters Score -1559066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -1559066.875000 Penalty: 4711.564453 Iteration 28Q: 3 clusters Score -1559067 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -1559064.750000 Penalty: 4711.564453 Iteration 29Q: 3 clusters Score -1559065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1559068.250000 Penalty: 4711.564453 Iteration 30Q: 3 clusters Score -1559068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1559066.625000 Penalty: 4711.564453 Iteration 31Q: 3 clusters Score -1559067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1559066.000000 Penalty: 4711.564453 Iteration 32Q: 3 clusters Score -1559066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -1559067.250000 Penalty: 4711.564453 Iteration 33Q: 3 clusters Score -1559067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -1559069.125000 Penalty: 4711.564453 Iteration 34Q: 3 clusters Score -1559069 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -1559069.125000 Penalty: 4711.564453 Iteration 35F: 3 clusters Score -1559069 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Entering Unmasked Estep Score: -558120.125000 Penalty: 2088.983887 Iteration 0F: 2 clusters Score -558120.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -553861.125000 Penalty: 4177.967773 Iteration 0F: 3 clusters Score -553861.1 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -554925.062500 Penalty: 4177.967773 Iteration 1F: 3 clusters Score -554925.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -555143.437500 Penalty: 4177.967773 Iteration 2F: 3 clusters Score -555143.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -555300.500000 Penalty: 4177.967773 Iteration 3F: 3 clusters Score -555300.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -555436.125000 Penalty: 4177.967773 Iteration 4Q: 3 clusters Score -555436.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -555577.187500 Penalty: 4177.967773 Iteration 5Q: 3 clusters Score -555577.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -555691.875000 Penalty: 4177.967773 Iteration 6Q: 3 clusters Score -555691.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -555806.125000 Penalty: 4177.967773 Iteration 7Q: 3 clusters Score -555806.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -555945.250000 Penalty: 4177.967773 Iteration 8Q: 3 clusters Score -555945.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -556098.312500 Penalty: 4177.967773 Iteration 9Q: 3 clusters Score -556098.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -556225.187500 Penalty: 4177.967773 Iteration 10Q: 3 clusters Score -556225.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -556346.250000 Penalty: 4177.967773 Iteration 11Q: 3 clusters Score -556346.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -556444.000000 Penalty: 4177.967773 Iteration 12Q: 3 clusters Score -556444 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -556524.437500 Penalty: 4177.967773 Iteration 13Q: 3 clusters Score -556524.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -556592.875000 Penalty: 4177.967773 Iteration 14Q: 3 clusters Score -556592.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -556642.750000 Penalty: 4177.967773 Iteration 15Q: 3 clusters Score -556642.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -556676.250000 Penalty: 4177.967773 Iteration 16Q: 3 clusters Score -556676.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -556695.000000 Penalty: 4177.967773 Iteration 17Q: 3 clusters Score -556695 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -556709.937500 Penalty: 4177.967773 Iteration 18Q: 3 clusters Score -556709.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -556720.062500 Penalty: 4177.967773 Iteration 19Q: 3 clusters Score -556720.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -556728.125000 Penalty: 4177.967773 Iteration 20F: 3 clusters Score -556728.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -556737.687500 Penalty: 4177.967773 Iteration 21Q: 3 clusters Score -556737.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -556744.937500 Penalty: 4177.967773 Iteration 22Q: 3 clusters Score -556744.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -556753.312500 Penalty: 4177.967773 Iteration 23Q: 3 clusters Score -556753.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -556762.687500 Penalty: 4177.967773 Iteration 24Q: 3 clusters Score -556762.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -556771.937500 Penalty: 4177.967773 Iteration 25Q: 3 clusters Score -556771.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -556777.000000 Penalty: 4177.967773 Iteration 26Q: 3 clusters Score -556777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -556779.125000 Penalty: 4177.967773 Iteration 27Q: 3 clusters Score -556779.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -556780.687500 Penalty: 4177.967773 Iteration 28Q: 3 clusters Score -556780.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -556780.937500 Penalty: 4177.967773 Iteration 29Q: 3 clusters Score -556780.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -556780.937500 Penalty: 4177.967773 Iteration 30F: 3 clusters Score -556780.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 38366 members Mstep: Class 3 contains 7732 members Mstep: Class 5 contains 1179 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1935 members Mstep: Class 8 contains 24777 members Mstep: Class 9 contains 55450 members Mstep: Class 10 contains 22794 members Mstep: Class 11 contains 39675 members Mstep: Class 12 contains 2113 members Mstep: Class 13 contains 42473 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 5336 members Mstep: Class 16 contains 150449 members Mstep: Class 17 contains 6589 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5931 members Mstep: Class 22 contains 13348 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep ConsiderDeletion Score: -52026036.000000 Penalty: 70805.890625 Iteration 79Q: 23 clusters Score -5.202604e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 38336 members Mstep: Class 3 contains 7732 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1200 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1935 members Mstep: Class 8 contains 24771 members Mstep: Class 9 contains 55485 members Mstep: Class 10 contains 22763 members Mstep: Class 11 contains 39678 members Mstep: Class 12 contains 2114 members Mstep: Class 13 contains 42468 members Mstep: Class 14 contains 3440 members Mstep: Class 15 contains 5337 members Mstep: Class 16 contains 150476 members Mstep: Class 17 contains 6605 members Mstep: Class 18 contains 816 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5910 members Mstep: Class 22 contains 13357 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep ConsiderDeletion Score: -52026276.000000 Penalty: 70805.890625 Iteration 80F: 23 clusters Score -5.202628e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 38328 members Mstep: Class 3 contains 7732 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1223 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1936 members Mstep: Class 8 contains 24762 members Mstep: Class 9 contains 55517 members Mstep: Class 10 contains 22723 members Mstep: Class 11 contains 39675 members Mstep: Class 12 contains 2113 members Mstep: Class 13 contains 42442 members Mstep: Class 14 contains 3446 members Mstep: Class 15 contains 5342 members Mstep: Class 16 contains 150493 members Mstep: Class 17 contains 6620 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5894 members Mstep: Class 22 contains 13383 members Mstep: Class 23 contains 4551 members Entering Unmasked Estep ConsiderDeletion Score: -52026328.000000 Penalty: 70805.890625 Iteration 81Q: 23 clusters Score -5.202633e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 38320 members Mstep: Class 3 contains 7731 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1235 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1937 members Mstep: Class 8 contains 24756 members Mstep: Class 9 contains 55552 members Mstep: Class 10 contains 22686 members Mstep: Class 11 contains 39674 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 42431 members Mstep: Class 14 contains 3456 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 150506 members Mstep: Class 17 contains 6634 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5879 members Mstep: Class 22 contains 13403 members Mstep: Class 23 contains 4551 members Entering Unmasked Estep ConsiderDeletion Score: -52026344.000000 Penalty: 70805.890625 Iteration 82Q: 23 clusters Score -5.202634e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 38314 members Mstep: Class 3 contains 7729 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1237 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1937 members Mstep: Class 8 contains 24755 members Mstep: Class 9 contains 55584 members Mstep: Class 10 contains 22655 members Mstep: Class 11 contains 39673 members Mstep: Class 12 contains 2110 members Mstep: Class 13 contains 42419 members Mstep: Class 14 contains 3461 members Mstep: Class 15 contains 5349 members Mstep: Class 16 contains 150519 members Mstep: Class 17 contains 6641 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13425 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep ConsiderDeletion Score: -52026300.000000 Penalty: 70805.890625 Iteration 83Q: 23 clusters Score -5.20263e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 38300 members Mstep: Class 3 contains 7726 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1239 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1941 members Mstep: Class 8 contains 24751 members Mstep: Class 9 contains 55609 members Mstep: Class 10 contains 22629 members Mstep: Class 11 contains 39674 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 42413 members Mstep: Class 14 contains 3471 members Mstep: Class 15 contains 5351 members Mstep: Class 16 contains 150530 members Mstep: Class 17 contains 6645 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5868 members Mstep: Class 22 contains 13431 members Mstep: Class 23 contains 4552 members Entering Unmasked Estep ConsiderDeletion Score: -52026320.000000 Penalty: 70805.890625 Iteration 84Q: 23 clusters Score -5.202632e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 38290 members Mstep: Class 3 contains 7727 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1942 members Mstep: Class 8 contains 24749 members Mstep: Class 9 contains 55630 members Mstep: Class 10 contains 22604 members Mstep: Class 11 contains 39674 members Mstep: Class 12 contains 2107 members Mstep: Class 13 contains 42402 members Mstep: Class 14 contains 3478 members Mstep: Class 15 contains 5356 members Mstep: Class 16 contains 150534 members Mstep: Class 17 contains 6655 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5868 members Mstep: Class 22 contains 13445 members Mstep: Class 23 contains 4550 members Entering Unmasked Estep ConsiderDeletion Score: -52026280.000000 Penalty: 70805.890625 Iteration 85Q: 23 clusters Score -5.202628e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 38272 members Mstep: Class 3 contains 7725 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1948 members Mstep: Class 8 contains 24749 members Mstep: Class 9 contains 55647 members Mstep: Class 10 contains 22587 members Mstep: Class 11 contains 39675 members Mstep: Class 12 contains 2105 members Mstep: Class 13 contains 42392 members Mstep: Class 14 contains 3485 members Mstep: Class 15 contains 5361 members Mstep: Class 16 contains 150550 members Mstep: Class 17 contains 6656 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5867 members Mstep: Class 22 contains 13453 members Mstep: Class 23 contains 4549 members Entering Unmasked Estep ConsiderDeletion Score: -52026336.000000 Penalty: 70805.890625 Iteration 86Q: 23 clusters Score -5.202634e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 38264 members Mstep: Class 3 contains 7724 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1950 members Mstep: Class 8 contains 24748 members Mstep: Class 9 contains 55657 members Mstep: Class 10 contains 22578 members Mstep: Class 11 contains 39671 members Mstep: Class 12 contains 2103 members Mstep: Class 13 contains 42389 members Mstep: Class 14 contains 3493 members Mstep: Class 15 contains 5366 members Mstep: Class 16 contains 150559 members Mstep: Class 17 contains 6657 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5867 members Mstep: Class 22 contains 13457 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026336.000000 Penalty: 70805.890625 Iteration 87Q: 23 clusters Score -5.202634e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 38257 members Mstep: Class 3 contains 7724 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1952 members Mstep: Class 8 contains 24744 members Mstep: Class 9 contains 55669 members Mstep: Class 10 contains 22569 members Mstep: Class 11 contains 39671 members Mstep: Class 12 contains 2102 members Mstep: Class 13 contains 42384 members Mstep: Class 14 contains 3497 members Mstep: Class 15 contains 5368 members Mstep: Class 16 contains 150557 members Mstep: Class 17 contains 6661 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5865 members Mstep: Class 22 contains 13466 members Mstep: Class 23 contains 4547 members Entering Unmasked Estep ConsiderDeletion Score: -52026332.000000 Penalty: 70805.890625 Iteration 88Q: 23 clusters Score -5.202633e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 38241 members Mstep: Class 3 contains 7723 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1956 members Mstep: Class 8 contains 24741 members Mstep: Class 9 contains 55686 members Mstep: Class 10 contains 22552 members Mstep: Class 11 contains 39669 members Mstep: Class 12 contains 2099 members Mstep: Class 13 contains 42382 members Mstep: Class 14 contains 3503 members Mstep: Class 15 contains 5374 members Mstep: Class 16 contains 150565 members Mstep: Class 17 contains 6668 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5866 members Mstep: Class 22 contains 13470 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026288.000000 Penalty: 70805.890625 Iteration 89Q: 23 clusters Score -5.202629e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 38232 members Mstep: Class 3 contains 7723 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1957 members Mstep: Class 8 contains 24738 members Mstep: Class 9 contains 55709 members Mstep: Class 10 contains 22530 members Mstep: Class 11 contains 39666 members Mstep: Class 12 contains 2095 members Mstep: Class 13 contains 42380 members Mstep: Class 14 contains 3507 members Mstep: Class 15 contains 5377 members Mstep: Class 16 contains 150574 members Mstep: Class 17 contains 6672 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5866 members Mstep: Class 22 contains 13474 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026312.000000 Penalty: 70805.890625 Iteration 90Q: 23 clusters Score -5.202631e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 38216 members Mstep: Class 3 contains 7723 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24736 members Mstep: Class 9 contains 55732 members Mstep: Class 10 contains 22507 members Mstep: Class 11 contains 39666 members Mstep: Class 12 contains 2092 members Mstep: Class 13 contains 42378 members Mstep: Class 14 contains 3514 members Mstep: Class 15 contains 5383 members Mstep: Class 16 contains 150580 members Mstep: Class 17 contains 6674 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5867 members Mstep: Class 22 contains 13478 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026364.000000 Penalty: 70805.890625 Iteration 91Q: 23 clusters Score -5.202636e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 38206 members Mstep: Class 3 contains 7723 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24734 members Mstep: Class 9 contains 55755 members Mstep: Class 10 contains 22481 members Mstep: Class 11 contains 39665 members Mstep: Class 12 contains 2091 members Mstep: Class 13 contains 42374 members Mstep: Class 14 contains 3519 members Mstep: Class 15 contains 5387 members Mstep: Class 16 contains 150591 members Mstep: Class 17 contains 6679 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5867 members Mstep: Class 22 contains 13482 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026324.000000 Penalty: 70805.890625 Iteration 92Q: 23 clusters Score -5.202632e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 38197 members Mstep: Class 3 contains 7723 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24734 members Mstep: Class 9 contains 55778 members Mstep: Class 10 contains 22456 members Mstep: Class 11 contains 39665 members Mstep: Class 12 contains 2090 members Mstep: Class 13 contains 42371 members Mstep: Class 14 contains 3521 members Mstep: Class 15 contains 5389 members Mstep: Class 16 contains 150601 members Mstep: Class 17 contains 6680 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13486 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026312.000000 Penalty: 70805.890625 Iteration 93Q: 23 clusters Score -5.202631e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 38196 members Mstep: Class 3 contains 7723 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24735 members Mstep: Class 9 contains 55800 members Mstep: Class 10 contains 22434 members Mstep: Class 11 contains 39666 members Mstep: Class 12 contains 2087 members Mstep: Class 13 contains 42372 members Mstep: Class 14 contains 3523 members Mstep: Class 15 contains 5392 members Mstep: Class 16 contains 150604 members Mstep: Class 17 contains 6681 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5869 members Mstep: Class 22 contains 13487 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026284.000000 Penalty: 70805.890625 Iteration 94Q: 23 clusters Score -5.202628e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 38193 members Mstep: Class 3 contains 7722 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24734 members Mstep: Class 9 contains 55818 members Mstep: Class 10 contains 22417 members Mstep: Class 11 contains 39663 members Mstep: Class 12 contains 2082 members Mstep: Class 13 contains 42372 members Mstep: Class 14 contains 3526 members Mstep: Class 15 contains 5397 members Mstep: Class 16 contains 150605 members Mstep: Class 17 contains 6682 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13492 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026316.000000 Penalty: 70805.890625 Iteration 95Q: 23 clusters Score -5.202632e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 38190 members Mstep: Class 3 contains 7721 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24734 members Mstep: Class 9 contains 55843 members Mstep: Class 10 contains 22398 members Mstep: Class 11 contains 39663 members Mstep: Class 12 contains 2079 members Mstep: Class 13 contains 42367 members Mstep: Class 14 contains 3526 members Mstep: Class 15 contains 5399 members Mstep: Class 16 contains 150607 members Mstep: Class 17 contains 6682 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5871 members Mstep: Class 22 contains 13500 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026400.000000 Penalty: 70805.890625 Iteration 96Q: 23 clusters Score -5.20264e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 38189 members Mstep: Class 3 contains 7719 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1241 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24730 members Mstep: Class 9 contains 55867 members Mstep: Class 10 contains 22375 members Mstep: Class 11 contains 39660 members Mstep: Class 12 contains 2076 members Mstep: Class 13 contains 42365 members Mstep: Class 14 contains 3531 members Mstep: Class 15 contains 5402 members Mstep: Class 16 contains 150605 members Mstep: Class 17 contains 6685 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13506 members Mstep: Class 23 contains 4546 members Entering Unmasked Estep ConsiderDeletion Score: -52026356.000000 Penalty: 70805.890625 Iteration 97Q: 23 clusters Score -5.202636e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 38189 members Mstep: Class 3 contains 7716 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1242 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55878 members Mstep: Class 10 contains 22364 members Mstep: Class 11 contains 39660 members Mstep: Class 12 contains 2069 members Mstep: Class 13 contains 42362 members Mstep: Class 14 contains 3536 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 150606 members Mstep: Class 17 contains 6686 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5869 members Mstep: Class 22 contains 13515 members Mstep: Class 23 contains 4547 members Entering Unmasked Estep ConsiderDeletion Score: -52026368.000000 Penalty: 70805.890625 Iteration 98Q: 23 clusters Score -5.202637e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 38179 members Mstep: Class 3 contains 7713 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1243 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24724 members Mstep: Class 9 contains 55885 members Mstep: Class 10 contains 22359 members Mstep: Class 11 contains 39659 members Mstep: Class 12 contains 2069 members Mstep: Class 13 contains 42363 members Mstep: Class 14 contains 3540 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 150614 members Mstep: Class 17 contains 6686 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5868 members Mstep: Class 22 contains 13519 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026436.000000 Penalty: 70805.890625 Iteration 99Q: 23 clusters Score -5.202644e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 38174 members Mstep: Class 3 contains 7712 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1243 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1959 members Mstep: Class 8 contains 24725 members Mstep: Class 9 contains 55891 members Mstep: Class 10 contains 22356 members Mstep: Class 11 contains 39660 members Mstep: Class 12 contains 2065 members Mstep: Class 13 contains 42360 members Mstep: Class 14 contains 3540 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 150616 members Mstep: Class 17 contains 6686 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5869 members Mstep: Class 22 contains 13525 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026384.000000 Penalty: 70805.890625 Iteration 100F: 23 clusters Score -5.202638e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 38173 members Mstep: Class 3 contains 7710 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1244 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1960 members Mstep: Class 8 contains 24726 members Mstep: Class 9 contains 55900 members Mstep: Class 10 contains 22346 members Mstep: Class 11 contains 39657 members Mstep: Class 12 contains 2061 members Mstep: Class 13 contains 42361 members Mstep: Class 14 contains 3543 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 150619 members Mstep: Class 17 contains 6686 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13526 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026428.000000 Penalty: 70805.890625 Iteration 101Q: 23 clusters Score -5.202643e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 38171 members Mstep: Class 3 contains 7710 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24724 members Mstep: Class 9 contains 55906 members Mstep: Class 10 contains 22341 members Mstep: Class 11 contains 39653 members Mstep: Class 12 contains 2054 members Mstep: Class 13 contains 42368 members Mstep: Class 14 contains 3545 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 150620 members Mstep: Class 17 contains 6690 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5871 members Mstep: Class 22 contains 13526 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026372.000000 Penalty: 70805.890625 Iteration 102Q: 23 clusters Score -5.202637e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 38173 members Mstep: Class 3 contains 7710 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24724 members Mstep: Class 9 contains 55911 members Mstep: Class 10 contains 22336 members Mstep: Class 11 contains 39651 members Mstep: Class 12 contains 2046 members Mstep: Class 13 contains 42376 members Mstep: Class 14 contains 3545 members Mstep: Class 15 contains 5400 members Mstep: Class 16 contains 150620 members Mstep: Class 17 contains 6692 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13528 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026388.000000 Penalty: 70805.890625 Iteration 103Q: 23 clusters Score -5.202639e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 38171 members Mstep: Class 3 contains 7710 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24725 members Mstep: Class 9 contains 55915 members Mstep: Class 10 contains 22333 members Mstep: Class 11 contains 39650 members Mstep: Class 12 contains 2037 members Mstep: Class 13 contains 42381 members Mstep: Class 14 contains 3546 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 150621 members Mstep: Class 17 contains 6695 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5869 members Mstep: Class 22 contains 13530 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026404.000000 Penalty: 70805.890625 Iteration 104Q: 23 clusters Score -5.20264e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 38168 members Mstep: Class 3 contains 7710 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24726 members Mstep: Class 9 contains 55917 members Mstep: Class 10 contains 22332 members Mstep: Class 11 contains 39648 members Mstep: Class 12 contains 2028 members Mstep: Class 13 contains 42387 members Mstep: Class 14 contains 3548 members Mstep: Class 15 contains 5403 members Mstep: Class 16 contains 150620 members Mstep: Class 17 contains 6696 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5870 members Mstep: Class 22 contains 13531 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026376.000000 Penalty: 70805.890625 Iteration 105Q: 23 clusters Score -5.202638e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 38167 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24726 members Mstep: Class 9 contains 55920 members Mstep: Class 10 contains 22331 members Mstep: Class 11 contains 39646 members Mstep: Class 12 contains 2023 members Mstep: Class 13 contains 42389 members Mstep: Class 14 contains 3550 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150622 members Mstep: Class 17 contains 6695 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5868 members Mstep: Class 22 contains 13533 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026396.000000 Penalty: 70805.890625 Iteration 106Q: 23 clusters Score -5.20264e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 38165 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55924 members Mstep: Class 10 contains 22330 members Mstep: Class 11 contains 39647 members Mstep: Class 12 contains 2020 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3550 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150625 members Mstep: Class 17 contains 6693 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5866 members Mstep: Class 22 contains 13535 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026444.000000 Penalty: 70805.890625 Iteration 107Q: 23 clusters Score -5.202644e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 38165 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55925 members Mstep: Class 10 contains 22327 members Mstep: Class 11 contains 39647 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 42396 members Mstep: Class 14 contains 3550 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150629 members Mstep: Class 17 contains 6693 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5867 members Mstep: Class 22 contains 13535 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026452.000000 Penalty: 70805.890625 Iteration 108Q: 23 clusters Score -5.202645e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 38163 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55927 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39647 members Mstep: Class 12 contains 2007 members Mstep: Class 13 contains 42397 members Mstep: Class 14 contains 3550 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150632 members Mstep: Class 17 contains 6694 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13540 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026432.000000 Penalty: 70805.890625 Iteration 109Q: 23 clusters Score -5.202643e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 38156 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39647 members Mstep: Class 12 contains 2007 members Mstep: Class 13 contains 42394 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150635 members Mstep: Class 17 contains 6693 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13544 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026440.000000 Penalty: 70805.890625 Iteration 110Q: 23 clusters Score -5.202644e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 38150 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39648 members Mstep: Class 12 contains 2006 members Mstep: Class 13 contains 42391 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150639 members Mstep: Class 17 contains 6694 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13547 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026456.000000 Penalty: 70805.890625 Iteration 111Q: 23 clusters Score -5.202646e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38147 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39650 members Mstep: Class 12 contains 2004 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150641 members Mstep: Class 17 contains 6696 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026440.000000 Penalty: 70805.890625 Iteration 112Q: 23 clusters Score -5.202644e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38146 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24730 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150641 members Mstep: Class 17 contains 6698 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026416.000000 Penalty: 70805.890625 Iteration 113Q: 23 clusters Score -5.202642e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38144 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150642 members Mstep: Class 17 contains 6700 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026408.000000 Penalty: 70805.890625 Iteration 114Q: 23 clusters Score -5.202641e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38141 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22325 members Mstep: Class 11 contains 39651 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150642 members Mstep: Class 17 contains 6701 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026392.000000 Penalty: 70805.890625 Iteration 115Q: 23 clusters Score -5.202639e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38138 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55928 members Mstep: Class 10 contains 22326 members Mstep: Class 11 contains 39651 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150644 members Mstep: Class 17 contains 6701 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026420.000000 Penalty: 70805.890625 Iteration 116Q: 23 clusters Score -5.202642e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38137 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55931 members Mstep: Class 10 contains 22324 members Mstep: Class 11 contains 39650 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150644 members Mstep: Class 17 contains 6702 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026416.000000 Penalty: 70805.890625 Iteration 117Q: 23 clusters Score -5.202642e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38135 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55932 members Mstep: Class 10 contains 22323 members Mstep: Class 11 contains 39650 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150646 members Mstep: Class 17 contains 6702 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026412.000000 Penalty: 70805.890625 Iteration 118Q: 23 clusters Score -5.202641e+07 nChanged 5 Entering ConstructFrom: Score: -52026412.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (3463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Entering Unmasked Estep Score: -383936.531250 Penalty: 2021.172974 Iteration 0F: 2 clusters Score -383936.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -380405.031250 Penalty: 4042.345947 Iteration 0F: 3 clusters Score -380405 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -381166.250000 Penalty: 4042.345947 Iteration 1F: 3 clusters Score -381166.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -381383.843750 Penalty: 4042.345947 Iteration 2F: 3 clusters Score -381383.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -381517.250000 Penalty: 4042.345947 Iteration 3F: 3 clusters Score -381517.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -381607.250000 Penalty: 4042.345947 Iteration 4Q: 3 clusters Score -381607.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -381673.406250 Penalty: 4042.345947 Iteration 5Q: 3 clusters Score -381673.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -381732.906250 Penalty: 4042.345947 Iteration 6Q: 3 clusters Score -381732.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -381793.437500 Penalty: 4042.345947 Iteration 7Q: 3 clusters Score -381793.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -381877.125000 Penalty: 4042.345947 Iteration 8Q: 3 clusters Score -381877.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -381981.562500 Penalty: 4042.345947 Iteration 9Q: 3 clusters Score -381981.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -382058.500000 Penalty: 4042.345947 Iteration 10Q: 3 clusters Score -382058.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -382106.843750 Penalty: 4042.345947 Iteration 11Q: 3 clusters Score -382106.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -382142.781250 Penalty: 4042.345947 Iteration 12Q: 3 clusters Score -382142.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -382173.468750 Penalty: 4042.345947 Iteration 13Q: 3 clusters Score -382173.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -382211.187500 Penalty: 4042.345947 Iteration 14Q: 3 clusters Score -382211.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -382251.656250 Penalty: 4042.345947 Iteration 15Q: 3 clusters Score -382251.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -382278.125000 Penalty: 4042.345947 Iteration 16Q: 3 clusters Score -382278.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -382302.531250 Penalty: 4042.345947 Iteration 17Q: 3 clusters Score -382302.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -382323.562500 Penalty: 4042.345947 Iteration 18Q: 3 clusters Score -382323.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -382340.593750 Penalty: 4042.345947 Iteration 19Q: 3 clusters Score -382340.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -382355.718750 Penalty: 4042.345947 Iteration 20F: 3 clusters Score -382355.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -382372.750000 Penalty: 4042.345947 Iteration 21Q: 3 clusters Score -382372.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -382385.968750 Penalty: 4042.345947 Iteration 22Q: 3 clusters Score -382386 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -382396.687500 Penalty: 4042.345947 Iteration 23Q: 3 clusters Score -382396.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -382413.750000 Penalty: 4042.345947 Iteration 24Q: 3 clusters Score -382413.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -382424.281250 Penalty: 4042.345947 Iteration 25Q: 3 clusters Score -382424.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -382437.250000 Penalty: 4042.345947 Iteration 26Q: 3 clusters Score -382437.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -382446.968750 Penalty: 4042.345947 Iteration 27Q: 3 clusters Score -382447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -382453.625000 Penalty: 4042.345947 Iteration 28Q: 3 clusters Score -382453.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -382460.843750 Penalty: 4042.345947 Iteration 29Q: 3 clusters Score -382460.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -382464.968750 Penalty: 4042.345947 Iteration 30Q: 3 clusters Score -382465 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -382468.687500 Penalty: 4042.345947 Iteration 31Q: 3 clusters Score -382468.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -382470.968750 Penalty: 4042.345947 Iteration 32Q: 3 clusters Score -382471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -382473.031250 Penalty: 4042.345947 Iteration 33Q: 3 clusters Score -382473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -382474.781250 Penalty: 4042.345947 Iteration 34Q: 3 clusters Score -382474.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -382478.781250 Penalty: 4042.345947 Iteration 35Q: 3 clusters Score -382478.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -382485.906250 Penalty: 4042.345947 Iteration 36Q: 3 clusters Score -382485.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -382496.625000 Penalty: 4042.345947 Iteration 37Q: 3 clusters Score -382496.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -382511.281250 Penalty: 4042.345947 Iteration 38Q: 3 clusters Score -382511.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -382528.062500 Penalty: 4042.345947 Iteration 39Q: 3 clusters Score -382528.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -382555.562500 Penalty: 4042.345947 Iteration 40F: 3 clusters Score -382555.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -382576.125000 Penalty: 4042.345947 Iteration 41Q: 3 clusters Score -382576.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -382587.500000 Penalty: 4042.345947 Iteration 42Q: 3 clusters Score -382587.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -382595.906250 Penalty: 4042.345947 Iteration 43Q: 3 clusters Score -382595.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -382602.062500 Penalty: 4042.345947 Iteration 44Q: 3 clusters Score -382602.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -382608.656250 Penalty: 4042.345947 Iteration 45Q: 3 clusters Score -382608.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -382615.625000 Penalty: 4042.345947 Iteration 46Q: 3 clusters Score -382615.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -382620.406250 Penalty: 4042.345947 Iteration 47Q: 3 clusters Score -382620.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -382622.593750 Penalty: 4042.345947 Iteration 48Q: 3 clusters Score -382622.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -382626.718750 Penalty: 4042.345947 Iteration 49Q: 3 clusters Score -382626.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -382635.718750 Penalty: 4042.345947 Iteration 50Q: 3 clusters Score -382635.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -382644.062500 Penalty: 4042.345947 Iteration 51Q: 3 clusters Score -382644.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -382651.437500 Penalty: 4042.345947 Iteration 52Q: 3 clusters Score -382651.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -382658.593750 Penalty: 4042.345947 Iteration 53Q: 3 clusters Score -382658.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -382661.875000 Penalty: 4042.345947 Iteration 54Q: 3 clusters Score -382661.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -382663.031250 Penalty: 4042.345947 Iteration 55Q: 3 clusters Score -382663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -382663.593750 Penalty: 4042.345947 Iteration 56Q: 3 clusters Score -382663.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -382663.593750 Penalty: 4042.345947 Iteration 57F: 3 clusters Score -382663.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (38132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38132 members Entering Unmasked Estep Score: -4530894.500000 Penalty: 2616.104736 Iteration 0F: 2 clusters Score -4530894 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19009 members Mstep: Class 2 contains 19123 members Entering Unmasked Estep Score: -4505143.000000 Penalty: 5232.209473 Iteration 0F: 3 clusters Score -4505143 nChanged 17271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18656 members Mstep: Class 2 contains 19476 members Entering Unmasked Estep Score: -4514409.000000 Penalty: 5232.209473 Iteration 1F: 3 clusters Score -4514409 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 19840 members Entering Unmasked Estep Score: -4514989.000000 Penalty: 5232.209473 Iteration 2Q: 3 clusters Score -4514989 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17768 members Mstep: Class 2 contains 20364 members Entering Unmasked Estep Score: -4515605.500000 Penalty: 5232.209473 Iteration 3Q: 3 clusters Score -4515606 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17094 members Mstep: Class 2 contains 21038 members Entering Unmasked Estep Score: -4516404.500000 Penalty: 5232.209473 Iteration 4Q: 3 clusters Score -4516404 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 22049 members Entering Unmasked Estep Score: -4517519.500000 Penalty: 5232.209473 Iteration 5F: 3 clusters Score -4517520 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 23407 members Entering Unmasked Estep Score: -4518941.500000 Penalty: 5232.209473 Iteration 6F: 3 clusters Score -4518942 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 24927 members Entering Unmasked Estep Score: -4520605.000000 Penalty: 5232.209473 Iteration 7F: 3 clusters Score -4520605 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 26497 members Entering Unmasked Estep Score: -4522280.500000 Penalty: 5232.209473 Iteration 8F: 3 clusters Score -4522280 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 27991 members Entering Unmasked Estep Score: -4523781.000000 Penalty: 5232.209473 Iteration 9F: 3 clusters Score -4523781 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 29346 members Entering Unmasked Estep Score: -4525070.500000 Penalty: 5232.209473 Iteration 10Q: 3 clusters Score -4525070 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 30504 members Entering Unmasked Estep Score: -4526136.000000 Penalty: 5232.209473 Iteration 11Q: 3 clusters Score -4526136 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 31456 members Entering Unmasked Estep Score: -4526903.500000 Penalty: 5232.209473 Iteration 12Q: 3 clusters Score -4526904 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 32182 members Entering Unmasked Estep Score: -4527411.000000 Penalty: 5232.209473 Iteration 13Q: 3 clusters Score -4527411 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 32750 members Entering Unmasked Estep Score: -4527743.000000 Penalty: 5232.209473 Iteration 14Q: 3 clusters Score -4527743 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 33203 members Entering Unmasked Estep Score: -4527992.000000 Penalty: 5232.209473 Iteration 15Q: 3 clusters Score -4527992 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 33583 members Entering Unmasked Estep Score: -4528173.000000 Penalty: 5232.209473 Iteration 16Q: 3 clusters Score -4528173 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 33913 members Entering Unmasked Estep Score: -4528316.500000 Penalty: 5232.209473 Iteration 17Q: 3 clusters Score -4528316 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 34192 members Entering Unmasked Estep Score: -4528415.000000 Penalty: 5232.209473 Iteration 18Q: 3 clusters Score -4528415 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 34454 members Entering Unmasked Estep Score: -4528478.500000 Penalty: 5232.209473 Iteration 19Q: 3 clusters Score -4528478 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 34655 members Entering Unmasked Estep Score: -4528544.500000 Penalty: 5232.209473 Iteration 20F: 3 clusters Score -4528544 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 34823 members Entering Unmasked Estep Score: -4528599.000000 Penalty: 5232.209473 Iteration 21Q: 3 clusters Score -4528599 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 34973 members Entering Unmasked Estep Score: -4528643.500000 Penalty: 5232.209473 Iteration 22Q: 3 clusters Score -4528644 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 35111 members Entering Unmasked Estep Score: -4528696.500000 Penalty: 5232.209473 Iteration 23Q: 3 clusters Score -4528696 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 35229 members Entering Unmasked Estep Score: -4528716.000000 Penalty: 5232.209473 Iteration 24Q: 3 clusters Score -4528716 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 35326 members Entering Unmasked Estep Score: -4528743.500000 Penalty: 5232.209473 Iteration 25Q: 3 clusters Score -4528744 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 35406 members Entering Unmasked Estep Score: -4528774.000000 Penalty: 5232.209473 Iteration 26Q: 3 clusters Score -4528774 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 35470 members Entering Unmasked Estep Score: -4528794.500000 Penalty: 5232.209473 Iteration 27Q: 3 clusters Score -4528794 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 35530 members Entering Unmasked Estep Score: -4528815.000000 Penalty: 5232.209473 Iteration 28Q: 3 clusters Score -4528815 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 35586 members Entering Unmasked Estep Score: -4528831.500000 Penalty: 5232.209473 Iteration 29Q: 3 clusters Score -4528832 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 35638 members Entering Unmasked Estep Score: -4528835.500000 Penalty: 5232.209473 Iteration 30Q: 3 clusters Score -4528836 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 35693 members Entering Unmasked Estep Score: -4528855.000000 Penalty: 5232.209473 Iteration 31Q: 3 clusters Score -4528855 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 35743 members Entering Unmasked Estep Score: -4528855.500000 Penalty: 5232.209473 Iteration 32Q: 3 clusters Score -4528856 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 35788 members Entering Unmasked Estep Score: -4528860.500000 Penalty: 5232.209473 Iteration 33Q: 3 clusters Score -4528860 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 35826 members Entering Unmasked Estep Score: -4528865.000000 Penalty: 5232.209473 Iteration 34Q: 3 clusters Score -4528865 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 35876 members Entering Unmasked Estep Score: -4528881.500000 Penalty: 5232.209473 Iteration 35Q: 3 clusters Score -4528882 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 35926 members Entering Unmasked Estep Score: -4528895.000000 Penalty: 5232.209473 Iteration 36Q: 3 clusters Score -4528895 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 35984 members Entering Unmasked Estep Score: -4528912.500000 Penalty: 5232.209473 Iteration 37Q: 3 clusters Score -4528912 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 36038 members Entering Unmasked Estep Score: -4528929.000000 Penalty: 5232.209473 Iteration 38Q: 3 clusters Score -4528929 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 36080 members Entering Unmasked Estep Score: -4528937.500000 Penalty: 5232.209473 Iteration 39Q: 3 clusters Score -4528938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 36107 members Entering Unmasked Estep Score: -4528948.000000 Penalty: 5232.209473 Iteration 40F: 3 clusters Score -4528948 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 36138 members Entering Unmasked Estep Score: -4528959.500000 Penalty: 5232.209473 Iteration 41Q: 3 clusters Score -4528960 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 36161 members Entering Unmasked Estep Score: -4528957.500000 Penalty: 5232.209473 Iteration 42Q: 3 clusters Score -4528958 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 36183 members Entering Unmasked Estep Score: -4528965.000000 Penalty: 5232.209473 Iteration 43Q: 3 clusters Score -4528965 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 36201 members Entering Unmasked Estep Score: -4528973.500000 Penalty: 5232.209473 Iteration 44Q: 3 clusters Score -4528974 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 36213 members Entering Unmasked Estep Score: -4528967.500000 Penalty: 5232.209473 Iteration 45Q: 3 clusters Score -4528968 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 36230 members Entering Unmasked Estep Score: -4528969.000000 Penalty: 5232.209473 Iteration 46Q: 3 clusters Score -4528969 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 36242 members Entering Unmasked Estep Score: -4528970.500000 Penalty: 5232.209473 Iteration 47Q: 3 clusters Score -4528970 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 36251 members Entering Unmasked Estep Score: -4528982.500000 Penalty: 5232.209473 Iteration 48Q: 3 clusters Score -4528982 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 36261 members Entering Unmasked Estep Score: -4528994.500000 Penalty: 5232.209473 Iteration 49Q: 3 clusters Score -4528994 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 36275 members Entering Unmasked Estep Score: -4529003.000000 Penalty: 5232.209473 Iteration 50Q: 3 clusters Score -4529003 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 36286 members Entering Unmasked Estep Score: -4529004.000000 Penalty: 5232.209473 Iteration 51Q: 3 clusters Score -4529004 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 36304 members Entering Unmasked Estep Score: -4529005.500000 Penalty: 5232.209473 Iteration 52Q: 3 clusters Score -4529006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 36319 members Entering Unmasked Estep Score: -4529003.500000 Penalty: 5232.209473 Iteration 53Q: 3 clusters Score -4529004 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 36332 members Entering Unmasked Estep Score: -4529005.500000 Penalty: 5232.209473 Iteration 54Q: 3 clusters Score -4529006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 36345 members Entering Unmasked Estep Score: -4529007.500000 Penalty: 5232.209473 Iteration 55Q: 3 clusters Score -4529008 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 36355 members Entering Unmasked Estep Score: -4529013.500000 Penalty: 5232.209473 Iteration 56Q: 3 clusters Score -4529014 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 36361 members Entering Unmasked Estep Score: -4529011.500000 Penalty: 5232.209473 Iteration 57Q: 3 clusters Score -4529012 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 36370 members Entering Unmasked Estep Score: -4529014.500000 Penalty: 5232.209473 Iteration 58Q: 3 clusters Score -4529014 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 36380 members Entering Unmasked Estep Score: -4529011.000000 Penalty: 5232.209473 Iteration 59Q: 3 clusters Score -4529011 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 36388 members Entering Unmasked Estep Score: -4529024.000000 Penalty: 5232.209473 Iteration 60F: 3 clusters Score -4529024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 36395 members Entering Unmasked Estep Score: -4529022.500000 Penalty: 5232.209473 Iteration 61Q: 3 clusters Score -4529022 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 36403 members Entering Unmasked Estep Score: -4529032.500000 Penalty: 5232.209473 Iteration 62Q: 3 clusters Score -4529032 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 36413 members Entering Unmasked Estep Score: -4529029.500000 Penalty: 5232.209473 Iteration 63Q: 3 clusters Score -4529030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 36417 members Entering Unmasked Estep Score: -4529031.500000 Penalty: 5232.209473 Iteration 64Q: 3 clusters Score -4529032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 36420 members Entering Unmasked Estep Score: -4529029.000000 Penalty: 5232.209473 Iteration 65Q: 3 clusters Score -4529029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 36423 members Entering Unmasked Estep Score: -4529033.000000 Penalty: 5232.209473 Iteration 66Q: 3 clusters Score -4529033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 36424 members Entering Unmasked Estep Score: -4529028.500000 Penalty: 5232.209473 Iteration 67Q: 3 clusters Score -4529028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 36425 members Entering Unmasked Estep Score: -4529028.500000 Penalty: 5232.209473 Iteration 68Q: 3 clusters Score -4529028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 36428 members Entering Unmasked Estep Score: -4529027.000000 Penalty: 5232.209473 Iteration 69Q: 3 clusters Score -4529027 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 36431 members Entering Unmasked Estep Score: -4529027.000000 Penalty: 5232.209473 Iteration 70Q: 3 clusters Score -4529027 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 36437 members Entering Unmasked Estep Score: -4529028.000000 Penalty: 5232.209473 Iteration 71Q: 3 clusters Score -4529028 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 36445 members Entering Unmasked Estep Score: -4529031.000000 Penalty: 5232.209473 Iteration 72Q: 3 clusters Score -4529031 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 36451 members Entering Unmasked Estep Score: -4529032.000000 Penalty: 5232.209473 Iteration 73Q: 3 clusters Score -4529032 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 36459 members Entering Unmasked Estep Score: -4529035.500000 Penalty: 5232.209473 Iteration 74Q: 3 clusters Score -4529036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 36463 members Entering Unmasked Estep Score: -4529034.000000 Penalty: 5232.209473 Iteration 75Q: 3 clusters Score -4529034 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 36476 members Entering Unmasked Estep Score: -4529029.500000 Penalty: 5232.209473 Iteration 76Q: 3 clusters Score -4529030 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 36485 members Entering Unmasked Estep Score: -4529041.000000 Penalty: 5232.209473 Iteration 77Q: 3 clusters Score -4529041 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 36495 members Entering Unmasked Estep Score: -4529037.000000 Penalty: 5232.209473 Iteration 78Q: 3 clusters Score -4529037 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 36503 members Entering Unmasked Estep Score: -4529041.000000 Penalty: 5232.209473 Iteration 79Q: 3 clusters Score -4529041 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 36509 members Entering Unmasked Estep Score: -4529040.500000 Penalty: 5232.209473 Iteration 80F: 3 clusters Score -4529040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 36516 members Entering Unmasked Estep Score: -4529053.000000 Penalty: 5232.209473 Iteration 81Q: 3 clusters Score -4529053 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 36525 members Entering Unmasked Estep Score: -4529054.000000 Penalty: 5232.209473 Iteration 82Q: 3 clusters Score -4529054 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 36539 members Entering Unmasked Estep Score: -4529057.500000 Penalty: 5232.209473 Iteration 83Q: 3 clusters Score -4529058 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 36551 members Entering Unmasked Estep Score: -4529057.500000 Penalty: 5232.209473 Iteration 84Q: 3 clusters Score -4529058 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 36570 members Entering Unmasked Estep Score: -4529060.000000 Penalty: 5232.209473 Iteration 85Q: 3 clusters Score -4529060 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 36584 members Entering Unmasked Estep Score: -4529068.000000 Penalty: 5232.209473 Iteration 86Q: 3 clusters Score -4529068 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 36597 members Entering Unmasked Estep Score: -4529068.500000 Penalty: 5232.209473 Iteration 87Q: 3 clusters Score -4529068 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 36609 members Entering Unmasked Estep Score: -4529079.500000 Penalty: 5232.209473 Iteration 88Q: 3 clusters Score -4529080 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 36621 members Entering Unmasked Estep Score: -4529081.500000 Penalty: 5232.209473 Iteration 89Q: 3 clusters Score -4529082 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 36631 members Entering Unmasked Estep Score: -4529098.000000 Penalty: 5232.209473 Iteration 90Q: 3 clusters Score -4529098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 36642 members Entering Unmasked Estep Score: -4529098.000000 Penalty: 5232.209473 Iteration 91Q: 3 clusters Score -4529098 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 36650 members Entering Unmasked Estep Score: -4529104.500000 Penalty: 5232.209473 Iteration 92Q: 3 clusters Score -4529104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 36653 members Entering Unmasked Estep Score: -4529101.000000 Penalty: 5232.209473 Iteration 93Q: 3 clusters Score -4529101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 36655 members Entering Unmasked Estep Score: -4529102.000000 Penalty: 5232.209473 Iteration 94Q: 3 clusters Score -4529102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 36657 members Entering Unmasked Estep Score: -4529105.000000 Penalty: 5232.209473 Iteration 95Q: 3 clusters Score -4529105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 36659 members Entering Unmasked Estep Score: -4529103.000000 Penalty: 5232.209473 Iteration 96Q: 3 clusters Score -4529103 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 36659 members Entering Unmasked Estep Score: -4529103.000000 Penalty: 5232.209473 Iteration 97F: 3 clusters Score -4529103 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Entering Unmasked Estep Score: -947537.187500 Penalty: 2219.635742 Iteration 0F: 2 clusters Score -947537.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -941253.250000 Penalty: 4439.271484 Iteration 0F: 3 clusters Score -941253.2 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -942954.062500 Penalty: 4439.271484 Iteration 1F: 3 clusters Score -942954.1 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -943209.375000 Penalty: 4439.271484 Iteration 2F: 3 clusters Score -943209.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -943383.875000 Penalty: 4439.271484 Iteration 3Q: 3 clusters Score -943383.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -943519.562500 Penalty: 4439.271484 Iteration 4Q: 3 clusters Score -943519.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -943631.125000 Penalty: 4439.271484 Iteration 5Q: 3 clusters Score -943631.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -943735.562500 Penalty: 4439.271484 Iteration 6Q: 3 clusters Score -943735.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -943830.500000 Penalty: 4439.271484 Iteration 7Q: 3 clusters Score -943830.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -943915.250000 Penalty: 4439.271484 Iteration 8Q: 3 clusters Score -943915.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -944007.687500 Penalty: 4439.271484 Iteration 9Q: 3 clusters Score -944007.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -944092.687500 Penalty: 4439.271484 Iteration 10Q: 3 clusters Score -944092.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -944171.000000 Penalty: 4439.271484 Iteration 11Q: 3 clusters Score -944171 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -944248.500000 Penalty: 4439.271484 Iteration 12Q: 3 clusters Score -944248.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -944332.187500 Penalty: 4439.271484 Iteration 13Q: 3 clusters Score -944332.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -944426.312500 Penalty: 4439.271484 Iteration 14Q: 3 clusters Score -944426.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -944538.812500 Penalty: 4439.271484 Iteration 15Q: 3 clusters Score -944538.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -944668.687500 Penalty: 4439.271484 Iteration 16Q: 3 clusters Score -944668.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -944796.125000 Penalty: 4439.271484 Iteration 17Q: 3 clusters Score -944796.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -944886.000000 Penalty: 4439.271484 Iteration 18Q: 3 clusters Score -944886 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -944977.937500 Penalty: 4439.271484 Iteration 19Q: 3 clusters Score -944977.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -945068.812500 Penalty: 4439.271484 Iteration 20F: 3 clusters Score -945068.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -945141.437500 Penalty: 4439.271484 Iteration 21Q: 3 clusters Score -945141.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -945205.000000 Penalty: 4439.271484 Iteration 22Q: 3 clusters Score -945205 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -945251.750000 Penalty: 4439.271484 Iteration 23Q: 3 clusters Score -945251.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -945309.812500 Penalty: 4439.271484 Iteration 24Q: 3 clusters Score -945309.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -945372.187500 Penalty: 4439.271484 Iteration 25Q: 3 clusters Score -945372.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -945418.812500 Penalty: 4439.271484 Iteration 26Q: 3 clusters Score -945418.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -945461.750000 Penalty: 4439.271484 Iteration 27Q: 3 clusters Score -945461.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -945489.937500 Penalty: 4439.271484 Iteration 28Q: 3 clusters Score -945489.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -945517.750000 Penalty: 4439.271484 Iteration 29Q: 3 clusters Score -945517.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -945551.812500 Penalty: 4439.271484 Iteration 30Q: 3 clusters Score -945551.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -945575.187500 Penalty: 4439.271484 Iteration 31Q: 3 clusters Score -945575.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -945594.000000 Penalty: 4439.271484 Iteration 32Q: 3 clusters Score -945594 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -945606.000000 Penalty: 4439.271484 Iteration 33Q: 3 clusters Score -945606 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -945616.312500 Penalty: 4439.271484 Iteration 34Q: 3 clusters Score -945616.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -945628.875000 Penalty: 4439.271484 Iteration 35Q: 3 clusters Score -945628.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -945633.437500 Penalty: 4439.271484 Iteration 36Q: 3 clusters Score -945633.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -945639.250000 Penalty: 4439.271484 Iteration 37Q: 3 clusters Score -945639.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -945642.625000 Penalty: 4439.271484 Iteration 38Q: 3 clusters Score -945642.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -945648.000000 Penalty: 4439.271484 Iteration 39Q: 3 clusters Score -945648 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -945650.562500 Penalty: 4439.271484 Iteration 40F: 3 clusters Score -945650.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -945653.125000 Penalty: 4439.271484 Iteration 41Q: 3 clusters Score -945653.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -945658.500000 Penalty: 4439.271484 Iteration 42Q: 3 clusters Score -945658.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -945660.125000 Penalty: 4439.271484 Iteration 43Q: 3 clusters Score -945660.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -945664.812500 Penalty: 4439.271484 Iteration 44Q: 3 clusters Score -945664.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -945667.375000 Penalty: 4439.271484 Iteration 45Q: 3 clusters Score -945667.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -945674.812500 Penalty: 4439.271484 Iteration 46Q: 3 clusters Score -945674.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -945676.437500 Penalty: 4439.271484 Iteration 47Q: 3 clusters Score -945676.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -945678.687500 Penalty: 4439.271484 Iteration 48Q: 3 clusters Score -945678.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -945685.125000 Penalty: 4439.271484 Iteration 49Q: 3 clusters Score -945685.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -945690.250000 Penalty: 4439.271484 Iteration 50Q: 3 clusters Score -945690.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -945693.000000 Penalty: 4439.271484 Iteration 51Q: 3 clusters Score -945693 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -945694.250000 Penalty: 4439.271484 Iteration 52Q: 3 clusters Score -945694.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -945696.500000 Penalty: 4439.271484 Iteration 53Q: 3 clusters Score -945696.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -945698.937500 Penalty: 4439.271484 Iteration 54Q: 3 clusters Score -945698.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -945700.062500 Penalty: 4439.271484 Iteration 55Q: 3 clusters Score -945700.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -945700.500000 Penalty: 4439.271484 Iteration 56Q: 3 clusters Score -945700.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -945703.125000 Penalty: 4439.271484 Iteration 57Q: 3 clusters Score -945703.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -945702.062500 Penalty: 4439.271484 Iteration 58Q: 3 clusters Score -945702.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -945706.312500 Penalty: 4439.271484 Iteration 59Q: 3 clusters Score -945706.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -945711.562500 Penalty: 4439.271484 Iteration 60F: 3 clusters Score -945711.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -945715.687500 Penalty: 4439.271484 Iteration 61Q: 3 clusters Score -945715.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -945718.687500 Penalty: 4439.271484 Iteration 62Q: 3 clusters Score -945718.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -945725.625000 Penalty: 4439.271484 Iteration 63Q: 3 clusters Score -945725.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -945728.750000 Penalty: 4439.271484 Iteration 64Q: 3 clusters Score -945728.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -945737.875000 Penalty: 4439.271484 Iteration 65Q: 3 clusters Score -945737.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -945741.187500 Penalty: 4439.271484 Iteration 66Q: 3 clusters Score -945741.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -945751.375000 Penalty: 4439.271484 Iteration 67Q: 3 clusters Score -945751.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -945755.625000 Penalty: 4439.271484 Iteration 68Q: 3 clusters Score -945755.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -945760.125000 Penalty: 4439.271484 Iteration 69Q: 3 clusters Score -945760.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -945765.187500 Penalty: 4439.271484 Iteration 70Q: 3 clusters Score -945765.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -945771.750000 Penalty: 4439.271484 Iteration 71Q: 3 clusters Score -945771.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -945776.437500 Penalty: 4439.271484 Iteration 72Q: 3 clusters Score -945776.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -945780.750000 Penalty: 4439.271484 Iteration 73Q: 3 clusters Score -945780.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -945782.250000 Penalty: 4439.271484 Iteration 74Q: 3 clusters Score -945782.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -945785.937500 Penalty: 4439.271484 Iteration 75Q: 3 clusters Score -945785.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -945793.875000 Penalty: 4439.271484 Iteration 76Q: 3 clusters Score -945793.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -945793.312500 Penalty: 4439.271484 Iteration 77Q: 3 clusters Score -945793.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -945794.500000 Penalty: 4439.271484 Iteration 78Q: 3 clusters Score -945794.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -945795.312500 Penalty: 4439.271484 Iteration 79Q: 3 clusters Score -945795.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -945799.812500 Penalty: 4439.271484 Iteration 80F: 3 clusters Score -945799.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -945798.375000 Penalty: 4439.271484 Iteration 81Q: 3 clusters Score -945798.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -945803.750000 Penalty: 4439.271484 Iteration 82Q: 3 clusters Score -945803.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -945803.437500 Penalty: 4439.271484 Iteration 83Q: 3 clusters Score -945803.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -945805.875000 Penalty: 4439.271484 Iteration 84Q: 3 clusters Score -945805.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -945809.125000 Penalty: 4439.271484 Iteration 85Q: 3 clusters Score -945809.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -945813.250000 Penalty: 4439.271484 Iteration 86Q: 3 clusters Score -945813.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -945813.937500 Penalty: 4439.271484 Iteration 87Q: 3 clusters Score -945813.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -945815.375000 Penalty: 4439.271484 Iteration 88Q: 3 clusters Score -945815.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -945813.875000 Penalty: 4439.271484 Iteration 89Q: 3 clusters Score -945813.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -945815.750000 Penalty: 4439.271484 Iteration 90Q: 3 clusters Score -945815.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -945815.875000 Penalty: 4439.271484 Iteration 91Q: 3 clusters Score -945815.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -945815.250000 Penalty: 4439.271484 Iteration 92Q: 3 clusters Score -945815.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -945815.250000 Penalty: 4439.271484 Iteration 93F: 3 clusters Score -945815.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Entering Unmasked Estep Score: -83827.804688 Penalty: 1649.589844 Iteration 0F: 2 clusters Score -83827.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -82081.460938 Penalty: 3299.179688 Iteration 0F: 3 clusters Score -82081.46 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -82317.218750 Penalty: 3299.179688 Iteration 1F: 3 clusters Score -82317.22 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -82418.640625 Penalty: 3299.179688 Iteration 2F: 3 clusters Score -82418.64 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -82481.585938 Penalty: 3299.179688 Iteration 3Q: 3 clusters Score -82481.59 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -82544.335938 Penalty: 3299.179688 Iteration 4Q: 3 clusters Score -82544.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -82591.765625 Penalty: 3299.179688 Iteration 5Q: 3 clusters Score -82591.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -82665.312500 Penalty: 3299.179688 Iteration 6Q: 3 clusters Score -82665.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -82787.734375 Penalty: 3299.179688 Iteration 7Q: 3 clusters Score -82787.73 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -82984.226562 Penalty: 3299.179688 Iteration 8F: 3 clusters Score -82984.23 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -83219.179688 Penalty: 3299.179688 Iteration 9Q: 3 clusters Score -83219.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -83340.062500 Penalty: 3299.179688 Iteration 10Q: 3 clusters Score -83340.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -83402.875000 Penalty: 3299.179688 Iteration 11Q: 3 clusters Score -83402.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -83451.156250 Penalty: 3299.179688 Iteration 12Q: 3 clusters Score -83451.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -83503.656250 Penalty: 3299.179688 Iteration 13Q: 3 clusters Score -83503.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -83589.304688 Penalty: 3299.179688 Iteration 14Q: 3 clusters Score -83589.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -83728.101562 Penalty: 3299.179688 Iteration 15Q: 3 clusters Score -83728.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -83809.101562 Penalty: 3299.179688 Iteration 16Q: 3 clusters Score -83809.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -83817.937500 Penalty: 3299.179688 Iteration 17Q: 3 clusters Score -83817.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -83817.937500 Penalty: 3299.179688 Iteration 18F: 3 clusters Score -83817.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Entering Unmasked Estep Score: -137077.234375 Penalty: 1767.468872 Iteration 0F: 2 clusters Score -137077.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -135111.125000 Penalty: 3534.937744 Iteration 0F: 3 clusters Score -135111.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -135649.453125 Penalty: 3534.937744 Iteration 1F: 3 clusters Score -135649.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -135855.609375 Penalty: 3534.937744 Iteration 2F: 3 clusters Score -135855.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -135958.578125 Penalty: 3534.937744 Iteration 3Q: 3 clusters Score -135958.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -136039.468750 Penalty: 3534.937744 Iteration 4Q: 3 clusters Score -136039.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -136162.953125 Penalty: 3534.937744 Iteration 5Q: 3 clusters Score -136163 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -136380.656250 Penalty: 3534.937744 Iteration 6F: 3 clusters Score -136380.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -136741.906250 Penalty: 3534.937744 Iteration 7F: 3 clusters Score -136741.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -137067.968750 Penalty: 3534.937744 Iteration 8F: 3 clusters Score -137068 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -137366.265625 Penalty: 3534.937744 Iteration 9Q: 3 clusters Score -137366.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -137738.500000 Penalty: 3534.937744 Iteration 10Q: 3 clusters Score -137738.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -137958.187500 Penalty: 3534.937744 Iteration 11Q: 3 clusters Score -137958.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -138093.875000 Penalty: 3534.937744 Iteration 12Q: 3 clusters Score -138093.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -138177.062500 Penalty: 3534.937744 Iteration 13Q: 3 clusters Score -138177.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -138228.640625 Penalty: 3534.937744 Iteration 14Q: 3 clusters Score -138228.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -138253.734375 Penalty: 3534.937744 Iteration 15Q: 3 clusters Score -138253.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -138264.890625 Penalty: 3534.937744 Iteration 16Q: 3 clusters Score -138264.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -138273.812500 Penalty: 3534.937744 Iteration 17Q: 3 clusters Score -138273.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -138278.531250 Penalty: 3534.937744 Iteration 18Q: 3 clusters Score -138278.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -138281.250000 Penalty: 3534.937744 Iteration 19Q: 3 clusters Score -138281.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -138282.250000 Penalty: 3534.937744 Iteration 20F: 3 clusters Score -138282.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38132 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 788 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1962 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55933 members Mstep: Class 10 contains 22322 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150648 members Mstep: Class 17 contains 6703 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep Score: -52026228.000000 Penalty: 74024.335938 Splitting cluster 5 changes total score from -52026412.000000 to -52026228.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -60402.875000 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -60402.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -58872.929688 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -58872.93 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -59154.652344 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -59154.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -59265.222656 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -59265.22 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -59373.472656 Penalty: 3151.767578 Iteration 3Q: 3 clusters Score -59373.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -59423.582031 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -59423.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59450.980469 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -59450.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -59456.304688 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -59456.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59460.664062 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -59460.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -59465.035156 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -59465.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -59469.570312 Penalty: 3151.767578 Iteration 9Q: 3 clusters Score -59469.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -59470.859375 Penalty: 3151.767578 Iteration 10Q: 3 clusters Score -59470.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -59470.859375 Penalty: 3151.767578 Iteration 11F: 3 clusters Score -59470.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Entering Unmasked Estep Score: -238679.437500 Penalty: 1880.266479 Iteration 0F: 2 clusters Score -238679.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -236021.531250 Penalty: 3760.532959 Iteration 0F: 3 clusters Score -236021.5 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -236460.203125 Penalty: 3760.532959 Iteration 1F: 3 clusters Score -236460.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -236580.937500 Penalty: 3760.532959 Iteration 2F: 3 clusters Score -236580.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -236636.468750 Penalty: 3760.532959 Iteration 3Q: 3 clusters Score -236636.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -236680.671875 Penalty: 3760.532959 Iteration 4Q: 3 clusters Score -236680.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -236714.390625 Penalty: 3760.532959 Iteration 5Q: 3 clusters Score -236714.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -236735.703125 Penalty: 3760.532959 Iteration 6Q: 3 clusters Score -236735.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -236764.265625 Penalty: 3760.532959 Iteration 7Q: 3 clusters Score -236764.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -236787.812500 Penalty: 3760.532959 Iteration 8Q: 3 clusters Score -236787.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -236804.375000 Penalty: 3760.532959 Iteration 9Q: 3 clusters Score -236804.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -236821.343750 Penalty: 3760.532959 Iteration 10Q: 3 clusters Score -236821.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -236832.953125 Penalty: 3760.532959 Iteration 11Q: 3 clusters Score -236833 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -236839.859375 Penalty: 3760.532959 Iteration 12Q: 3 clusters Score -236839.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -236848.140625 Penalty: 3760.532959 Iteration 13Q: 3 clusters Score -236848.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -236852.984375 Penalty: 3760.532959 Iteration 14Q: 3 clusters Score -236853 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -236861.562500 Penalty: 3760.532959 Iteration 15Q: 3 clusters Score -236861.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -236865.468750 Penalty: 3760.532959 Iteration 16Q: 3 clusters Score -236865.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -236870.609375 Penalty: 3760.532959 Iteration 17Q: 3 clusters Score -236870.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -236872.968750 Penalty: 3760.532959 Iteration 18Q: 3 clusters Score -236873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -236873.734375 Penalty: 3760.532959 Iteration 19Q: 3 clusters Score -236873.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -236877.453125 Penalty: 3760.532959 Iteration 20F: 3 clusters Score -236877.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -236884.078125 Penalty: 3760.532959 Iteration 21Q: 3 clusters Score -236884.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -236890.234375 Penalty: 3760.532959 Iteration 22Q: 3 clusters Score -236890.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -236895.000000 Penalty: 3760.532959 Iteration 23Q: 3 clusters Score -236895 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -236897.796875 Penalty: 3760.532959 Iteration 24Q: 3 clusters Score -236897.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -236899.109375 Penalty: 3760.532959 Iteration 25Q: 3 clusters Score -236899.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -236899.953125 Penalty: 3760.532959 Iteration 26Q: 3 clusters Score -236900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -236899.781250 Penalty: 3760.532959 Iteration 27Q: 3 clusters Score -236899.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -236899.781250 Penalty: 3760.532959 Iteration 28F: 3 clusters Score -236899.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24729 members Entering Unmasked Estep Score: -2994912.000000 Penalty: 2508.701660 Iteration 0F: 2 clusters Score -2994912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -2977780.000000 Penalty: 5017.403320 Iteration 0F: 3 clusters Score -2977780 nChanged 10992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12240 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -2983700.250000 Penalty: 5017.403320 Iteration 1F: 3 clusters Score -2983700 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -2984395.000000 Penalty: 5017.403320 Iteration 2F: 3 clusters Score -2984395 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -2985283.500000 Penalty: 5017.403320 Iteration 3F: 3 clusters Score -2985284 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -2986326.250000 Penalty: 5017.403320 Iteration 4F: 3 clusters Score -2986326 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 11312 members Entering Unmasked Estep Score: -2987388.250000 Penalty: 5017.403320 Iteration 5F: 3 clusters Score -2987388 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14357 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -2988456.000000 Penalty: 5017.403320 Iteration 6F: 3 clusters Score -2988456 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -2989537.250000 Penalty: 5017.403320 Iteration 7F: 3 clusters Score -2989537 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16724 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -2990548.250000 Penalty: 5017.403320 Iteration 8F: 3 clusters Score -2990548 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -2991532.250000 Penalty: 5017.403320 Iteration 9F: 3 clusters Score -2991532 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19034 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -2992360.750000 Penalty: 5017.403320 Iteration 10Q: 3 clusters Score -2992361 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19932 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -2992985.250000 Penalty: 5017.403320 Iteration 11Q: 3 clusters Score -2992985 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -2993463.500000 Penalty: 5017.403320 Iteration 12Q: 3 clusters Score -2993464 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21201 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -2993795.250000 Penalty: 5017.403320 Iteration 13Q: 3 clusters Score -2993795 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21628 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -2994018.000000 Penalty: 5017.403320 Iteration 14Q: 3 clusters Score -2994018 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21958 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -2994169.000000 Penalty: 5017.403320 Iteration 15Q: 3 clusters Score -2994169 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -2994297.750000 Penalty: 5017.403320 Iteration 16Q: 3 clusters Score -2994298 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22439 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -2994376.500000 Penalty: 5017.403320 Iteration 17Q: 3 clusters Score -2994376 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22595 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -2994432.750000 Penalty: 5017.403320 Iteration 18Q: 3 clusters Score -2994433 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -2994481.000000 Penalty: 5017.403320 Iteration 19Q: 3 clusters Score -2994481 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -2994515.500000 Penalty: 5017.403320 Iteration 20F: 3 clusters Score -2994516 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22880 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -2994521.500000 Penalty: 5017.403320 Iteration 21Q: 3 clusters Score -2994522 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22935 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -2994538.750000 Penalty: 5017.403320 Iteration 22Q: 3 clusters Score -2994539 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -2994543.000000 Penalty: 5017.403320 Iteration 23Q: 3 clusters Score -2994543 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23012 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2994558.250000 Penalty: 5017.403320 Iteration 24Q: 3 clusters Score -2994558 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23035 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -2994555.250000 Penalty: 5017.403320 Iteration 25Q: 3 clusters Score -2994555 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23053 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -2994560.750000 Penalty: 5017.403320 Iteration 26Q: 3 clusters Score -2994561 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23073 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -2994566.500000 Penalty: 5017.403320 Iteration 27Q: 3 clusters Score -2994566 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23090 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -2994570.750000 Penalty: 5017.403320 Iteration 28Q: 3 clusters Score -2994571 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23105 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -2994575.000000 Penalty: 5017.403320 Iteration 29Q: 3 clusters Score -2994575 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -2994576.750000 Penalty: 5017.403320 Iteration 30Q: 3 clusters Score -2994577 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23130 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -2994580.500000 Penalty: 5017.403320 Iteration 31Q: 3 clusters Score -2994580 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23139 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -2994582.750000 Penalty: 5017.403320 Iteration 32Q: 3 clusters Score -2994583 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23149 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2994586.000000 Penalty: 5017.403320 Iteration 33Q: 3 clusters Score -2994586 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -2994589.750000 Penalty: 5017.403320 Iteration 34Q: 3 clusters Score -2994590 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23168 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -2994591.500000 Penalty: 5017.403320 Iteration 35Q: 3 clusters Score -2994592 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -2994588.500000 Penalty: 5017.403320 Iteration 36Q: 3 clusters Score -2994588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23180 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -2994588.500000 Penalty: 5017.403320 Iteration 37Q: 3 clusters Score -2994588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -2994596.250000 Penalty: 5017.403320 Iteration 38Q: 3 clusters Score -2994596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23193 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -2994597.500000 Penalty: 5017.403320 Iteration 39Q: 3 clusters Score -2994598 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23199 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -2994603.750000 Penalty: 5017.403320 Iteration 40F: 3 clusters Score -2994604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23203 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -2994604.500000 Penalty: 5017.403320 Iteration 41Q: 3 clusters Score -2994604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -2994603.750000 Penalty: 5017.403320 Iteration 42Q: 3 clusters Score -2994604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -2994603.750000 Penalty: 5017.403320 Iteration 43F: 3 clusters Score -2994604 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (55933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55933 members Entering Unmasked Estep Score: -6922680.000000 Penalty: 2711.113525 Iteration 0F: 2 clusters Score -6922680 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27789 members Mstep: Class 2 contains 28144 members Entering Unmasked Estep Score: -6885189.500000 Penalty: 5422.227051 Iteration 0F: 3 clusters Score -6885190 nChanged 25788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26171 members Mstep: Class 2 contains 29762 members Entering Unmasked Estep Score: -6899541.000000 Penalty: 5422.227051 Iteration 1F: 3 clusters Score -6899541 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25002 members Mstep: Class 2 contains 30931 members Entering Unmasked Estep Score: -6900240.500000 Penalty: 5422.227051 Iteration 2Q: 3 clusters Score -6900240 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23216 members Mstep: Class 2 contains 32717 members Entering Unmasked Estep Score: -6901253.000000 Penalty: 5422.227051 Iteration 3Q: 3 clusters Score -6901253 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20675 members Mstep: Class 2 contains 35258 members Entering Unmasked Estep Score: -6902801.500000 Penalty: 5422.227051 Iteration 4F: 3 clusters Score -6902802 nChanged 3707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17282 members Mstep: Class 2 contains 38651 members Entering Unmasked Estep Score: -6905235.500000 Penalty: 5422.227051 Iteration 5F: 3 clusters Score -6905236 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13145 members Mstep: Class 2 contains 42788 members Entering Unmasked Estep Score: -6908634.500000 Penalty: 5422.227051 Iteration 6F: 3 clusters Score -6908634 nChanged 4421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 47067 members Entering Unmasked Estep Score: -6912630.000000 Penalty: 5422.227051 Iteration 7F: 3 clusters Score -6912630 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 50539 members Entering Unmasked Estep Score: -6915942.500000 Penalty: 5422.227051 Iteration 8F: 3 clusters Score -6915942 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 52844 members Entering Unmasked Estep Score: -6918054.500000 Penalty: 5422.227051 Iteration 9Q: 3 clusters Score -6918054 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 54190 members Entering Unmasked Estep Score: -6919231.000000 Penalty: 5422.227051 Iteration 10Q: 3 clusters Score -6919231 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 54858 members Entering Unmasked Estep Score: -6919782.000000 Penalty: 5422.227051 Iteration 11Q: 3 clusters Score -6919782 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 55169 members Entering Unmasked Estep Score: -6920058.000000 Penalty: 5422.227051 Iteration 12Q: 3 clusters Score -6920058 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 55315 members Entering Unmasked Estep Score: -6920197.000000 Penalty: 5422.227051 Iteration 13Q: 3 clusters Score -6920197 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 55400 members Entering Unmasked Estep Score: -6920286.500000 Penalty: 5422.227051 Iteration 14Q: 3 clusters Score -6920286 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 55431 members Entering Unmasked Estep Score: -6920321.000000 Penalty: 5422.227051 Iteration 15Q: 3 clusters Score -6920321 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 55455 members Entering Unmasked Estep Score: -6920336.500000 Penalty: 5422.227051 Iteration 16Q: 3 clusters Score -6920336 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 55477 members Entering Unmasked Estep Score: -6920372.500000 Penalty: 5422.227051 Iteration 17Q: 3 clusters Score -6920372 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 55492 members Entering Unmasked Estep Score: -6920391.000000 Penalty: 5422.227051 Iteration 18Q: 3 clusters Score -6920391 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 55504 members Entering Unmasked Estep Score: -6920402.500000 Penalty: 5422.227051 Iteration 19Q: 3 clusters Score -6920402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 55506 members Entering Unmasked Estep Score: -6920403.000000 Penalty: 5422.227051 Iteration 20F: 3 clusters Score -6920403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 55510 members Entering Unmasked Estep Score: -6920413.000000 Penalty: 5422.227051 Iteration 21Q: 3 clusters Score -6920413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 55515 members Entering Unmasked Estep Score: -6920417.000000 Penalty: 5422.227051 Iteration 22Q: 3 clusters Score -6920417 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 55518 members Entering Unmasked Estep Score: -6920425.500000 Penalty: 5422.227051 Iteration 23Q: 3 clusters Score -6920426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 55518 members Entering Unmasked Estep Score: -6920428.000000 Penalty: 5422.227051 Iteration 24Q: 3 clusters Score -6920428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 55520 members Entering Unmasked Estep Score: -6920429.000000 Penalty: 5422.227051 Iteration 25Q: 3 clusters Score -6920429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 55521 members Entering Unmasked Estep Score: -6920430.000000 Penalty: 5422.227051 Iteration 26Q: 3 clusters Score -6920430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 55523 members Entering Unmasked Estep Score: -6920431.500000 Penalty: 5422.227051 Iteration 27Q: 3 clusters Score -6920432 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 55523 members Entering Unmasked Estep Score: -6920431.500000 Penalty: 5422.227051 Iteration 28F: 3 clusters Score -6920432 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (22322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22322 members Entering Unmasked Estep Score: -2646818.750000 Penalty: 2483.305176 Iteration 0F: 2 clusters Score -2646819 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -2631317.250000 Penalty: 4966.610352 Iteration 0F: 3 clusters Score -2631317 nChanged 9752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -2636643.250000 Penalty: 4966.610352 Iteration 1F: 3 clusters Score -2636643 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -2637134.500000 Penalty: 4966.610352 Iteration 2F: 3 clusters Score -2637134 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -2637691.750000 Penalty: 4966.610352 Iteration 3F: 3 clusters Score -2637692 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -2638337.750000 Penalty: 4966.610352 Iteration 4F: 3 clusters Score -2638338 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -2639087.750000 Penalty: 4966.610352 Iteration 5F: 3 clusters Score -2639088 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -2639917.250000 Penalty: 4966.610352 Iteration 6F: 3 clusters Score -2639917 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 15552 members Entering Unmasked Estep Score: -2640707.750000 Penalty: 4966.610352 Iteration 7F: 3 clusters Score -2640708 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 16515 members Entering Unmasked Estep Score: -2641463.000000 Penalty: 4966.610352 Iteration 8F: 3 clusters Score -2641463 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -2642085.250000 Penalty: 4966.610352 Iteration 9Q: 3 clusters Score -2642085 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 18247 members Entering Unmasked Estep Score: -2642641.000000 Penalty: 4966.610352 Iteration 10Q: 3 clusters Score -2642641 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -2643097.750000 Penalty: 4966.610352 Iteration 11Q: 3 clusters Score -2643098 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 19561 members Entering Unmasked Estep Score: -2643512.000000 Penalty: 4966.610352 Iteration 12Q: 3 clusters Score -2643512 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 20084 members Entering Unmasked Estep Score: -2643900.750000 Penalty: 4966.610352 Iteration 13Q: 3 clusters Score -2643901 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -2644211.500000 Penalty: 4966.610352 Iteration 14Q: 3 clusters Score -2644212 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 20811 members Entering Unmasked Estep Score: -2644421.000000 Penalty: 4966.610352 Iteration 15Q: 3 clusters Score -2644421 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -2644555.000000 Penalty: 4966.610352 Iteration 16Q: 3 clusters Score -2644555 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 21177 members Entering Unmasked Estep Score: -2644647.750000 Penalty: 4966.610352 Iteration 17Q: 3 clusters Score -2644648 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 21283 members Entering Unmasked Estep Score: -2644701.750000 Penalty: 4966.610352 Iteration 18Q: 3 clusters Score -2644702 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 21352 members Entering Unmasked Estep Score: -2644744.000000 Penalty: 4966.610352 Iteration 19Q: 3 clusters Score -2644744 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 21401 members Entering Unmasked Estep Score: -2644778.500000 Penalty: 4966.610352 Iteration 20F: 3 clusters Score -2644778 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 21450 members Entering Unmasked Estep Score: -2644804.500000 Penalty: 4966.610352 Iteration 21Q: 3 clusters Score -2644804 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 21490 members Entering Unmasked Estep Score: -2644838.500000 Penalty: 4966.610352 Iteration 22Q: 3 clusters Score -2644838 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 21520 members Entering Unmasked Estep Score: -2644859.000000 Penalty: 4966.610352 Iteration 23Q: 3 clusters Score -2644859 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 21538 members Entering Unmasked Estep Score: -2644872.750000 Penalty: 4966.610352 Iteration 24Q: 3 clusters Score -2644873 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 21555 members Entering Unmasked Estep Score: -2644884.500000 Penalty: 4966.610352 Iteration 25Q: 3 clusters Score -2644884 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 21571 members Entering Unmasked Estep Score: -2644894.500000 Penalty: 4966.610352 Iteration 26Q: 3 clusters Score -2644894 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 21582 members Entering Unmasked Estep Score: -2644906.500000 Penalty: 4966.610352 Iteration 27Q: 3 clusters Score -2644906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 21592 members Entering Unmasked Estep Score: -2644920.500000 Penalty: 4966.610352 Iteration 28Q: 3 clusters Score -2644920 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 21606 members Entering Unmasked Estep Score: -2644925.000000 Penalty: 4966.610352 Iteration 29Q: 3 clusters Score -2644925 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 21609 members Entering Unmasked Estep Score: -2644933.000000 Penalty: 4966.610352 Iteration 30Q: 3 clusters Score -2644933 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 21620 members Entering Unmasked Estep Score: -2644939.750000 Penalty: 4966.610352 Iteration 31Q: 3 clusters Score -2644940 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 21627 members Entering Unmasked Estep Score: -2644949.750000 Penalty: 4966.610352 Iteration 32Q: 3 clusters Score -2644950 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 21634 members Entering Unmasked Estep Score: -2644956.750000 Penalty: 4966.610352 Iteration 33Q: 3 clusters Score -2644957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 21640 members Entering Unmasked Estep Score: -2644956.750000 Penalty: 4966.610352 Iteration 34Q: 3 clusters Score -2644957 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 21646 members Entering Unmasked Estep Score: -2644963.500000 Penalty: 4966.610352 Iteration 35Q: 3 clusters Score -2644964 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 21654 members Entering Unmasked Estep Score: -2644975.500000 Penalty: 4966.610352 Iteration 36Q: 3 clusters Score -2644976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 21659 members Entering Unmasked Estep Score: -2644978.250000 Penalty: 4966.610352 Iteration 37Q: 3 clusters Score -2644978 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 21663 members Entering Unmasked Estep Score: -2644982.500000 Penalty: 4966.610352 Iteration 38Q: 3 clusters Score -2644982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 21666 members Entering Unmasked Estep Score: -2644983.750000 Penalty: 4966.610352 Iteration 39Q: 3 clusters Score -2644984 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 21667 members Entering Unmasked Estep Score: -2644989.500000 Penalty: 4966.610352 Iteration 40F: 3 clusters Score -2644990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 21669 members Entering Unmasked Estep Score: -2644997.500000 Penalty: 4966.610352 Iteration 41Q: 3 clusters Score -2644998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 21669 members Entering Unmasked Estep Score: -2644997.500000 Penalty: 4966.610352 Iteration 42F: 3 clusters Score -2644998 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (39649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39649 members Entering Unmasked Estep Score: -4902811.500000 Penalty: 2625.779541 Iteration 0F: 2 clusters Score -4902812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19837 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -4875898.000000 Penalty: 5251.559082 Iteration 0F: 3 clusters Score -4875898 nChanged 18162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19563 members Mstep: Class 2 contains 20086 members Entering Unmasked Estep Score: -4886175.000000 Penalty: 5251.559082 Iteration 1F: 3 clusters Score -4886175 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19339 members Mstep: Class 2 contains 20310 members Entering Unmasked Estep Score: -4886611.500000 Penalty: 5251.559082 Iteration 2Q: 3 clusters Score -4886612 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18985 members Mstep: Class 2 contains 20664 members Entering Unmasked Estep Score: -4887018.000000 Penalty: 5251.559082 Iteration 3Q: 3 clusters Score -4887018 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18531 members Mstep: Class 2 contains 21118 members Entering Unmasked Estep Score: -4887503.000000 Penalty: 5251.559082 Iteration 4Q: 3 clusters Score -4887503 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17874 members Mstep: Class 2 contains 21775 members Entering Unmasked Estep Score: -4888035.000000 Penalty: 5251.559082 Iteration 5Q: 3 clusters Score -4888035 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16994 members Mstep: Class 2 contains 22655 members Entering Unmasked Estep Score: -4888744.500000 Penalty: 5251.559082 Iteration 6Q: 3 clusters Score -4888744 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15905 members Mstep: Class 2 contains 23744 members Entering Unmasked Estep Score: -4889496.000000 Penalty: 5251.559082 Iteration 7Q: 3 clusters Score -4889496 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14561 members Mstep: Class 2 contains 25088 members Entering Unmasked Estep Score: -4890358.500000 Penalty: 5251.559082 Iteration 8Q: 3 clusters Score -4890358 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 26607 members Entering Unmasked Estep Score: -4891422.500000 Penalty: 5251.559082 Iteration 9F: 3 clusters Score -4891422 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 28314 members Entering Unmasked Estep Score: -4892521.000000 Penalty: 5251.559082 Iteration 10F: 3 clusters Score -4892521 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 30103 members Entering Unmasked Estep Score: -4893700.000000 Penalty: 5251.559082 Iteration 11F: 3 clusters Score -4893700 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 31926 members Entering Unmasked Estep Score: -4894944.000000 Penalty: 5251.559082 Iteration 12Q: 3 clusters Score -4894944 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 33601 members Entering Unmasked Estep Score: -4896156.000000 Penalty: 5251.559082 Iteration 13Q: 3 clusters Score -4896156 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 35190 members Entering Unmasked Estep Score: -4897331.000000 Penalty: 5251.559082 Iteration 14Q: 3 clusters Score -4897331 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 36412 members Entering Unmasked Estep Score: -4898258.500000 Penalty: 5251.559082 Iteration 15Q: 3 clusters Score -4898258 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 37333 members Entering Unmasked Estep Score: -4899003.000000 Penalty: 5251.559082 Iteration 16Q: 3 clusters Score -4899003 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 37966 members Entering Unmasked Estep Score: -4899557.000000 Penalty: 5251.559082 Iteration 17Q: 3 clusters Score -4899557 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 38382 members Entering Unmasked Estep Score: -4899932.500000 Penalty: 5251.559082 Iteration 18Q: 3 clusters Score -4899932 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 38612 members Entering Unmasked Estep Score: -4900189.500000 Penalty: 5251.559082 Iteration 19Q: 3 clusters Score -4900190 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 38743 members Entering Unmasked Estep Score: -4900370.500000 Penalty: 5251.559082 Iteration 20F: 3 clusters Score -4900370 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 38809 members Entering Unmasked Estep Score: -4900522.500000 Penalty: 5251.559082 Iteration 21Q: 3 clusters Score -4900522 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 38852 members Entering Unmasked Estep Score: -4900625.500000 Penalty: 5251.559082 Iteration 22Q: 3 clusters Score -4900626 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 38865 members Entering Unmasked Estep Score: -4900699.500000 Penalty: 5251.559082 Iteration 23Q: 3 clusters Score -4900700 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 38873 members Entering Unmasked Estep Score: -4900748.500000 Penalty: 5251.559082 Iteration 24Q: 3 clusters Score -4900748 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 38871 members Entering Unmasked Estep Score: -4900771.000000 Penalty: 5251.559082 Iteration 25Q: 3 clusters Score -4900771 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 38870 members Entering Unmasked Estep Score: -4900795.000000 Penalty: 5251.559082 Iteration 26Q: 3 clusters Score -4900795 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 38868 members Entering Unmasked Estep Score: -4900808.000000 Penalty: 5251.559082 Iteration 27Q: 3 clusters Score -4900808 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 38869 members Entering Unmasked Estep Score: -4900826.000000 Penalty: 5251.559082 Iteration 28Q: 3 clusters Score -4900826 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 38877 members Entering Unmasked Estep Score: -4900833.000000 Penalty: 5251.559082 Iteration 29Q: 3 clusters Score -4900833 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 38880 members Entering Unmasked Estep Score: -4900839.500000 Penalty: 5251.559082 Iteration 30Q: 3 clusters Score -4900840 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 38882 members Entering Unmasked Estep Score: -4900846.000000 Penalty: 5251.559082 Iteration 31Q: 3 clusters Score -4900846 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 38883 members Entering Unmasked Estep Score: -4900859.000000 Penalty: 5251.559082 Iteration 32Q: 3 clusters Score -4900859 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 38885 members Entering Unmasked Estep Score: -4900868.000000 Penalty: 5251.559082 Iteration 33Q: 3 clusters Score -4900868 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 38885 members Entering Unmasked Estep Score: -4900872.500000 Penalty: 5251.559082 Iteration 34Q: 3 clusters Score -4900872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 38888 members Entering Unmasked Estep Score: -4900877.500000 Penalty: 5251.559082 Iteration 35Q: 3 clusters Score -4900878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 38887 members Entering Unmasked Estep Score: -4900889.500000 Penalty: 5251.559082 Iteration 36Q: 3 clusters Score -4900890 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 38889 members Entering Unmasked Estep Score: -4900898.000000 Penalty: 5251.559082 Iteration 37Q: 3 clusters Score -4900898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 38892 members Entering Unmasked Estep Score: -4900893.500000 Penalty: 5251.559082 Iteration 38Q: 3 clusters Score -4900894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 38891 members Entering Unmasked Estep Score: -4900894.000000 Penalty: 5251.559082 Iteration 39Q: 3 clusters Score -4900894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 38890 members Entering Unmasked Estep Score: -4900897.500000 Penalty: 5251.559082 Iteration 40F: 3 clusters Score -4900898 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Entering Unmasked Estep Score: -239731.562500 Penalty: 1885.395508 Iteration 0F: 2 clusters Score -239731.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -237127.734375 Penalty: 3770.791016 Iteration 0F: 3 clusters Score -237127.7 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -237693.765625 Penalty: 3770.791016 Iteration 1F: 3 clusters Score -237693.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -237916.468750 Penalty: 3770.791016 Iteration 2F: 3 clusters Score -237916.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -238129.343750 Penalty: 3770.791016 Iteration 3F: 3 clusters Score -238129.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -238446.406250 Penalty: 3770.791016 Iteration 4F: 3 clusters Score -238446.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -238677.218750 Penalty: 3770.791016 Iteration 5F: 3 clusters Score -238677.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -238843.390625 Penalty: 3770.791016 Iteration 6F: 3 clusters Score -238843.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -238985.656250 Penalty: 3770.791016 Iteration 7Q: 3 clusters Score -238985.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -239059.421875 Penalty: 3770.791016 Iteration 8Q: 3 clusters Score -239059.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -239140.546875 Penalty: 3770.791016 Iteration 9Q: 3 clusters Score -239140.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -239205.687500 Penalty: 3770.791016 Iteration 10Q: 3 clusters Score -239205.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -239267.796875 Penalty: 3770.791016 Iteration 11Q: 3 clusters Score -239267.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -239301.500000 Penalty: 3770.791016 Iteration 12Q: 3 clusters Score -239301.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -239310.578125 Penalty: 3770.791016 Iteration 13Q: 3 clusters Score -239310.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -239317.500000 Penalty: 3770.791016 Iteration 14Q: 3 clusters Score -239317.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -239319.578125 Penalty: 3770.791016 Iteration 15Q: 3 clusters Score -239319.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -239320.515625 Penalty: 3770.791016 Iteration 16Q: 3 clusters Score -239320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -239320.515625 Penalty: 3770.791016 Iteration 17F: 3 clusters Score -239320.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (42390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42390 members Entering Unmasked Estep Score: -5250008.000000 Penalty: 2642.357666 Iteration 0F: 2 clusters Score -5250008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21415 members Mstep: Class 2 contains 20975 members Entering Unmasked Estep Score: -5221314.500000 Penalty: 5284.715332 Iteration 0F: 3 clusters Score -5221314 nChanged 19431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22680 members Mstep: Class 2 contains 19710 members Entering Unmasked Estep Score: -5232165.500000 Penalty: 5284.715332 Iteration 1F: 3 clusters Score -5232166 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 18898 members Entering Unmasked Estep Score: -5232707.000000 Penalty: 5284.715332 Iteration 2Q: 3 clusters Score -5232707 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24672 members Mstep: Class 2 contains 17718 members Entering Unmasked Estep Score: -5233361.000000 Penalty: 5284.715332 Iteration 3Q: 3 clusters Score -5233361 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26412 members Mstep: Class 2 contains 15978 members Entering Unmasked Estep Score: -5234346.500000 Penalty: 5284.715332 Iteration 4Q: 3 clusters Score -5234346 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28777 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -5235935.000000 Penalty: 5284.715332 Iteration 5F: 3 clusters Score -5235935 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31828 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -5238384.500000 Penalty: 5284.715332 Iteration 6F: 3 clusters Score -5238384 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35164 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -5241468.500000 Penalty: 5284.715332 Iteration 7F: 3 clusters Score -5241468 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38161 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -5244339.000000 Penalty: 5284.715332 Iteration 8F: 3 clusters Score -5244339 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40083 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -5246116.500000 Penalty: 5284.715332 Iteration 9Q: 3 clusters Score -5246116 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41065 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -5247021.500000 Penalty: 5284.715332 Iteration 10Q: 3 clusters Score -5247022 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41506 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -5247489.500000 Penalty: 5284.715332 Iteration 11Q: 3 clusters Score -5247490 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41686 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -5247700.500000 Penalty: 5284.715332 Iteration 12Q: 3 clusters Score -5247700 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41774 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -5247811.500000 Penalty: 5284.715332 Iteration 13Q: 3 clusters Score -5247812 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41793 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -5247864.500000 Penalty: 5284.715332 Iteration 14Q: 3 clusters Score -5247864 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41827 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -5247933.500000 Penalty: 5284.715332 Iteration 15Q: 3 clusters Score -5247934 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41833 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -5247987.000000 Penalty: 5284.715332 Iteration 16Q: 3 clusters Score -5247987 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41837 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -5248015.000000 Penalty: 5284.715332 Iteration 17Q: 3 clusters Score -5248015 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5248036.000000 Penalty: 5284.715332 Iteration 18Q: 3 clusters Score -5248036 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5248062.500000 Penalty: 5284.715332 Iteration 19Q: 3 clusters Score -5248062 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41834 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -5248076.000000 Penalty: 5284.715332 Iteration 20F: 3 clusters Score -5248076 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5248094.500000 Penalty: 5284.715332 Iteration 21Q: 3 clusters Score -5248094 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41835 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -5248117.500000 Penalty: 5284.715332 Iteration 22Q: 3 clusters Score -5248118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41836 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -5248124.500000 Penalty: 5284.715332 Iteration 23Q: 3 clusters Score -5248124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5248123.500000 Penalty: 5284.715332 Iteration 24Q: 3 clusters Score -5248124 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41841 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -5248131.500000 Penalty: 5284.715332 Iteration 25Q: 3 clusters Score -5248132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41841 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -5248129.000000 Penalty: 5284.715332 Iteration 26Q: 3 clusters Score -5248129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41841 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -5248139.000000 Penalty: 5284.715332 Iteration 27Q: 3 clusters Score -5248139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41841 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -5248144.000000 Penalty: 5284.715332 Iteration 28Q: 3 clusters Score -5248144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41840 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -5248142.500000 Penalty: 5284.715332 Iteration 29Q: 3 clusters Score -5248142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5248144.500000 Penalty: 5284.715332 Iteration 30Q: 3 clusters Score -5248144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41839 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -5248144.500000 Penalty: 5284.715332 Iteration 31F: 3 clusters Score -5248144 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Entering Unmasked Estep Score: -406666.156250 Penalty: 2027.396240 Iteration 0F: 2 clusters Score -406666.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -403071.437500 Penalty: 4054.792480 Iteration 0F: 3 clusters Score -403071.4 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -403848.843750 Penalty: 4054.792480 Iteration 1F: 3 clusters Score -403848.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -404066.093750 Penalty: 4054.792480 Iteration 2F: 3 clusters Score -404066.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -404224.156250 Penalty: 4054.792480 Iteration 3F: 3 clusters Score -404224.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -404342.812500 Penalty: 4054.792480 Iteration 4Q: 3 clusters Score -404342.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -404439.500000 Penalty: 4054.792480 Iteration 5Q: 3 clusters Score -404439.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -404506.156250 Penalty: 4054.792480 Iteration 6Q: 3 clusters Score -404506.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -404562.093750 Penalty: 4054.792480 Iteration 7Q: 3 clusters Score -404562.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -404613.750000 Penalty: 4054.792480 Iteration 8Q: 3 clusters Score -404613.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -404660.000000 Penalty: 4054.792480 Iteration 9Q: 3 clusters Score -404660 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -404707.031250 Penalty: 4054.792480 Iteration 10Q: 3 clusters Score -404707 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -404749.375000 Penalty: 4054.792480 Iteration 11Q: 3 clusters Score -404749.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -404791.375000 Penalty: 4054.792480 Iteration 12Q: 3 clusters Score -404791.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -404823.593750 Penalty: 4054.792480 Iteration 13Q: 3 clusters Score -404823.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -404844.062500 Penalty: 4054.792480 Iteration 14Q: 3 clusters Score -404844.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -404860.437500 Penalty: 4054.792480 Iteration 15Q: 3 clusters Score -404860.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -404871.593750 Penalty: 4054.792480 Iteration 16Q: 3 clusters Score -404871.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -404881.656250 Penalty: 4054.792480 Iteration 17Q: 3 clusters Score -404881.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -404888.156250 Penalty: 4054.792480 Iteration 18Q: 3 clusters Score -404888.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -404893.875000 Penalty: 4054.792480 Iteration 19Q: 3 clusters Score -404893.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -404905.937500 Penalty: 4054.792480 Iteration 20F: 3 clusters Score -404905.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -404922.000000 Penalty: 4054.792480 Iteration 21Q: 3 clusters Score -404922 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -404936.500000 Penalty: 4054.792480 Iteration 22Q: 3 clusters Score -404936.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -404947.781250 Penalty: 4054.792480 Iteration 23Q: 3 clusters Score -404947.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -404954.562500 Penalty: 4054.792480 Iteration 24Q: 3 clusters Score -404954.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -404959.875000 Penalty: 4054.792480 Iteration 25Q: 3 clusters Score -404959.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -404964.312500 Penalty: 4054.792480 Iteration 26Q: 3 clusters Score -404964.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -404966.156250 Penalty: 4054.792480 Iteration 27Q: 3 clusters Score -404966.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -404968.562500 Penalty: 4054.792480 Iteration 28Q: 3 clusters Score -404968.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -404969.187500 Penalty: 4054.792480 Iteration 29Q: 3 clusters Score -404969.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -404972.343750 Penalty: 4054.792480 Iteration 30Q: 3 clusters Score -404972.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -404974.343750 Penalty: 4054.792480 Iteration 31Q: 3 clusters Score -404974.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -404974.937500 Penalty: 4054.792480 Iteration 32Q: 3 clusters Score -404974.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -404974.937500 Penalty: 4054.792480 Iteration 33F: 3 clusters Score -404974.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Entering Unmasked Estep Score: -633319.000000 Penalty: 2131.533691 Iteration 0F: 2 clusters Score -633319 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -628525.687500 Penalty: 4263.067383 Iteration 0F: 3 clusters Score -628525.7 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -629702.625000 Penalty: 4263.067383 Iteration 1F: 3 clusters Score -629702.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -629921.562500 Penalty: 4263.067383 Iteration 2F: 3 clusters Score -629921.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -630061.750000 Penalty: 4263.067383 Iteration 3Q: 3 clusters Score -630061.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -630163.000000 Penalty: 4263.067383 Iteration 4Q: 3 clusters Score -630163 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -630248.437500 Penalty: 4263.067383 Iteration 5Q: 3 clusters Score -630248.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -630315.125000 Penalty: 4263.067383 Iteration 6Q: 3 clusters Score -630315.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -630363.937500 Penalty: 4263.067383 Iteration 7Q: 3 clusters Score -630363.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -630399.562500 Penalty: 4263.067383 Iteration 8Q: 3 clusters Score -630399.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -630439.500000 Penalty: 4263.067383 Iteration 9Q: 3 clusters Score -630439.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -630479.875000 Penalty: 4263.067383 Iteration 10Q: 3 clusters Score -630479.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -630519.187500 Penalty: 4263.067383 Iteration 11Q: 3 clusters Score -630519.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -630554.750000 Penalty: 4263.067383 Iteration 12Q: 3 clusters Score -630554.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -630589.750000 Penalty: 4263.067383 Iteration 13Q: 3 clusters Score -630589.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -630636.625000 Penalty: 4263.067383 Iteration 14Q: 3 clusters Score -630636.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -630671.187500 Penalty: 4263.067383 Iteration 15Q: 3 clusters Score -630671.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -630702.187500 Penalty: 4263.067383 Iteration 16Q: 3 clusters Score -630702.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -630723.437500 Penalty: 4263.067383 Iteration 17Q: 3 clusters Score -630723.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -630739.937500 Penalty: 4263.067383 Iteration 18Q: 3 clusters Score -630739.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -630755.000000 Penalty: 4263.067383 Iteration 19Q: 3 clusters Score -630755 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -630770.250000 Penalty: 4263.067383 Iteration 20F: 3 clusters Score -630770.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -630788.000000 Penalty: 4263.067383 Iteration 21Q: 3 clusters Score -630788 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -630802.437500 Penalty: 4263.067383 Iteration 22Q: 3 clusters Score -630802.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -630813.500000 Penalty: 4263.067383 Iteration 23Q: 3 clusters Score -630813.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -630819.125000 Penalty: 4263.067383 Iteration 24Q: 3 clusters Score -630819.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -630825.125000 Penalty: 4263.067383 Iteration 25Q: 3 clusters Score -630825.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -630830.875000 Penalty: 4263.067383 Iteration 26Q: 3 clusters Score -630830.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -630839.250000 Penalty: 4263.067383 Iteration 27Q: 3 clusters Score -630839.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -630843.875000 Penalty: 4263.067383 Iteration 28Q: 3 clusters Score -630843.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -630854.312500 Penalty: 4263.067383 Iteration 29Q: 3 clusters Score -630854.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -630861.500000 Penalty: 4263.067383 Iteration 30Q: 3 clusters Score -630861.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -630867.500000 Penalty: 4263.067383 Iteration 31Q: 3 clusters Score -630867.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -630873.250000 Penalty: 4263.067383 Iteration 32Q: 3 clusters Score -630873.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -630880.812500 Penalty: 4263.067383 Iteration 33Q: 3 clusters Score -630880.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -630891.875000 Penalty: 4263.067383 Iteration 34Q: 3 clusters Score -630891.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -630898.125000 Penalty: 4263.067383 Iteration 35Q: 3 clusters Score -630898.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -630899.937500 Penalty: 4263.067383 Iteration 36Q: 3 clusters Score -630899.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -630905.687500 Penalty: 4263.067383 Iteration 37Q: 3 clusters Score -630905.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -630910.437500 Penalty: 4263.067383 Iteration 38Q: 3 clusters Score -630910.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -630910.750000 Penalty: 4263.067383 Iteration 39Q: 3 clusters Score -630910.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -630914.750000 Penalty: 4263.067383 Iteration 40F: 3 clusters Score -630914.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -630915.562500 Penalty: 4263.067383 Iteration 41Q: 3 clusters Score -630915.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -630917.250000 Penalty: 4263.067383 Iteration 42Q: 3 clusters Score -630917.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -630920.125000 Penalty: 4263.067383 Iteration 43Q: 3 clusters Score -630920.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -630922.562500 Penalty: 4263.067383 Iteration 44Q: 3 clusters Score -630922.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -630921.812500 Penalty: 4263.067383 Iteration 45Q: 3 clusters Score -630921.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -630922.062500 Penalty: 4263.067383 Iteration 46Q: 3 clusters Score -630922.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -630924.937500 Penalty: 4263.067383 Iteration 47Q: 3 clusters Score -630924.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -630927.875000 Penalty: 4263.067383 Iteration 48Q: 3 clusters Score -630927.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -630928.750000 Penalty: 4263.067383 Iteration 49Q: 3 clusters Score -630928.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -630930.312500 Penalty: 4263.067383 Iteration 50Q: 3 clusters Score -630930.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -630934.062500 Penalty: 4263.067383 Iteration 51Q: 3 clusters Score -630934.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -630936.125000 Penalty: 4263.067383 Iteration 52Q: 3 clusters Score -630936.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -630937.312500 Penalty: 4263.067383 Iteration 53Q: 3 clusters Score -630937.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -630938.812500 Penalty: 4263.067383 Iteration 54Q: 3 clusters Score -630938.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -630939.375000 Penalty: 4263.067383 Iteration 55Q: 3 clusters Score -630939.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -630938.937500 Penalty: 4263.067383 Iteration 56Q: 3 clusters Score -630938.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -630939.000000 Penalty: 4263.067383 Iteration 57Q: 3 clusters Score -630939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -630939.875000 Penalty: 4263.067383 Iteration 58Q: 3 clusters Score -630939.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -630941.625000 Penalty: 4263.067383 Iteration 59Q: 3 clusters Score -630941.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -630940.000000 Penalty: 4263.067383 Iteration 60F: 3 clusters Score -630940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -630942.250000 Penalty: 4263.067383 Iteration 61Q: 3 clusters Score -630942.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -630941.687500 Penalty: 4263.067383 Iteration 62Q: 3 clusters Score -630941.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -630943.437500 Penalty: 4263.067383 Iteration 63Q: 3 clusters Score -630943.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -630944.437500 Penalty: 4263.067383 Iteration 64Q: 3 clusters Score -630944.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -630945.562500 Penalty: 4263.067383 Iteration 65Q: 3 clusters Score -630945.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -630946.187500 Penalty: 4263.067383 Iteration 66Q: 3 clusters Score -630946.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -630946.437500 Penalty: 4263.067383 Iteration 67Q: 3 clusters Score -630946.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -630948.250000 Penalty: 4263.067383 Iteration 68Q: 3 clusters Score -630948.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -630950.375000 Penalty: 4263.067383 Iteration 69Q: 3 clusters Score -630950.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -630950.812500 Penalty: 4263.067383 Iteration 70Q: 3 clusters Score -630950.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -630953.125000 Penalty: 4263.067383 Iteration 71Q: 3 clusters Score -630953.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -630953.000000 Penalty: 4263.067383 Iteration 72Q: 3 clusters Score -630953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -630952.250000 Penalty: 4263.067383 Iteration 73Q: 3 clusters Score -630952.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -630952.812500 Penalty: 4263.067383 Iteration 74Q: 3 clusters Score -630952.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -630953.125000 Penalty: 4263.067383 Iteration 75Q: 3 clusters Score -630953.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -630953.125000 Penalty: 4263.067383 Iteration 76F: 3 clusters Score -630953.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (150648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150648 members Entering Unmasked Estep Score: -18859226.000000 Penalty: 2956.829834 Iteration 0F: 2 clusters Score -1.885923e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75495 members Mstep: Class 2 contains 75153 members Entering Unmasked Estep Score: -18759756.000000 Penalty: 5913.659668 Iteration 0F: 3 clusters Score -1.875976e+07 nChanged 72035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77956 members Mstep: Class 2 contains 72692 members Entering Unmasked Estep Score: -18801340.000000 Penalty: 5913.659668 Iteration 1F: 3 clusters Score -1.880134e+07 nChanged 4195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79547 members Mstep: Class 2 contains 71101 members Entering Unmasked Estep Score: -18802152.000000 Penalty: 5913.659668 Iteration 2Q: 3 clusters Score -1.880215e+07 nChanged 4294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81897 members Mstep: Class 2 contains 68751 members Entering Unmasked Estep Score: -18803208.000000 Penalty: 5913.659668 Iteration 3Q: 3 clusters Score -1.880321e+07 nChanged 4902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85523 members Mstep: Class 2 contains 65125 members Entering Unmasked Estep Score: -18804624.000000 Penalty: 5913.659668 Iteration 4Q: 3 clusters Score -1.880462e+07 nChanged 6070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90889 members Mstep: Class 2 contains 59759 members Entering Unmasked Estep Score: -18807160.000000 Penalty: 5913.659668 Iteration 5Q: 3 clusters Score -1.880716e+07 nChanged 8157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98704 members Mstep: Class 2 contains 51944 members Entering Unmasked Estep Score: -18811438.000000 Penalty: 5913.659668 Iteration 6F: 3 clusters Score -1.881144e+07 nChanged 11102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109684 members Mstep: Class 2 contains 40964 members Entering Unmasked Estep Score: -18819014.000000 Penalty: 5913.659668 Iteration 7F: 3 clusters Score -1.881901e+07 nChanged 13479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123117 members Mstep: Class 2 contains 27531 members Entering Unmasked Estep Score: -18830548.000000 Penalty: 5913.659668 Iteration 8F: 3 clusters Score -1.883055e+07 nChanged 12784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135863 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -18843038.000000 Penalty: 5913.659668 Iteration 9F: 3 clusters Score -1.884304e+07 nChanged 8622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144467 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -18851254.000000 Penalty: 5913.659668 Iteration 10F: 3 clusters Score -1.885125e+07 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148340 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -18854682.000000 Penalty: 5913.659668 Iteration 11Q: 3 clusters Score -1.885468e+07 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149671 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -18855914.000000 Penalty: 5913.659668 Iteration 12Q: 3 clusters Score -1.885591e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150100 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -18856330.000000 Penalty: 5913.659668 Iteration 13Q: 3 clusters Score -1.885633e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150245 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -18856416.000000 Penalty: 5913.659668 Iteration 14Q: 3 clusters Score -1.885642e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150300 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18856514.000000 Penalty: 5913.659668 Iteration 15Q: 3 clusters Score -1.885651e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150328 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -18856562.000000 Penalty: 5913.659668 Iteration 16Q: 3 clusters Score -1.885656e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150344 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -18856612.000000 Penalty: 5913.659668 Iteration 17Q: 3 clusters Score -1.885661e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150363 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -18856622.000000 Penalty: 5913.659668 Iteration 18Q: 3 clusters Score -1.885662e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150366 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -18856628.000000 Penalty: 5913.659668 Iteration 19Q: 3 clusters Score -1.885663e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150369 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -18856638.000000 Penalty: 5913.659668 Iteration 20F: 3 clusters Score -1.885664e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150370 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -18856650.000000 Penalty: 5913.659668 Iteration 21Q: 3 clusters Score -1.885665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150371 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -18856652.000000 Penalty: 5913.659668 Iteration 22Q: 3 clusters Score -1.885665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150372 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -18856648.000000 Penalty: 5913.659668 Iteration 23Q: 3 clusters Score -1.885665e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150374 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -18856648.000000 Penalty: 5913.659668 Iteration 24Q: 3 clusters Score -1.885665e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150374 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -18856644.000000 Penalty: 5913.659668 Iteration 25Q: 3 clusters Score -1.885664e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150373 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -18856650.000000 Penalty: 5913.659668 Iteration 26Q: 3 clusters Score -1.885665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150372 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -18856660.000000 Penalty: 5913.659668 Iteration 27Q: 3 clusters Score -1.885666e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150372 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -18856660.000000 Penalty: 5913.659668 Iteration 28F: 3 clusters Score -1.885666e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Entering Unmasked Estep Score: -781671.562500 Penalty: 2184.957031 Iteration 0F: 2 clusters Score -781671.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -776115.062500 Penalty: 4369.914062 Iteration 0F: 3 clusters Score -776115.1 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -777643.312500 Penalty: 4369.914062 Iteration 1F: 3 clusters Score -777643.3 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -777949.250000 Penalty: 4369.914062 Iteration 2F: 3 clusters Score -777949.2 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -778144.500000 Penalty: 4369.914062 Iteration 3F: 3 clusters Score -778144.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -778292.750000 Penalty: 4369.914062 Iteration 4Q: 3 clusters Score -778292.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -778420.750000 Penalty: 4369.914062 Iteration 5Q: 3 clusters Score -778420.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -778558.500000 Penalty: 4369.914062 Iteration 6Q: 3 clusters Score -778558.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -778705.625000 Penalty: 4369.914062 Iteration 7Q: 3 clusters Score -778705.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -778860.812500 Penalty: 4369.914062 Iteration 8Q: 3 clusters Score -778860.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -778987.812500 Penalty: 4369.914062 Iteration 9Q: 3 clusters Score -778987.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -779101.125000 Penalty: 4369.914062 Iteration 10Q: 3 clusters Score -779101.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -779228.125000 Penalty: 4369.914062 Iteration 11Q: 3 clusters Score -779228.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -779353.125000 Penalty: 4369.914062 Iteration 12Q: 3 clusters Score -779353.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -779487.875000 Penalty: 4369.914062 Iteration 13Q: 3 clusters Score -779487.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -779620.562500 Penalty: 4369.914062 Iteration 14Q: 3 clusters Score -779620.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -779743.812500 Penalty: 4369.914062 Iteration 15Q: 3 clusters Score -779743.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -779859.875000 Penalty: 4369.914062 Iteration 16Q: 3 clusters Score -779859.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -779966.062500 Penalty: 4369.914062 Iteration 17Q: 3 clusters Score -779966.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -780054.187500 Penalty: 4369.914062 Iteration 18Q: 3 clusters Score -780054.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -780126.000000 Penalty: 4369.914062 Iteration 19Q: 3 clusters Score -780126 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -780193.312500 Penalty: 4369.914062 Iteration 20F: 3 clusters Score -780193.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -780245.875000 Penalty: 4369.914062 Iteration 21Q: 3 clusters Score -780245.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -780294.250000 Penalty: 4369.914062 Iteration 22Q: 3 clusters Score -780294.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -780336.812500 Penalty: 4369.914062 Iteration 23Q: 3 clusters Score -780336.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -780362.000000 Penalty: 4369.914062 Iteration 24Q: 3 clusters Score -780362 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -780385.437500 Penalty: 4369.914062 Iteration 25Q: 3 clusters Score -780385.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -780399.562500 Penalty: 4369.914062 Iteration 26Q: 3 clusters Score -780399.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -780414.500000 Penalty: 4369.914062 Iteration 27Q: 3 clusters Score -780414.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -780423.750000 Penalty: 4369.914062 Iteration 28Q: 3 clusters Score -780423.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -780434.062500 Penalty: 4369.914062 Iteration 29Q: 3 clusters Score -780434.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -780443.250000 Penalty: 4369.914062 Iteration 30Q: 3 clusters Score -780443.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -780448.875000 Penalty: 4369.914062 Iteration 31Q: 3 clusters Score -780448.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -780453.062500 Penalty: 4369.914062 Iteration 32Q: 3 clusters Score -780453.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -780459.375000 Penalty: 4369.914062 Iteration 33Q: 3 clusters Score -780459.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -780459.937500 Penalty: 4369.914062 Iteration 34Q: 3 clusters Score -780459.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -780460.125000 Penalty: 4369.914062 Iteration 35Q: 3 clusters Score -780460.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -780461.812500 Penalty: 4369.914062 Iteration 36Q: 3 clusters Score -780461.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -780463.562500 Penalty: 4369.914062 Iteration 37Q: 3 clusters Score -780463.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -780464.125000 Penalty: 4369.914062 Iteration 38Q: 3 clusters Score -780464.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -780464.437500 Penalty: 4369.914062 Iteration 39Q: 3 clusters Score -780464.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -780464.437500 Penalty: 4369.914062 Iteration 40F: 3 clusters Score -780464.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -85382.226562 Penalty: 1662.390625 Iteration 0F: 2 clusters Score -85382.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -83681.296875 Penalty: 3324.781250 Iteration 0F: 3 clusters Score -83681.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -83988.671875 Penalty: 3324.781250 Iteration 1F: 3 clusters Score -83988.67 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -84143.078125 Penalty: 3324.781250 Iteration 2F: 3 clusters Score -84143.08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -84307.359375 Penalty: 3324.781250 Iteration 3F: 3 clusters Score -84307.36 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -84498.414062 Penalty: 3324.781250 Iteration 4F: 3 clusters Score -84498.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -84686.875000 Penalty: 3324.781250 Iteration 5F: 3 clusters Score -84686.88 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -84833.195312 Penalty: 3324.781250 Iteration 6F: 3 clusters Score -84833.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -84958.312500 Penalty: 3324.781250 Iteration 7Q: 3 clusters Score -84958.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -85045.093750 Penalty: 3324.781250 Iteration 8Q: 3 clusters Score -85045.09 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -85155.718750 Penalty: 3324.781250 Iteration 9Q: 3 clusters Score -85155.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -85386.171875 Penalty: 3324.781250 Iteration 10Q: 3 clusters Score -85386.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -85642.625000 Penalty: 3324.781250 Iteration 11Q: 3 clusters Score -85642.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -85693.898438 Penalty: 3324.781250 Iteration 12Q: 3 clusters Score -85693.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -85722.445312 Penalty: 3324.781250 Iteration 13Q: 3 clusters Score -85722.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -85751.015625 Penalty: 3324.781250 Iteration 14Q: 3 clusters Score -85751.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -85760.468750 Penalty: 3324.781250 Iteration 15Q: 3 clusters Score -85760.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -85765.656250 Penalty: 3324.781250 Iteration 16Q: 3 clusters Score -85765.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -85765.656250 Penalty: 3324.781250 Iteration 17F: 3 clusters Score -85765.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38132 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1962 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55933 members Mstep: Class 10 contains 22322 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150648 members Mstep: Class 17 contains 6703 members Mstep: Class 18 contains 416 members Mstep: Class 19 contains 623 members Mstep: Class 20 contains 399 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep Score: -52025292.000000 Penalty: 74024.335938 Splitting cluster 18 changes total score from -52026412.000000 to -52025292.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Entering Unmasked Estep Score: -64316.144531 Penalty: 1595.767578 Iteration 0F: 2 clusters Score -64316.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -62757.074219 Penalty: 3191.535156 Iteration 0F: 3 clusters Score -62757.07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -63043.265625 Penalty: 3191.535156 Iteration 1F: 3 clusters Score -63043.27 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -63135.320312 Penalty: 3191.535156 Iteration 2F: 3 clusters Score -63135.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -63182.996094 Penalty: 3191.535156 Iteration 3Q: 3 clusters Score -63183 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -63232.632812 Penalty: 3191.535156 Iteration 4Q: 3 clusters Score -63232.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -63286.695312 Penalty: 3191.535156 Iteration 5Q: 3 clusters Score -63286.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -63298.804688 Penalty: 3191.535156 Iteration 6Q: 3 clusters Score -63298.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -63300.941406 Penalty: 3191.535156 Iteration 7Q: 3 clusters Score -63300.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -63305.144531 Penalty: 3191.535156 Iteration 8Q: 3 clusters Score -63305.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -63309.437500 Penalty: 3191.535156 Iteration 9Q: 3 clusters Score -63309.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -63316.750000 Penalty: 3191.535156 Iteration 10Q: 3 clusters Score -63316.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -63318.574219 Penalty: 3191.535156 Iteration 11Q: 3 clusters Score -63318.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -63321.789062 Penalty: 3191.535156 Iteration 12Q: 3 clusters Score -63321.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -63322.671875 Penalty: 3191.535156 Iteration 13Q: 3 clusters Score -63322.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -63322.671875 Penalty: 3191.535156 Iteration 14F: 3 clusters Score -63322.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Entering Unmasked Estep Score: -690008.750000 Penalty: 2151.793701 Iteration 0F: 2 clusters Score -690008.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -684894.875000 Penalty: 4303.587402 Iteration 0F: 3 clusters Score -684894.9 nChanged 2324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -686162.250000 Penalty: 4303.587402 Iteration 1F: 3 clusters Score -686162.2 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -686401.937500 Penalty: 4303.587402 Iteration 2F: 3 clusters Score -686401.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -686555.187500 Penalty: 4303.587402 Iteration 3F: 3 clusters Score -686555.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -686686.062500 Penalty: 4303.587402 Iteration 4Q: 3 clusters Score -686686.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -686784.250000 Penalty: 4303.587402 Iteration 5Q: 3 clusters Score -686784.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -686863.375000 Penalty: 4303.587402 Iteration 6Q: 3 clusters Score -686863.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -686921.625000 Penalty: 4303.587402 Iteration 7Q: 3 clusters Score -686921.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -686980.750000 Penalty: 4303.587402 Iteration 8Q: 3 clusters Score -686980.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -687049.125000 Penalty: 4303.587402 Iteration 9Q: 3 clusters Score -687049.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -687102.187500 Penalty: 4303.587402 Iteration 10Q: 3 clusters Score -687102.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -687151.812500 Penalty: 4303.587402 Iteration 11Q: 3 clusters Score -687151.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -687202.875000 Penalty: 4303.587402 Iteration 12Q: 3 clusters Score -687202.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -687263.187500 Penalty: 4303.587402 Iteration 13Q: 3 clusters Score -687263.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -687323.000000 Penalty: 4303.587402 Iteration 14Q: 3 clusters Score -687323 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -687374.500000 Penalty: 4303.587402 Iteration 15Q: 3 clusters Score -687374.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -687420.687500 Penalty: 4303.587402 Iteration 16Q: 3 clusters Score -687420.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -687473.812500 Penalty: 4303.587402 Iteration 17Q: 3 clusters Score -687473.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -687527.875000 Penalty: 4303.587402 Iteration 18Q: 3 clusters Score -687527.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -687565.000000 Penalty: 4303.587402 Iteration 19Q: 3 clusters Score -687565 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -687599.125000 Penalty: 4303.587402 Iteration 20F: 3 clusters Score -687599.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -687629.000000 Penalty: 4303.587402 Iteration 21Q: 3 clusters Score -687629 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -687658.187500 Penalty: 4303.587402 Iteration 22Q: 3 clusters Score -687658.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -687684.562500 Penalty: 4303.587402 Iteration 23Q: 3 clusters Score -687684.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -687712.562500 Penalty: 4303.587402 Iteration 24Q: 3 clusters Score -687712.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -687729.812500 Penalty: 4303.587402 Iteration 25Q: 3 clusters Score -687729.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -687744.687500 Penalty: 4303.587402 Iteration 26Q: 3 clusters Score -687744.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -687758.312500 Penalty: 4303.587402 Iteration 27Q: 3 clusters Score -687758.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -687773.375000 Penalty: 4303.587402 Iteration 28Q: 3 clusters Score -687773.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -687782.750000 Penalty: 4303.587402 Iteration 29Q: 3 clusters Score -687782.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -687792.625000 Penalty: 4303.587402 Iteration 30Q: 3 clusters Score -687792.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -687810.250000 Penalty: 4303.587402 Iteration 31Q: 3 clusters Score -687810.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -687831.187500 Penalty: 4303.587402 Iteration 32Q: 3 clusters Score -687831.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -687851.875000 Penalty: 4303.587402 Iteration 33Q: 3 clusters Score -687851.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -687870.375000 Penalty: 4303.587402 Iteration 34Q: 3 clusters Score -687870.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -687892.062500 Penalty: 4303.587402 Iteration 35Q: 3 clusters Score -687892.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -687908.875000 Penalty: 4303.587402 Iteration 36Q: 3 clusters Score -687908.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -687921.500000 Penalty: 4303.587402 Iteration 37Q: 3 clusters Score -687921.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -687931.812500 Penalty: 4303.587402 Iteration 38Q: 3 clusters Score -687931.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -687938.625000 Penalty: 4303.587402 Iteration 39Q: 3 clusters Score -687938.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -687942.937500 Penalty: 4303.587402 Iteration 40F: 3 clusters Score -687942.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -687950.312500 Penalty: 4303.587402 Iteration 41Q: 3 clusters Score -687950.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -687955.062500 Penalty: 4303.587402 Iteration 42Q: 3 clusters Score -687955.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -687959.562500 Penalty: 4303.587402 Iteration 43Q: 3 clusters Score -687959.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -687963.875000 Penalty: 4303.587402 Iteration 44Q: 3 clusters Score -687963.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -687966.312500 Penalty: 4303.587402 Iteration 45Q: 3 clusters Score -687966.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -687966.437500 Penalty: 4303.587402 Iteration 46Q: 3 clusters Score -687966.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -687967.312500 Penalty: 4303.587402 Iteration 47Q: 3 clusters Score -687967.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -687967.312500 Penalty: 4303.587402 Iteration 48Q: 3 clusters Score -687967.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -687967.625000 Penalty: 4303.587402 Iteration 49Q: 3 clusters Score -687967.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -687968.812500 Penalty: 4303.587402 Iteration 50Q: 3 clusters Score -687968.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -687971.125000 Penalty: 4303.587402 Iteration 51Q: 3 clusters Score -687971.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -687972.500000 Penalty: 4303.587402 Iteration 52Q: 3 clusters Score -687972.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -687975.562500 Penalty: 4303.587402 Iteration 53Q: 3 clusters Score -687975.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -687982.625000 Penalty: 4303.587402 Iteration 54Q: 3 clusters Score -687982.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -687991.125000 Penalty: 4303.587402 Iteration 55Q: 3 clusters Score -687991.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -687994.250000 Penalty: 4303.587402 Iteration 56Q: 3 clusters Score -687994.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -687997.812500 Penalty: 4303.587402 Iteration 57Q: 3 clusters Score -687997.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -688000.125000 Penalty: 4303.587402 Iteration 58Q: 3 clusters Score -688000.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -688001.250000 Penalty: 4303.587402 Iteration 59Q: 3 clusters Score -688001.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -688001.625000 Penalty: 4303.587402 Iteration 60F: 3 clusters Score -688001.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -688003.062500 Penalty: 4303.587402 Iteration 61Q: 3 clusters Score -688003.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -688003.312500 Penalty: 4303.587402 Iteration 62Q: 3 clusters Score -688003.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -688003.312500 Penalty: 4303.587402 Iteration 63F: 3 clusters Score -688003.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Entering Unmasked Estep Score: -1584406.250000 Penalty: 2359.470459 Iteration 0F: 2 clusters Score -1584406 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1574602.750000 Penalty: 4718.940918 Iteration 0F: 3 clusters Score -1574603 nChanged 5696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -1577906.250000 Penalty: 4718.940918 Iteration 1F: 3 clusters Score -1577906 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1578444.375000 Penalty: 4718.940918 Iteration 2F: 3 clusters Score -1578444 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1578994.375000 Penalty: 4718.940918 Iteration 3F: 3 clusters Score -1578994 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -1579563.875000 Penalty: 4718.940918 Iteration 4F: 3 clusters Score -1579564 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -1580170.750000 Penalty: 4718.940918 Iteration 5F: 3 clusters Score -1580171 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -1580753.750000 Penalty: 4718.940918 Iteration 6F: 3 clusters Score -1580754 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -1581280.125000 Penalty: 4718.940918 Iteration 7F: 3 clusters Score -1581280 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -1581694.500000 Penalty: 4718.940918 Iteration 8Q: 3 clusters Score -1581694 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 10103 members Entering Unmasked Estep Score: -1582004.500000 Penalty: 4718.940918 Iteration 9Q: 3 clusters Score -1582004 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -1582284.750000 Penalty: 4718.940918 Iteration 10Q: 3 clusters Score -1582285 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -1582488.125000 Penalty: 4718.940918 Iteration 11Q: 3 clusters Score -1582488 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -1582627.000000 Penalty: 4718.940918 Iteration 12Q: 3 clusters Score -1582627 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -1582733.375000 Penalty: 4718.940918 Iteration 13Q: 3 clusters Score -1582733 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -1582855.000000 Penalty: 4718.940918 Iteration 14Q: 3 clusters Score -1582855 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -1582935.500000 Penalty: 4718.940918 Iteration 15Q: 3 clusters Score -1582936 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -1582987.125000 Penalty: 4718.940918 Iteration 16Q: 3 clusters Score -1582987 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -1583020.125000 Penalty: 4718.940918 Iteration 17Q: 3 clusters Score -1583020 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1583039.750000 Penalty: 4718.940918 Iteration 18Q: 3 clusters Score -1583040 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -1583068.500000 Penalty: 4718.940918 Iteration 19Q: 3 clusters Score -1583068 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -1583093.000000 Penalty: 4718.940918 Iteration 20F: 3 clusters Score -1583093 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1583110.500000 Penalty: 4718.940918 Iteration 21Q: 3 clusters Score -1583110 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -1583121.000000 Penalty: 4718.940918 Iteration 22Q: 3 clusters Score -1583121 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 11800 members Entering Unmasked Estep Score: -1583133.750000 Penalty: 4718.940918 Iteration 23Q: 3 clusters Score -1583134 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1583149.250000 Penalty: 4718.940918 Iteration 24Q: 3 clusters Score -1583149 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1583158.125000 Penalty: 4718.940918 Iteration 25Q: 3 clusters Score -1583158 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -1583166.625000 Penalty: 4718.940918 Iteration 26Q: 3 clusters Score -1583167 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -1583166.375000 Penalty: 4718.940918 Iteration 27Q: 3 clusters Score -1583166 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -1583170.000000 Penalty: 4718.940918 Iteration 28Q: 3 clusters Score -1583170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -1583167.500000 Penalty: 4718.940918 Iteration 29Q: 3 clusters Score -1583168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -1583168.375000 Penalty: 4718.940918 Iteration 30Q: 3 clusters Score -1583168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -1583168.125000 Penalty: 4718.940918 Iteration 31Q: 3 clusters Score -1583168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -1583169.000000 Penalty: 4718.940918 Iteration 32Q: 3 clusters Score -1583169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -1583171.375000 Penalty: 4718.940918 Iteration 33Q: 3 clusters Score -1583171 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -1583171.375000 Penalty: 4718.940918 Iteration 34Q: 3 clusters Score -1583171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1583172.875000 Penalty: 4718.940918 Iteration 35Q: 3 clusters Score -1583173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -1583171.375000 Penalty: 4718.940918 Iteration 36Q: 3 clusters Score -1583171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1583173.000000 Penalty: 4718.940918 Iteration 37Q: 3 clusters Score -1583173 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1583173.125000 Penalty: 4718.940918 Iteration 38Q: 3 clusters Score -1583173 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1583171.875000 Penalty: 4718.940918 Iteration 39Q: 3 clusters Score -1583172 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -1583175.000000 Penalty: 4718.940918 Iteration 40F: 3 clusters Score -1583175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -1583177.875000 Penalty: 4718.940918 Iteration 41Q: 3 clusters Score -1583178 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -1583179.250000 Penalty: 4718.940918 Iteration 42Q: 3 clusters Score -1583179 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -1583180.625000 Penalty: 4718.940918 Iteration 43Q: 3 clusters Score -1583181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -1583181.125000 Penalty: 4718.940918 Iteration 44Q: 3 clusters Score -1583181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1583180.000000 Penalty: 4718.940918 Iteration 45Q: 3 clusters Score -1583180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -1583182.125000 Penalty: 4718.940918 Iteration 46Q: 3 clusters Score -1583182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -1583184.875000 Penalty: 4718.940918 Iteration 47Q: 3 clusters Score -1583185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -1583186.125000 Penalty: 4718.940918 Iteration 48Q: 3 clusters Score -1583186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1583183.500000 Penalty: 4718.940918 Iteration 49Q: 3 clusters Score -1583184 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1583183.500000 Penalty: 4718.940918 Iteration 50F: 3 clusters Score -1583184 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Entering Unmasked Estep Score: -557650.312500 Penalty: 2088.765625 Iteration 0F: 2 clusters Score -557650.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -553421.437500 Penalty: 4177.531250 Iteration 0F: 3 clusters Score -553421.4 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -554434.812500 Penalty: 4177.531250 Iteration 1F: 3 clusters Score -554434.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -554712.937500 Penalty: 4177.531250 Iteration 2F: 3 clusters Score -554712.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -555003.625000 Penalty: 4177.531250 Iteration 3F: 3 clusters Score -555003.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -555335.875000 Penalty: 4177.531250 Iteration 4F: 3 clusters Score -555335.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -555666.000000 Penalty: 4177.531250 Iteration 5F: 3 clusters Score -555666 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -555914.125000 Penalty: 4177.531250 Iteration 6F: 3 clusters Score -555914.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -556072.437500 Penalty: 4177.531250 Iteration 7Q: 3 clusters Score -556072.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -556162.312500 Penalty: 4177.531250 Iteration 8Q: 3 clusters Score -556162.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -556212.937500 Penalty: 4177.531250 Iteration 9Q: 3 clusters Score -556212.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -556247.437500 Penalty: 4177.531250 Iteration 10Q: 3 clusters Score -556247.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -556274.250000 Penalty: 4177.531250 Iteration 11Q: 3 clusters Score -556274.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -556290.812500 Penalty: 4177.531250 Iteration 12Q: 3 clusters Score -556290.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -556299.187500 Penalty: 4177.531250 Iteration 13Q: 3 clusters Score -556299.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -556305.437500 Penalty: 4177.531250 Iteration 14Q: 3 clusters Score -556305.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -556311.125000 Penalty: 4177.531250 Iteration 15Q: 3 clusters Score -556311.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -556315.687500 Penalty: 4177.531250 Iteration 16Q: 3 clusters Score -556315.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -556318.750000 Penalty: 4177.531250 Iteration 17Q: 3 clusters Score -556318.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -556322.937500 Penalty: 4177.531250 Iteration 18Q: 3 clusters Score -556322.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -556326.750000 Penalty: 4177.531250 Iteration 19Q: 3 clusters Score -556326.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -556332.687500 Penalty: 4177.531250 Iteration 20F: 3 clusters Score -556332.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -556337.750000 Penalty: 4177.531250 Iteration 21Q: 3 clusters Score -556337.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -556343.250000 Penalty: 4177.531250 Iteration 22Q: 3 clusters Score -556343.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -556346.437500 Penalty: 4177.531250 Iteration 23Q: 3 clusters Score -556346.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -556349.187500 Penalty: 4177.531250 Iteration 24Q: 3 clusters Score -556349.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -556348.562500 Penalty: 4177.531250 Iteration 25Q: 3 clusters Score -556348.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -556348.312500 Penalty: 4177.531250 Iteration 26Q: 3 clusters Score -556348.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -556348.312500 Penalty: 4177.531250 Iteration 27F: 3 clusters Score -556348.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38132 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1962 members Mstep: Class 8 contains 24729 members Mstep: Class 9 contains 55933 members Mstep: Class 10 contains 22322 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150648 members Mstep: Class 17 contains 6703 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026416.000000 Penalty: 70805.890625 Iteration 119Q: 23 clusters Score -5.202642e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38131 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24728 members Mstep: Class 9 contains 55934 members Mstep: Class 10 contains 22323 members Mstep: Class 11 contains 39648 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150648 members Mstep: Class 17 contains 6705 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026420.000000 Penalty: 70805.890625 Iteration 120F: 23 clusters Score -5.202642e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38130 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55938 members Mstep: Class 10 contains 22321 members Mstep: Class 11 contains 39648 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150647 members Mstep: Class 17 contains 6706 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026384.000000 Penalty: 70805.890625 Iteration 121Q: 23 clusters Score -5.202638e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38125 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55942 members Mstep: Class 10 contains 22318 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150648 members Mstep: Class 17 contains 6708 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026412.000000 Penalty: 70805.890625 Iteration 122Q: 23 clusters Score -5.202641e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38123 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24726 members Mstep: Class 9 contains 55947 members Mstep: Class 10 contains 22313 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3551 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150649 members Mstep: Class 17 contains 6710 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5864 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026396.000000 Penalty: 70805.890625 Iteration 123Q: 23 clusters Score -5.20264e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38120 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55950 members Mstep: Class 10 contains 22311 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150650 members Mstep: Class 17 contains 6710 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026420.000000 Penalty: 70805.890625 Iteration 124Q: 23 clusters Score -5.202642e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38117 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55955 members Mstep: Class 10 contains 22306 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5404 members Mstep: Class 16 contains 150652 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026396.000000 Penalty: 70805.890625 Iteration 125Q: 23 clusters Score -5.20264e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38113 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55957 members Mstep: Class 10 contains 22304 members Mstep: Class 11 contains 39650 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5405 members Mstep: Class 16 contains 150654 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026388.000000 Penalty: 70805.890625 Iteration 126Q: 23 clusters Score -5.202639e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 38111 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55961 members Mstep: Class 10 contains 22301 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150655 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026428.000000 Penalty: 70805.890625 Iteration 127Q: 23 clusters Score -5.202643e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 38111 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55963 members Mstep: Class 10 contains 22299 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150656 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026416.000000 Penalty: 70805.890625 Iteration 128Q: 23 clusters Score -5.202642e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 38111 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55966 members Mstep: Class 10 contains 22297 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150656 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026428.000000 Penalty: 70805.890625 Iteration 129Q: 23 clusters Score -5.202643e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38112 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150658 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026424.000000 Penalty: 70805.890625 Iteration 130Q: 23 clusters Score -5.202642e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38110 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150660 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026416.000000 Penalty: 70805.890625 Iteration 131Q: 23 clusters Score -5.202642e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38107 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150663 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026408.000000 Penalty: 70805.890625 Iteration 132Q: 23 clusters Score -5.202641e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38105 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150665 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5863 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026416.000000 Penalty: 70805.890625 Iteration 133Q: 23 clusters Score -5.202642e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38106 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150665 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026432.000000 Penalty: 70805.890625 Iteration 134Q: 23 clusters Score -5.202643e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38105 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150666 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026452.000000 Penalty: 70805.890625 Iteration 135Q: 23 clusters Score -5.202645e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150667 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026456.000000 Penalty: 70805.890625 Iteration 136Q: 23 clusters Score -5.202646e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150667 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep ConsiderDeletion Score: -52026456.000000 Penalty: 70805.890625 Iteration 137F: 23 clusters Score -5.202646e+07 nChanged 0 Entering ConstructFrom: Score: -52026456.000000 Penalty: 70805.890625 Entering ConstructFrom: Trying to split cluster 1 (3458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Entering Unmasked Estep Score: -383370.187500 Penalty: 2020.814575 Iteration 0F: 2 clusters Score -383370.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -379793.437500 Penalty: 4041.629150 Iteration 0F: 3 clusters Score -379793.4 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -380582.375000 Penalty: 4041.629150 Iteration 1F: 3 clusters Score -380582.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -380767.437500 Penalty: 4041.629150 Iteration 2F: 3 clusters Score -380767.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -380900.406250 Penalty: 4041.629150 Iteration 3F: 3 clusters Score -380900.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -381015.343750 Penalty: 4041.629150 Iteration 4Q: 3 clusters Score -381015.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -381104.125000 Penalty: 4041.629150 Iteration 5Q: 3 clusters Score -381104.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -381184.000000 Penalty: 4041.629150 Iteration 6Q: 3 clusters Score -381184 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -381273.125000 Penalty: 4041.629150 Iteration 7Q: 3 clusters Score -381273.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -381369.968750 Penalty: 4041.629150 Iteration 8Q: 3 clusters Score -381370 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -381463.625000 Penalty: 4041.629150 Iteration 9Q: 3 clusters Score -381463.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -381545.250000 Penalty: 4041.629150 Iteration 10Q: 3 clusters Score -381545.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -381612.656250 Penalty: 4041.629150 Iteration 11Q: 3 clusters Score -381612.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -381660.875000 Penalty: 4041.629150 Iteration 12Q: 3 clusters Score -381660.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -381699.781250 Penalty: 4041.629150 Iteration 13Q: 3 clusters Score -381699.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -381741.406250 Penalty: 4041.629150 Iteration 14Q: 3 clusters Score -381741.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -381773.718750 Penalty: 4041.629150 Iteration 15Q: 3 clusters Score -381773.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -381813.500000 Penalty: 4041.629150 Iteration 16Q: 3 clusters Score -381813.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -381842.625000 Penalty: 4041.629150 Iteration 17Q: 3 clusters Score -381842.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -381870.968750 Penalty: 4041.629150 Iteration 18Q: 3 clusters Score -381871 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -381888.562500 Penalty: 4041.629150 Iteration 19Q: 3 clusters Score -381888.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -381903.718750 Penalty: 4041.629150 Iteration 20F: 3 clusters Score -381903.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -381921.812500 Penalty: 4041.629150 Iteration 21Q: 3 clusters Score -381921.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -381934.531250 Penalty: 4041.629150 Iteration 22Q: 3 clusters Score -381934.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -381942.843750 Penalty: 4041.629150 Iteration 23Q: 3 clusters Score -381942.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -381951.281250 Penalty: 4041.629150 Iteration 24Q: 3 clusters Score -381951.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -381958.500000 Penalty: 4041.629150 Iteration 25Q: 3 clusters Score -381958.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -381963.500000 Penalty: 4041.629150 Iteration 26Q: 3 clusters Score -381963.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -381966.437500 Penalty: 4041.629150 Iteration 27Q: 3 clusters Score -381966.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -381967.406250 Penalty: 4041.629150 Iteration 28Q: 3 clusters Score -381967.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -381968.843750 Penalty: 4041.629150 Iteration 29Q: 3 clusters Score -381968.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -381968.812500 Penalty: 4041.629150 Iteration 30Q: 3 clusters Score -381968.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -381968.812500 Penalty: 4041.629150 Iteration 31F: 3 clusters Score -381968.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (38104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38104 members Entering Unmasked Estep Score: -4527566.500000 Penalty: 2615.922607 Iteration 0F: 2 clusters Score -4527566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19062 members Mstep: Class 2 contains 19042 members Entering Unmasked Estep Score: -4501669.500000 Penalty: 5231.845215 Iteration 0F: 3 clusters Score -4501670 nChanged 17443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18943 members Mstep: Class 2 contains 19161 members Entering Unmasked Estep Score: -4511285.000000 Penalty: 5231.845215 Iteration 1F: 3 clusters Score -4511285 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18934 members Mstep: Class 2 contains 19170 members Entering Unmasked Estep Score: -4511974.000000 Penalty: 5231.845215 Iteration 2Q: 3 clusters Score -4511974 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18938 members Mstep: Class 2 contains 19166 members Entering Unmasked Estep Score: -4512722.000000 Penalty: 5231.845215 Iteration 3Q: 3 clusters Score -4512722 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18980 members Mstep: Class 2 contains 19124 members Entering Unmasked Estep Score: -4513466.500000 Penalty: 5231.845215 Iteration 4Q: 3 clusters Score -4513466 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 19026 members Entering Unmasked Estep Score: -4514216.500000 Penalty: 5231.845215 Iteration 5Q: 3 clusters Score -4514216 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19244 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -4515079.500000 Penalty: 5231.845215 Iteration 6Q: 3 clusters Score -4515080 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19372 members Mstep: Class 2 contains 18732 members Entering Unmasked Estep Score: -4515940.500000 Penalty: 5231.845215 Iteration 7Q: 3 clusters Score -4515940 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19416 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -4516888.500000 Penalty: 5231.845215 Iteration 8Q: 3 clusters Score -4516888 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19399 members Mstep: Class 2 contains 18705 members Entering Unmasked Estep Score: -4517858.000000 Penalty: 5231.845215 Iteration 9Q: 3 clusters Score -4517858 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -4518872.500000 Penalty: 5231.845215 Iteration 10Q: 3 clusters Score -4518872 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19337 members Mstep: Class 2 contains 18767 members Entering Unmasked Estep Score: -4519709.500000 Penalty: 5231.845215 Iteration 11Q: 3 clusters Score -4519710 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19291 members Mstep: Class 2 contains 18813 members Entering Unmasked Estep Score: -4520316.000000 Penalty: 5231.845215 Iteration 12Q: 3 clusters Score -4520316 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19106 members Mstep: Class 2 contains 18998 members Entering Unmasked Estep Score: -4520774.000000 Penalty: 5231.845215 Iteration 13Q: 3 clusters Score -4520774 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18899 members Mstep: Class 2 contains 19205 members Entering Unmasked Estep Score: -4521093.000000 Penalty: 5231.845215 Iteration 14Q: 3 clusters Score -4521093 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18724 members Mstep: Class 2 contains 19380 members Entering Unmasked Estep Score: -4521340.000000 Penalty: 5231.845215 Iteration 15Q: 3 clusters Score -4521340 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18504 members Mstep: Class 2 contains 19600 members Entering Unmasked Estep Score: -4521547.500000 Penalty: 5231.845215 Iteration 16Q: 3 clusters Score -4521548 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -4521762.000000 Penalty: 5231.845215 Iteration 17Q: 3 clusters Score -4521762 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18062 members Mstep: Class 2 contains 20042 members Entering Unmasked Estep Score: -4521931.500000 Penalty: 5231.845215 Iteration 18Q: 3 clusters Score -4521932 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17833 members Mstep: Class 2 contains 20271 members Entering Unmasked Estep Score: -4522072.000000 Penalty: 5231.845215 Iteration 19Q: 3 clusters Score -4522072 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17591 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -4522211.500000 Penalty: 5231.845215 Iteration 20F: 3 clusters Score -4522212 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 20786 members Entering Unmasked Estep Score: -4522340.000000 Penalty: 5231.845215 Iteration 21Q: 3 clusters Score -4522340 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17076 members Mstep: Class 2 contains 21028 members Entering Unmasked Estep Score: -4522470.000000 Penalty: 5231.845215 Iteration 22Q: 3 clusters Score -4522470 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16843 members Mstep: Class 2 contains 21261 members Entering Unmasked Estep Score: -4522586.500000 Penalty: 5231.845215 Iteration 23Q: 3 clusters Score -4522586 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 21486 members Entering Unmasked Estep Score: -4522647.500000 Penalty: 5231.845215 Iteration 24Q: 3 clusters Score -4522648 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -4522758.000000 Penalty: 5231.845215 Iteration 25Q: 3 clusters Score -4522758 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16197 members Mstep: Class 2 contains 21907 members Entering Unmasked Estep Score: -4522842.500000 Penalty: 5231.845215 Iteration 26Q: 3 clusters Score -4522842 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16003 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -4522926.000000 Penalty: 5231.845215 Iteration 27Q: 3 clusters Score -4522926 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15806 members Mstep: Class 2 contains 22298 members Entering Unmasked Estep Score: -4523007.000000 Penalty: 5231.845215 Iteration 28Q: 3 clusters Score -4523007 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15610 members Mstep: Class 2 contains 22494 members Entering Unmasked Estep Score: -4523045.000000 Penalty: 5231.845215 Iteration 29Q: 3 clusters Score -4523045 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 22669 members Entering Unmasked Estep Score: -4523110.000000 Penalty: 5231.845215 Iteration 30Q: 3 clusters Score -4523110 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15263 members Mstep: Class 2 contains 22841 members Entering Unmasked Estep Score: -4523164.000000 Penalty: 5231.845215 Iteration 31Q: 3 clusters Score -4523164 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15056 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -4523233.000000 Penalty: 5231.845215 Iteration 32Q: 3 clusters Score -4523233 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 23275 members Entering Unmasked Estep Score: -4523290.500000 Penalty: 5231.845215 Iteration 33Q: 3 clusters Score -4523290 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14644 members Mstep: Class 2 contains 23460 members Entering Unmasked Estep Score: -4523336.500000 Penalty: 5231.845215 Iteration 34Q: 3 clusters Score -4523336 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14442 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -4523370.000000 Penalty: 5231.845215 Iteration 35Q: 3 clusters Score -4523370 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 23857 members Entering Unmasked Estep Score: -4523403.000000 Penalty: 5231.845215 Iteration 36Q: 3 clusters Score -4523403 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 24025 members Entering Unmasked Estep Score: -4523469.500000 Penalty: 5231.845215 Iteration 37Q: 3 clusters Score -4523470 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 24180 members Entering Unmasked Estep Score: -4523495.500000 Penalty: 5231.845215 Iteration 38Q: 3 clusters Score -4523496 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13785 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -4523517.000000 Penalty: 5231.845215 Iteration 39Q: 3 clusters Score -4523517 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 24474 members Entering Unmasked Estep Score: -4523540.000000 Penalty: 5231.845215 Iteration 40F: 3 clusters Score -4523540 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 24647 members Entering Unmasked Estep Score: -4523575.000000 Penalty: 5231.845215 Iteration 41Q: 3 clusters Score -4523575 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13305 members Mstep: Class 2 contains 24799 members Entering Unmasked Estep Score: -4523599.500000 Penalty: 5231.845215 Iteration 42Q: 3 clusters Score -4523600 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13110 members Mstep: Class 2 contains 24994 members Entering Unmasked Estep Score: -4523650.500000 Penalty: 5231.845215 Iteration 43Q: 3 clusters Score -4523650 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12922 members Mstep: Class 2 contains 25182 members Entering Unmasked Estep Score: -4523696.500000 Penalty: 5231.845215 Iteration 44Q: 3 clusters Score -4523696 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 25380 members Entering Unmasked Estep Score: -4523720.500000 Penalty: 5231.845215 Iteration 45Q: 3 clusters Score -4523720 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 25602 members Entering Unmasked Estep Score: -4523782.000000 Penalty: 5231.845215 Iteration 46Q: 3 clusters Score -4523782 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 25828 members Entering Unmasked Estep Score: -4523824.500000 Penalty: 5231.845215 Iteration 47Q: 3 clusters Score -4523824 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 26043 members Entering Unmasked Estep Score: -4523850.500000 Penalty: 5231.845215 Iteration 48Q: 3 clusters Score -4523850 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 26213 members Entering Unmasked Estep Score: -4523893.500000 Penalty: 5231.845215 Iteration 49Q: 3 clusters Score -4523894 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 26362 members Entering Unmasked Estep Score: -4523900.500000 Penalty: 5231.845215 Iteration 50Q: 3 clusters Score -4523900 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 26531 members Entering Unmasked Estep Score: -4523944.500000 Penalty: 5231.845215 Iteration 51Q: 3 clusters Score -4523944 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11427 members Mstep: Class 2 contains 26677 members Entering Unmasked Estep Score: -4523984.500000 Penalty: 5231.845215 Iteration 52Q: 3 clusters Score -4523984 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 26833 members Entering Unmasked Estep Score: -4524000.000000 Penalty: 5231.845215 Iteration 53Q: 3 clusters Score -4524000 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 26980 members Entering Unmasked Estep Score: -4524018.500000 Penalty: 5231.845215 Iteration 54Q: 3 clusters Score -4524018 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 27113 members Entering Unmasked Estep Score: -4524042.500000 Penalty: 5231.845215 Iteration 55Q: 3 clusters Score -4524042 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 27240 members Entering Unmasked Estep Score: -4524040.500000 Penalty: 5231.845215 Iteration 56Q: 3 clusters Score -4524040 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 27380 members Entering Unmasked Estep Score: -4524082.500000 Penalty: 5231.845215 Iteration 57Q: 3 clusters Score -4524082 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 27521 members Entering Unmasked Estep Score: -4524118.000000 Penalty: 5231.845215 Iteration 58Q: 3 clusters Score -4524118 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 27668 members Entering Unmasked Estep Score: -4524151.500000 Penalty: 5231.845215 Iteration 59Q: 3 clusters Score -4524152 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 27825 members Entering Unmasked Estep Score: -4524197.500000 Penalty: 5231.845215 Iteration 60F: 3 clusters Score -4524198 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10115 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -4524219.500000 Penalty: 5231.845215 Iteration 61Q: 3 clusters Score -4524220 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 28152 members Entering Unmasked Estep Score: -4524246.500000 Penalty: 5231.845215 Iteration 62Q: 3 clusters Score -4524246 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 28342 members Entering Unmasked Estep Score: -4524299.500000 Penalty: 5231.845215 Iteration 63Q: 3 clusters Score -4524300 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 28537 members Entering Unmasked Estep Score: -4524368.000000 Penalty: 5231.845215 Iteration 64Q: 3 clusters Score -4524368 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 28725 members Entering Unmasked Estep Score: -4524423.500000 Penalty: 5231.845215 Iteration 65Q: 3 clusters Score -4524424 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 28906 members Entering Unmasked Estep Score: -4524488.000000 Penalty: 5231.845215 Iteration 66Q: 3 clusters Score -4524488 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 29093 members Entering Unmasked Estep Score: -4524561.000000 Penalty: 5231.845215 Iteration 67Q: 3 clusters Score -4524561 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 29264 members Entering Unmasked Estep Score: -4524625.500000 Penalty: 5231.845215 Iteration 68Q: 3 clusters Score -4524626 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 29443 members Entering Unmasked Estep Score: -4524673.500000 Penalty: 5231.845215 Iteration 69Q: 3 clusters Score -4524674 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 29622 members Entering Unmasked Estep Score: -4524761.000000 Penalty: 5231.845215 Iteration 70Q: 3 clusters Score -4524761 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -4524848.000000 Penalty: 5231.845215 Iteration 71Q: 3 clusters Score -4524848 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 30015 members Entering Unmasked Estep Score: -4524918.500000 Penalty: 5231.845215 Iteration 72Q: 3 clusters Score -4524918 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 30182 members Entering Unmasked Estep Score: -4524971.500000 Penalty: 5231.845215 Iteration 73Q: 3 clusters Score -4524972 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 30350 members Entering Unmasked Estep Score: -4525029.000000 Penalty: 5231.845215 Iteration 74Q: 3 clusters Score -4525029 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 30522 members Entering Unmasked Estep Score: -4525080.500000 Penalty: 5231.845215 Iteration 75Q: 3 clusters Score -4525080 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 30695 members Entering Unmasked Estep Score: -4525128.500000 Penalty: 5231.845215 Iteration 76Q: 3 clusters Score -4525128 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 30870 members Entering Unmasked Estep Score: -4525175.500000 Penalty: 5231.845215 Iteration 77Q: 3 clusters Score -4525176 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 31031 members Entering Unmasked Estep Score: -4525218.000000 Penalty: 5231.845215 Iteration 78Q: 3 clusters Score -4525218 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 31185 members Entering Unmasked Estep Score: -4525269.500000 Penalty: 5231.845215 Iteration 79Q: 3 clusters Score -4525270 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 31319 members Entering Unmasked Estep Score: -4525315.000000 Penalty: 5231.845215 Iteration 80F: 3 clusters Score -4525315 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 31446 members Entering Unmasked Estep Score: -4525337.500000 Penalty: 5231.845215 Iteration 81Q: 3 clusters Score -4525338 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 31562 members Entering Unmasked Estep Score: -4525363.500000 Penalty: 5231.845215 Iteration 82Q: 3 clusters Score -4525364 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 31678 members Entering Unmasked Estep Score: -4525384.000000 Penalty: 5231.845215 Iteration 83Q: 3 clusters Score -4525384 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 31797 members Entering Unmasked Estep Score: -4525421.000000 Penalty: 5231.845215 Iteration 84Q: 3 clusters Score -4525421 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 31918 members Entering Unmasked Estep Score: -4525450.500000 Penalty: 5231.845215 Iteration 85Q: 3 clusters Score -4525450 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 32010 members Entering Unmasked Estep Score: -4525485.000000 Penalty: 5231.845215 Iteration 86Q: 3 clusters Score -4525485 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 32104 members Entering Unmasked Estep Score: -4525505.000000 Penalty: 5231.845215 Iteration 87Q: 3 clusters Score -4525505 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 32182 members Entering Unmasked Estep Score: -4525522.000000 Penalty: 5231.845215 Iteration 88Q: 3 clusters Score -4525522 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 32270 members Entering Unmasked Estep Score: -4525553.000000 Penalty: 5231.845215 Iteration 89Q: 3 clusters Score -4525553 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 32359 members Entering Unmasked Estep Score: -4525570.000000 Penalty: 5231.845215 Iteration 90Q: 3 clusters Score -4525570 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 32456 members Entering Unmasked Estep Score: -4525577.000000 Penalty: 5231.845215 Iteration 91Q: 3 clusters Score -4525577 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 32550 members Entering Unmasked Estep Score: -4525606.000000 Penalty: 5231.845215 Iteration 92Q: 3 clusters Score -4525606 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 32636 members Entering Unmasked Estep Score: -4525627.500000 Penalty: 5231.845215 Iteration 93Q: 3 clusters Score -4525628 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 32738 members Entering Unmasked Estep Score: -4525644.500000 Penalty: 5231.845215 Iteration 94Q: 3 clusters Score -4525644 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 32823 members Entering Unmasked Estep Score: -4525669.500000 Penalty: 5231.845215 Iteration 95Q: 3 clusters Score -4525670 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 32903 members Entering Unmasked Estep Score: -4525686.000000 Penalty: 5231.845215 Iteration 96Q: 3 clusters Score -4525686 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 32991 members Entering Unmasked Estep Score: -4525702.000000 Penalty: 5231.845215 Iteration 97Q: 3 clusters Score -4525702 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 33092 members Entering Unmasked Estep Score: -4525730.500000 Penalty: 5231.845215 Iteration 98Q: 3 clusters Score -4525730 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 33201 members Entering Unmasked Estep Score: -4525755.000000 Penalty: 5231.845215 Iteration 99Q: 3 clusters Score -4525755 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 33302 members Entering Unmasked Estep Score: -4525770.000000 Penalty: 5231.845215 Iteration 100F: 3 clusters Score -4525770 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 33383 members Entering Unmasked Estep Score: -4525786.000000 Penalty: 5231.845215 Iteration 101Q: 3 clusters Score -4525786 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 33470 members Entering Unmasked Estep Score: -4525818.000000 Penalty: 5231.845215 Iteration 102Q: 3 clusters Score -4525818 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 33553 members Entering Unmasked Estep Score: -4525826.000000 Penalty: 5231.845215 Iteration 103Q: 3 clusters Score -4525826 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 33613 members Entering Unmasked Estep Score: -4525836.000000 Penalty: 5231.845215 Iteration 104Q: 3 clusters Score -4525836 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 33685 members Entering Unmasked Estep Score: -4525852.500000 Penalty: 5231.845215 Iteration 105Q: 3 clusters Score -4525852 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 33760 members Entering Unmasked Estep Score: -4525856.500000 Penalty: 5231.845215 Iteration 106Q: 3 clusters Score -4525856 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 33829 members Entering Unmasked Estep Score: -4525881.000000 Penalty: 5231.845215 Iteration 107Q: 3 clusters Score -4525881 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 33893 members Entering Unmasked Estep Score: -4525896.000000 Penalty: 5231.845215 Iteration 108Q: 3 clusters Score -4525896 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 33961 members Entering Unmasked Estep Score: -4525920.000000 Penalty: 5231.845215 Iteration 109Q: 3 clusters Score -4525920 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 34031 members Entering Unmasked Estep Score: -4525931.500000 Penalty: 5231.845215 Iteration 110Q: 3 clusters Score -4525932 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 34098 members Entering Unmasked Estep Score: -4525946.500000 Penalty: 5231.845215 Iteration 111Q: 3 clusters Score -4525946 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 34160 members Entering Unmasked Estep Score: -4525956.500000 Penalty: 5231.845215 Iteration 112Q: 3 clusters Score -4525956 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 34220 members Entering Unmasked Estep Score: -4525962.500000 Penalty: 5231.845215 Iteration 113Q: 3 clusters Score -4525962 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 34288 members Entering Unmasked Estep Score: -4525985.500000 Penalty: 5231.845215 Iteration 114Q: 3 clusters Score -4525986 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 34358 members Entering Unmasked Estep Score: -4526007.000000 Penalty: 5231.845215 Iteration 115Q: 3 clusters Score -4526007 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 34429 members Entering Unmasked Estep Score: -4526035.000000 Penalty: 5231.845215 Iteration 116Q: 3 clusters Score -4526035 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 34489 members Entering Unmasked Estep Score: -4526045.500000 Penalty: 5231.845215 Iteration 117Q: 3 clusters Score -4526046 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 34553 members Entering Unmasked Estep Score: -4526063.000000 Penalty: 5231.845215 Iteration 118Q: 3 clusters Score -4526063 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 34629 members Entering Unmasked Estep Score: -4526093.500000 Penalty: 5231.845215 Iteration 119Q: 3 clusters Score -4526094 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 34698 members Entering Unmasked Estep Score: -4526109.000000 Penalty: 5231.845215 Iteration 120F: 3 clusters Score -4526109 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 34759 members Entering Unmasked Estep Score: -4526120.000000 Penalty: 5231.845215 Iteration 121Q: 3 clusters Score -4526120 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 34824 members Entering Unmasked Estep Score: -4526130.000000 Penalty: 5231.845215 Iteration 122Q: 3 clusters Score -4526130 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 34883 members Entering Unmasked Estep Score: -4526147.500000 Penalty: 5231.845215 Iteration 123Q: 3 clusters Score -4526148 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 34958 members Entering Unmasked Estep Score: -4526189.500000 Penalty: 5231.845215 Iteration 124Q: 3 clusters Score -4526190 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 35040 members Entering Unmasked Estep Score: -4526219.500000 Penalty: 5231.845215 Iteration 125Q: 3 clusters Score -4526220 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 35129 members Entering Unmasked Estep Score: -4526267.500000 Penalty: 5231.845215 Iteration 126Q: 3 clusters Score -4526268 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 35222 members Entering Unmasked Estep Score: -4526303.000000 Penalty: 5231.845215 Iteration 127Q: 3 clusters Score -4526303 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 35317 members Entering Unmasked Estep Score: -4526342.500000 Penalty: 5231.845215 Iteration 128Q: 3 clusters Score -4526342 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 35420 members Entering Unmasked Estep Score: -4526397.500000 Penalty: 5231.845215 Iteration 129Q: 3 clusters Score -4526398 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 35526 members Entering Unmasked Estep Score: -4526452.000000 Penalty: 5231.845215 Iteration 130Q: 3 clusters Score -4526452 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 35622 members Entering Unmasked Estep Score: -4526529.000000 Penalty: 5231.845215 Iteration 131Q: 3 clusters Score -4526529 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 35714 members Entering Unmasked Estep Score: -4526569.500000 Penalty: 5231.845215 Iteration 132Q: 3 clusters Score -4526570 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 35808 members Entering Unmasked Estep Score: -4526627.000000 Penalty: 5231.845215 Iteration 133Q: 3 clusters Score -4526627 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 35899 members Entering Unmasked Estep Score: -4526718.000000 Penalty: 5231.845215 Iteration 134Q: 3 clusters Score -4526718 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -4526812.500000 Penalty: 5231.845215 Iteration 135Q: 3 clusters Score -4526812 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 36101 members Entering Unmasked Estep Score: -4526939.000000 Penalty: 5231.845215 Iteration 136Q: 3 clusters Score -4526939 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 36195 members Entering Unmasked Estep Score: -4527055.500000 Penalty: 5231.845215 Iteration 137Q: 3 clusters Score -4527056 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 36266 members Entering Unmasked Estep Score: -4527126.500000 Penalty: 5231.845215 Iteration 138Q: 3 clusters Score -4527126 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 36321 members Entering Unmasked Estep Score: -4527182.500000 Penalty: 5231.845215 Iteration 139Q: 3 clusters Score -4527182 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 36361 members Entering Unmasked Estep Score: -4527233.000000 Penalty: 5231.845215 Iteration 140F: 3 clusters Score -4527233 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 36400 members Entering Unmasked Estep Score: -4527258.000000 Penalty: 5231.845215 Iteration 141Q: 3 clusters Score -4527258 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 36435 members Entering Unmasked Estep Score: -4527288.500000 Penalty: 5231.845215 Iteration 142Q: 3 clusters Score -4527288 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 36456 members Entering Unmasked Estep Score: -4527303.000000 Penalty: 5231.845215 Iteration 143Q: 3 clusters Score -4527303 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 36474 members Entering Unmasked Estep Score: -4527301.000000 Penalty: 5231.845215 Iteration 144Q: 3 clusters Score -4527301 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 36487 members Entering Unmasked Estep Score: -4527298.500000 Penalty: 5231.845215 Iteration 145Q: 3 clusters Score -4527298 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 36492 members Entering Unmasked Estep Score: -4527306.000000 Penalty: 5231.845215 Iteration 146Q: 3 clusters Score -4527306 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 36500 members Entering Unmasked Estep Score: -4527309.500000 Penalty: 5231.845215 Iteration 147Q: 3 clusters Score -4527310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 36508 members Entering Unmasked Estep Score: -4527312.500000 Penalty: 5231.845215 Iteration 148Q: 3 clusters Score -4527312 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 36513 members Entering Unmasked Estep Score: -4527315.000000 Penalty: 5231.845215 Iteration 149Q: 3 clusters Score -4527315 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 36514 members Entering Unmasked Estep Score: -4527320.000000 Penalty: 5231.845215 Iteration 150Q: 3 clusters Score -4527320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 36513 members Entering Unmasked Estep Score: -4527320.500000 Penalty: 5231.845215 Iteration 151Q: 3 clusters Score -4527320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 36515 members Entering Unmasked Estep Score: -4527325.500000 Penalty: 5231.845215 Iteration 152Q: 3 clusters Score -4527326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 36519 members Entering Unmasked Estep Score: -4527326.500000 Penalty: 5231.845215 Iteration 153Q: 3 clusters Score -4527326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 36520 members Entering Unmasked Estep Score: -4527329.500000 Penalty: 5231.845215 Iteration 154Q: 3 clusters Score -4527330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 36521 members Entering Unmasked Estep Score: -4527328.500000 Penalty: 5231.845215 Iteration 155Q: 3 clusters Score -4527328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -4527329.500000 Penalty: 5231.845215 Iteration 156Q: 3 clusters Score -4527330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -4527329.500000 Penalty: 5231.845215 Iteration 157F: 3 clusters Score -4527330 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Entering Unmasked Estep Score: -947537.187500 Penalty: 2219.635742 Iteration 0F: 2 clusters Score -947537.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -941291.750000 Penalty: 4439.271484 Iteration 0F: 3 clusters Score -941291.8 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -943016.250000 Penalty: 4439.271484 Iteration 1F: 3 clusters Score -943016.2 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -943297.562500 Penalty: 4439.271484 Iteration 2F: 3 clusters Score -943297.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -943470.437500 Penalty: 4439.271484 Iteration 3Q: 3 clusters Score -943470.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -943599.000000 Penalty: 4439.271484 Iteration 4Q: 3 clusters Score -943599 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -943678.437500 Penalty: 4439.271484 Iteration 5Q: 3 clusters Score -943678.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -943734.562500 Penalty: 4439.271484 Iteration 6Q: 3 clusters Score -943734.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -943796.312500 Penalty: 4439.271484 Iteration 7Q: 3 clusters Score -943796.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -943865.687500 Penalty: 4439.271484 Iteration 8Q: 3 clusters Score -943865.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -943943.875000 Penalty: 4439.271484 Iteration 9Q: 3 clusters Score -943943.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -944020.562500 Penalty: 4439.271484 Iteration 10Q: 3 clusters Score -944020.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -944097.500000 Penalty: 4439.271484 Iteration 11Q: 3 clusters Score -944097.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -944191.750000 Penalty: 4439.271484 Iteration 12Q: 3 clusters Score -944191.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -944315.000000 Penalty: 4439.271484 Iteration 13Q: 3 clusters Score -944315 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -944440.437500 Penalty: 4439.271484 Iteration 14Q: 3 clusters Score -944440.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -944559.000000 Penalty: 4439.271484 Iteration 15Q: 3 clusters Score -944559 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -944680.375000 Penalty: 4439.271484 Iteration 16Q: 3 clusters Score -944680.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -944810.375000 Penalty: 4439.271484 Iteration 17Q: 3 clusters Score -944810.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -944931.062500 Penalty: 4439.271484 Iteration 18Q: 3 clusters Score -944931.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -945037.375000 Penalty: 4439.271484 Iteration 19Q: 3 clusters Score -945037.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -945117.187500 Penalty: 4439.271484 Iteration 20F: 3 clusters Score -945117.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -945190.375000 Penalty: 4439.271484 Iteration 21Q: 3 clusters Score -945190.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -945257.125000 Penalty: 4439.271484 Iteration 22Q: 3 clusters Score -945257.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -945307.812500 Penalty: 4439.271484 Iteration 23Q: 3 clusters Score -945307.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -945344.250000 Penalty: 4439.271484 Iteration 24Q: 3 clusters Score -945344.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -945386.125000 Penalty: 4439.271484 Iteration 25Q: 3 clusters Score -945386.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -945421.125000 Penalty: 4439.271484 Iteration 26Q: 3 clusters Score -945421.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -945451.312500 Penalty: 4439.271484 Iteration 27Q: 3 clusters Score -945451.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -945466.500000 Penalty: 4439.271484 Iteration 28Q: 3 clusters Score -945466.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -945493.125000 Penalty: 4439.271484 Iteration 29Q: 3 clusters Score -945493.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -945507.812500 Penalty: 4439.271484 Iteration 30Q: 3 clusters Score -945507.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -945520.312500 Penalty: 4439.271484 Iteration 31Q: 3 clusters Score -945520.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -945532.000000 Penalty: 4439.271484 Iteration 32Q: 3 clusters Score -945532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -945537.000000 Penalty: 4439.271484 Iteration 33Q: 3 clusters Score -945537 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -945538.625000 Penalty: 4439.271484 Iteration 34Q: 3 clusters Score -945538.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -945539.875000 Penalty: 4439.271484 Iteration 35Q: 3 clusters Score -945539.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -945543.312500 Penalty: 4439.271484 Iteration 36Q: 3 clusters Score -945543.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -945543.312500 Penalty: 4439.271484 Iteration 37F: 3 clusters Score -945543.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Entering Unmasked Estep Score: -83827.804688 Penalty: 1649.589844 Iteration 0F: 2 clusters Score -83827.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -82076.085938 Penalty: 3299.179688 Iteration 0F: 3 clusters Score -82076.09 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -82354.914062 Penalty: 3299.179688 Iteration 1F: 3 clusters Score -82354.91 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -82450.656250 Penalty: 3299.179688 Iteration 2F: 3 clusters Score -82450.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -82506.546875 Penalty: 3299.179688 Iteration 3Q: 3 clusters Score -82506.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -82545.132812 Penalty: 3299.179688 Iteration 4Q: 3 clusters Score -82545.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -82589.101562 Penalty: 3299.179688 Iteration 5Q: 3 clusters Score -82589.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -82644.585938 Penalty: 3299.179688 Iteration 6Q: 3 clusters Score -82644.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -82739.679688 Penalty: 3299.179688 Iteration 7Q: 3 clusters Score -82739.68 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -82881.273438 Penalty: 3299.179688 Iteration 8Q: 3 clusters Score -82881.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -83007.156250 Penalty: 3299.179688 Iteration 9Q: 3 clusters Score -83007.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -83092.531250 Penalty: 3299.179688 Iteration 10Q: 3 clusters Score -83092.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -83168.007812 Penalty: 3299.179688 Iteration 11Q: 3 clusters Score -83168.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -83215.640625 Penalty: 3299.179688 Iteration 12Q: 3 clusters Score -83215.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -83239.109375 Penalty: 3299.179688 Iteration 13Q: 3 clusters Score -83239.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -83255.664062 Penalty: 3299.179688 Iteration 14Q: 3 clusters Score -83255.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -83280.968750 Penalty: 3299.179688 Iteration 15Q: 3 clusters Score -83280.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -83292.343750 Penalty: 3299.179688 Iteration 16Q: 3 clusters Score -83292.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -83301.781250 Penalty: 3299.179688 Iteration 17Q: 3 clusters Score -83301.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -83305.414062 Penalty: 3299.179688 Iteration 18Q: 3 clusters Score -83305.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -83308.007812 Penalty: 3299.179688 Iteration 19Q: 3 clusters Score -83308.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -83324.976562 Penalty: 3299.179688 Iteration 20F: 3 clusters Score -83324.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Entering Unmasked Estep Score: -137077.234375 Penalty: 1767.468872 Iteration 0F: 2 clusters Score -137077.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -135051.937500 Penalty: 3534.937744 Iteration 0F: 3 clusters Score -135051.9 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -135531.796875 Penalty: 3534.937744 Iteration 1F: 3 clusters Score -135531.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -135997.468750 Penalty: 3534.937744 Iteration 2F: 3 clusters Score -135997.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -136878.093750 Penalty: 3534.937744 Iteration 3F: 3 clusters Score -136878.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -137535.562500 Penalty: 3534.937744 Iteration 4F: 3 clusters Score -137535.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -137760.078125 Penalty: 3534.937744 Iteration 5F: 3 clusters Score -137760.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -137888.281250 Penalty: 3534.937744 Iteration 6Q: 3 clusters Score -137888.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -137978.562500 Penalty: 3534.937744 Iteration 7Q: 3 clusters Score -137978.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -138053.234375 Penalty: 3534.937744 Iteration 8Q: 3 clusters Score -138053.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -138077.968750 Penalty: 3534.937744 Iteration 9Q: 3 clusters Score -138078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -138088.921875 Penalty: 3534.937744 Iteration 10Q: 3 clusters Score -138088.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -138093.531250 Penalty: 3534.937744 Iteration 11Q: 3 clusters Score -138093.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -138099.328125 Penalty: 3534.937744 Iteration 12Q: 3 clusters Score -138099.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -138102.640625 Penalty: 3534.937744 Iteration 13Q: 3 clusters Score -138102.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -138105.953125 Penalty: 3534.937744 Iteration 14Q: 3 clusters Score -138106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -138108.281250 Penalty: 3534.937744 Iteration 15Q: 3 clusters Score -138108.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -138111.468750 Penalty: 3534.937744 Iteration 16Q: 3 clusters Score -138111.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -138111.468750 Penalty: 3534.937744 Iteration 17F: 3 clusters Score -138111.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150667 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 20 contains 552 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep Score: -52026096.000000 Penalty: 74024.335938 Splitting cluster 5 changes total score from -52026456.000000 to -52026096.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -60402.875000 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -60402.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -58857.585938 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -58857.59 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -59097.535156 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -59097.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -59220.929688 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -59220.93 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -59343.402344 Penalty: 3151.767578 Iteration 3F: 3 clusters Score -59343.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -59407.753906 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -59407.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -59491.171875 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -59491.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -59602.753906 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -59602.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -59693.664062 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -59693.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -59811.429688 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -59811.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -60091.820312 Penalty: 3151.767578 Iteration 9Q: 3 clusters Score -60091.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -60217.410156 Penalty: 3151.767578 Iteration 10Q: 3 clusters Score -60217.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -60320.644531 Penalty: 3151.767578 Iteration 11Q: 3 clusters Score -60320.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -60431.023438 Penalty: 3151.767578 Iteration 12Q: 3 clusters Score -60431.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -60503.050781 Penalty: 3151.767578 Iteration 13Q: 3 clusters Score -60503.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -60507.484375 Penalty: 3151.767578 Iteration 14Q: 3 clusters Score -60507.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -60510.421875 Penalty: 3151.767578 Iteration 15Q: 3 clusters Score -60510.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -60513.378906 Penalty: 3151.767578 Iteration 16F: 3 clusters Score -60513.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -60516.558594 Penalty: 3151.767578 Iteration 17Q: 3 clusters Score -60516.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -60523.410156 Penalty: 3151.767578 Iteration 18Q: 3 clusters Score -60523.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -60526.335938 Penalty: 3151.767578 Iteration 19Q: 3 clusters Score -60526.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -60526.335938 Penalty: 3151.767578 Iteration 20F: 3 clusters Score -60526.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 339 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150667 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 815 members Mstep: Class 19 contains 623 members Mstep: Class 20 contains 236 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep Score: -52024900.000000 Penalty: 74024.335938 Splitting cluster 6 changes total score from -52026456.000000 to -52024900.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Entering Unmasked Estep Score: -238565.578125 Penalty: 1880.140015 Iteration 0F: 2 clusters Score -238565.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -235952.156250 Penalty: 3760.280029 Iteration 0F: 3 clusters Score -235952.2 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -236419.765625 Penalty: 3760.280029 Iteration 1F: 3 clusters Score -236419.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -236544.515625 Penalty: 3760.280029 Iteration 2F: 3 clusters Score -236544.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -236607.687500 Penalty: 3760.280029 Iteration 3Q: 3 clusters Score -236607.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -236644.062500 Penalty: 3760.280029 Iteration 4Q: 3 clusters Score -236644.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -236664.828125 Penalty: 3760.280029 Iteration 5Q: 3 clusters Score -236664.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -236676.906250 Penalty: 3760.280029 Iteration 6Q: 3 clusters Score -236676.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -236686.390625 Penalty: 3760.280029 Iteration 7Q: 3 clusters Score -236686.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -236693.015625 Penalty: 3760.280029 Iteration 8Q: 3 clusters Score -236693 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -236698.187500 Penalty: 3760.280029 Iteration 9Q: 3 clusters Score -236698.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -236707.296875 Penalty: 3760.280029 Iteration 10Q: 3 clusters Score -236707.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -236714.343750 Penalty: 3760.280029 Iteration 11Q: 3 clusters Score -236714.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -236718.546875 Penalty: 3760.280029 Iteration 12Q: 3 clusters Score -236718.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -236723.640625 Penalty: 3760.280029 Iteration 13Q: 3 clusters Score -236723.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -236727.296875 Penalty: 3760.280029 Iteration 14Q: 3 clusters Score -236727.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -236732.734375 Penalty: 3760.280029 Iteration 15Q: 3 clusters Score -236732.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -236738.015625 Penalty: 3760.280029 Iteration 16Q: 3 clusters Score -236738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -236743.031250 Penalty: 3760.280029 Iteration 17Q: 3 clusters Score -236743 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -236746.109375 Penalty: 3760.280029 Iteration 18Q: 3 clusters Score -236746.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -236748.000000 Penalty: 3760.280029 Iteration 19Q: 3 clusters Score -236748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -236750.656250 Penalty: 3760.280029 Iteration 20F: 3 clusters Score -236750.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -236752.296875 Penalty: 3760.280029 Iteration 21Q: 3 clusters Score -236752.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -236754.609375 Penalty: 3760.280029 Iteration 22Q: 3 clusters Score -236754.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -236756.593750 Penalty: 3760.280029 Iteration 23Q: 3 clusters Score -236756.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -236758.750000 Penalty: 3760.280029 Iteration 24Q: 3 clusters Score -236758.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -236758.750000 Penalty: 3760.280029 Iteration 25F: 3 clusters Score -236758.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24727 members Entering Unmasked Estep Score: -2994682.750000 Penalty: 2508.681396 Iteration 0F: 2 clusters Score -2994683 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -2977543.250000 Penalty: 5017.362793 Iteration 0F: 3 clusters Score -2977543 nChanged 11079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -2983541.500000 Penalty: 5017.362793 Iteration 1F: 3 clusters Score -2983542 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -2984123.750000 Penalty: 5017.362793 Iteration 2F: 3 clusters Score -2984124 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -2984874.750000 Penalty: 5017.362793 Iteration 3F: 3 clusters Score -2984875 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -2985927.250000 Penalty: 5017.362793 Iteration 4F: 3 clusters Score -2985927 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -2987316.250000 Penalty: 5017.362793 Iteration 5F: 3 clusters Score -2987316 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -2989044.750000 Penalty: 5017.362793 Iteration 6F: 3 clusters Score -2989045 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 18707 members Entering Unmasked Estep Score: -2990823.250000 Penalty: 5017.362793 Iteration 7F: 3 clusters Score -2990823 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 20104 members Entering Unmasked Estep Score: -2992246.250000 Penalty: 5017.362793 Iteration 8F: 3 clusters Score -2992246 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 21085 members Entering Unmasked Estep Score: -2993200.500000 Penalty: 5017.362793 Iteration 9Q: 3 clusters Score -2993200 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 21666 members Entering Unmasked Estep Score: -2993685.250000 Penalty: 5017.362793 Iteration 10Q: 3 clusters Score -2993685 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 22050 members Entering Unmasked Estep Score: -2993919.250000 Penalty: 5017.362793 Iteration 11Q: 3 clusters Score -2993919 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 22325 members Entering Unmasked Estep Score: -2994071.000000 Penalty: 5017.362793 Iteration 12Q: 3 clusters Score -2994071 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -2994145.500000 Penalty: 5017.362793 Iteration 13Q: 3 clusters Score -2994146 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 22654 members Entering Unmasked Estep Score: -2994206.750000 Penalty: 5017.362793 Iteration 14Q: 3 clusters Score -2994207 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 22761 members Entering Unmasked Estep Score: -2994234.000000 Penalty: 5017.362793 Iteration 15Q: 3 clusters Score -2994234 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 22840 members Entering Unmasked Estep Score: -2994253.500000 Penalty: 5017.362793 Iteration 16Q: 3 clusters Score -2994254 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 22906 members Entering Unmasked Estep Score: -2994284.750000 Penalty: 5017.362793 Iteration 17Q: 3 clusters Score -2994285 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 22954 members Entering Unmasked Estep Score: -2994295.500000 Penalty: 5017.362793 Iteration 18Q: 3 clusters Score -2994296 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 22992 members Entering Unmasked Estep Score: -2994297.750000 Penalty: 5017.362793 Iteration 19Q: 3 clusters Score -2994298 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 23019 members Entering Unmasked Estep Score: -2994300.500000 Penalty: 5017.362793 Iteration 20F: 3 clusters Score -2994300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 23034 members Entering Unmasked Estep Score: -2994301.500000 Penalty: 5017.362793 Iteration 21Q: 3 clusters Score -2994302 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 23053 members Entering Unmasked Estep Score: -2994306.000000 Penalty: 5017.362793 Iteration 22Q: 3 clusters Score -2994306 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 23068 members Entering Unmasked Estep Score: -2994306.500000 Penalty: 5017.362793 Iteration 23Q: 3 clusters Score -2994306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 23085 members Entering Unmasked Estep Score: -2994311.750000 Penalty: 5017.362793 Iteration 24Q: 3 clusters Score -2994312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -2994312.750000 Penalty: 5017.362793 Iteration 25Q: 3 clusters Score -2994313 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -2994315.500000 Penalty: 5017.362793 Iteration 26Q: 3 clusters Score -2994316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -2994321.750000 Penalty: 5017.362793 Iteration 27Q: 3 clusters Score -2994322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 23116 members Entering Unmasked Estep Score: -2994320.000000 Penalty: 5017.362793 Iteration 28Q: 3 clusters Score -2994320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -2994321.250000 Penalty: 5017.362793 Iteration 29Q: 3 clusters Score -2994321 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 23123 members Entering Unmasked Estep Score: -2994319.750000 Penalty: 5017.362793 Iteration 30Q: 3 clusters Score -2994320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 23126 members Entering Unmasked Estep Score: -2994321.250000 Penalty: 5017.362793 Iteration 31Q: 3 clusters Score -2994321 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 23129 members Entering Unmasked Estep Score: -2994316.500000 Penalty: 5017.362793 Iteration 32Q: 3 clusters Score -2994316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 23131 members Entering Unmasked Estep Score: -2994315.000000 Penalty: 5017.362793 Iteration 33Q: 3 clusters Score -2994315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 23131 members Entering Unmasked Estep Score: -2994315.000000 Penalty: 5017.362793 Iteration 34F: 3 clusters Score -2994315 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (55967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55967 members Entering Unmasked Estep Score: -6926709.000000 Penalty: 2711.264160 Iteration 0F: 2 clusters Score -6926709 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27905 members Mstep: Class 2 contains 28062 members Entering Unmasked Estep Score: -6889058.000000 Penalty: 5422.528320 Iteration 0F: 3 clusters Score -6889058 nChanged 25954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26863 members Mstep: Class 2 contains 29104 members Entering Unmasked Estep Score: -6903557.000000 Penalty: 5422.528320 Iteration 1F: 3 clusters Score -6903557 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26027 members Mstep: Class 2 contains 29940 members Entering Unmasked Estep Score: -6904251.000000 Penalty: 5422.528320 Iteration 2Q: 3 clusters Score -6904251 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24784 members Mstep: Class 2 contains 31183 members Entering Unmasked Estep Score: -6905089.000000 Penalty: 5422.528320 Iteration 3Q: 3 clusters Score -6905089 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23013 members Mstep: Class 2 contains 32954 members Entering Unmasked Estep Score: -6906210.000000 Penalty: 5422.528320 Iteration 4Q: 3 clusters Score -6906210 nChanged 3176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 35368 members Entering Unmasked Estep Score: -6907780.000000 Penalty: 5422.528320 Iteration 5F: 3 clusters Score -6907780 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17606 members Mstep: Class 2 contains 38361 members Entering Unmasked Estep Score: -6909895.000000 Penalty: 5422.528320 Iteration 6F: 3 clusters Score -6909895 nChanged 3848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14060 members Mstep: Class 2 contains 41907 members Entering Unmasked Estep Score: -6912555.000000 Penalty: 5422.528320 Iteration 7F: 3 clusters Score -6912555 nChanged 3865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 45668 members Entering Unmasked Estep Score: -6915686.000000 Penalty: 5422.528320 Iteration 8F: 3 clusters Score -6915686 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 49168 members Entering Unmasked Estep Score: -6918816.500000 Penalty: 5422.528320 Iteration 9F: 3 clusters Score -6918816 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 51931 members Entering Unmasked Estep Score: -6921253.000000 Penalty: 5422.528320 Iteration 10Q: 3 clusters Score -6921253 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 53666 members Entering Unmasked Estep Score: -6922722.500000 Penalty: 5422.528320 Iteration 11Q: 3 clusters Score -6922722 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 54615 members Entering Unmasked Estep Score: -6923442.500000 Penalty: 5422.528320 Iteration 12Q: 3 clusters Score -6923442 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 55097 members Entering Unmasked Estep Score: -6923840.000000 Penalty: 5422.528320 Iteration 13Q: 3 clusters Score -6923840 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 55323 members Entering Unmasked Estep Score: -6924026.000000 Penalty: 5422.528320 Iteration 14Q: 3 clusters Score -6924026 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 55435 members Entering Unmasked Estep Score: -6924130.000000 Penalty: 5422.528320 Iteration 15Q: 3 clusters Score -6924130 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 55508 members Entering Unmasked Estep Score: -6924211.000000 Penalty: 5422.528320 Iteration 16Q: 3 clusters Score -6924211 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 55536 members Entering Unmasked Estep Score: -6924260.000000 Penalty: 5422.528320 Iteration 17Q: 3 clusters Score -6924260 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 55552 members Entering Unmasked Estep Score: -6924295.500000 Penalty: 5422.528320 Iteration 18Q: 3 clusters Score -6924296 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 55574 members Entering Unmasked Estep Score: -6924294.500000 Penalty: 5422.528320 Iteration 19Q: 3 clusters Score -6924294 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 55589 members Entering Unmasked Estep Score: -6924324.500000 Penalty: 5422.528320 Iteration 20F: 3 clusters Score -6924324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 55598 members Entering Unmasked Estep Score: -6924338.000000 Penalty: 5422.528320 Iteration 21Q: 3 clusters Score -6924338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 55603 members Entering Unmasked Estep Score: -6924344.500000 Penalty: 5422.528320 Iteration 22Q: 3 clusters Score -6924344 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 55607 members Entering Unmasked Estep Score: -6924346.500000 Penalty: 5422.528320 Iteration 23Q: 3 clusters Score -6924346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 55610 members Entering Unmasked Estep Score: -6924344.000000 Penalty: 5422.528320 Iteration 24Q: 3 clusters Score -6924344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 55612 members Entering Unmasked Estep Score: -6924352.000000 Penalty: 5422.528320 Iteration 25Q: 3 clusters Score -6924352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 55615 members Entering Unmasked Estep Score: -6924362.500000 Penalty: 5422.528320 Iteration 26Q: 3 clusters Score -6924362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 55617 members Entering Unmasked Estep Score: -6924368.000000 Penalty: 5422.528320 Iteration 27Q: 3 clusters Score -6924368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 55617 members Entering Unmasked Estep Score: -6924373.500000 Penalty: 5422.528320 Iteration 28Q: 3 clusters Score -6924374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 55618 members Entering Unmasked Estep Score: -6924375.500000 Penalty: 5422.528320 Iteration 29Q: 3 clusters Score -6924376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 55621 members Entering Unmasked Estep Score: -6924380.000000 Penalty: 5422.528320 Iteration 30Q: 3 clusters Score -6924380 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 55621 members Entering Unmasked Estep Score: -6924380.000000 Penalty: 5422.528320 Iteration 31F: 3 clusters Score -6924380 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (22296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22296 members Entering Unmasked Estep Score: -2643706.750000 Penalty: 2483.016113 Iteration 0F: 2 clusters Score -2643707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -2628257.500000 Penalty: 4966.032227 Iteration 0F: 3 clusters Score -2628258 nChanged 9865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -2633546.250000 Penalty: 4966.032227 Iteration 1F: 3 clusters Score -2633546 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -2633990.000000 Penalty: 4966.032227 Iteration 2F: 3 clusters Score -2633990 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 11712 members Entering Unmasked Estep Score: -2634374.000000 Penalty: 4966.032227 Iteration 3Q: 3 clusters Score -2634374 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -2634727.500000 Penalty: 4966.032227 Iteration 4Q: 3 clusters Score -2634728 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -2635116.750000 Penalty: 4966.032227 Iteration 5Q: 3 clusters Score -2635117 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 12684 members Entering Unmasked Estep Score: -2635547.500000 Penalty: 4966.032227 Iteration 6Q: 3 clusters Score -2635548 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -2636052.750000 Penalty: 4966.032227 Iteration 7Q: 3 clusters Score -2636053 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 13864 members Entering Unmasked Estep Score: -2636654.000000 Penalty: 4966.032227 Iteration 8Q: 3 clusters Score -2636654 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 14604 members Entering Unmasked Estep Score: -2637251.250000 Penalty: 4966.032227 Iteration 9Q: 3 clusters Score -2637251 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 15392 members Entering Unmasked Estep Score: -2637851.500000 Penalty: 4966.032227 Iteration 10Q: 3 clusters Score -2637852 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 16186 members Entering Unmasked Estep Score: -2638458.250000 Penalty: 4966.032227 Iteration 11Q: 3 clusters Score -2638458 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 16974 members Entering Unmasked Estep Score: -2639017.250000 Penalty: 4966.032227 Iteration 12Q: 3 clusters Score -2639017 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -2639525.000000 Penalty: 4966.032227 Iteration 13Q: 3 clusters Score -2639525 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 18311 members Entering Unmasked Estep Score: -2640011.000000 Penalty: 4966.032227 Iteration 14Q: 3 clusters Score -2640011 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 18824 members Entering Unmasked Estep Score: -2640394.250000 Penalty: 4966.032227 Iteration 15Q: 3 clusters Score -2640394 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 19223 members Entering Unmasked Estep Score: -2640716.250000 Penalty: 4966.032227 Iteration 16Q: 3 clusters Score -2640716 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 19515 members Entering Unmasked Estep Score: -2640954.250000 Penalty: 4966.032227 Iteration 17Q: 3 clusters Score -2640954 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 19746 members Entering Unmasked Estep Score: -2641153.250000 Penalty: 4966.032227 Iteration 18Q: 3 clusters Score -2641153 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 19898 members Entering Unmasked Estep Score: -2641281.000000 Penalty: 4966.032227 Iteration 19Q: 3 clusters Score -2641281 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -2641380.750000 Penalty: 4966.032227 Iteration 20F: 3 clusters Score -2641381 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -2641454.500000 Penalty: 4966.032227 Iteration 21Q: 3 clusters Score -2641454 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 20211 members Entering Unmasked Estep Score: -2641519.500000 Penalty: 4966.032227 Iteration 22Q: 3 clusters Score -2641520 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 20290 members Entering Unmasked Estep Score: -2641572.250000 Penalty: 4966.032227 Iteration 23Q: 3 clusters Score -2641572 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 20349 members Entering Unmasked Estep Score: -2641620.250000 Penalty: 4966.032227 Iteration 24Q: 3 clusters Score -2641620 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -2641657.500000 Penalty: 4966.032227 Iteration 25Q: 3 clusters Score -2641658 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 20420 members Entering Unmasked Estep Score: -2641709.500000 Penalty: 4966.032227 Iteration 26Q: 3 clusters Score -2641710 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -2641743.000000 Penalty: 4966.032227 Iteration 27Q: 3 clusters Score -2641743 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 20484 members Entering Unmasked Estep Score: -2641789.750000 Penalty: 4966.032227 Iteration 28Q: 3 clusters Score -2641790 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -2641825.500000 Penalty: 4966.032227 Iteration 29Q: 3 clusters Score -2641826 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -2641851.500000 Penalty: 4966.032227 Iteration 30Q: 3 clusters Score -2641852 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 20541 members Entering Unmasked Estep Score: -2641874.750000 Penalty: 4966.032227 Iteration 31Q: 3 clusters Score -2641875 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 20551 members Entering Unmasked Estep Score: -2641892.750000 Penalty: 4966.032227 Iteration 32Q: 3 clusters Score -2641893 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 20550 members Entering Unmasked Estep Score: -2641902.250000 Penalty: 4966.032227 Iteration 33Q: 3 clusters Score -2641902 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 20545 members Entering Unmasked Estep Score: -2641922.250000 Penalty: 4966.032227 Iteration 34Q: 3 clusters Score -2641922 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 20546 members Entering Unmasked Estep Score: -2641930.500000 Penalty: 4966.032227 Iteration 35Q: 3 clusters Score -2641930 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -2641937.000000 Penalty: 4966.032227 Iteration 36Q: 3 clusters Score -2641937 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 20535 members Entering Unmasked Estep Score: -2641944.500000 Penalty: 4966.032227 Iteration 37Q: 3 clusters Score -2641944 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 20526 members Entering Unmasked Estep Score: -2641960.750000 Penalty: 4966.032227 Iteration 38Q: 3 clusters Score -2641961 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -2641967.000000 Penalty: 4966.032227 Iteration 39Q: 3 clusters Score -2641967 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -2641979.750000 Penalty: 4966.032227 Iteration 40F: 3 clusters Score -2641980 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 20496 members Entering Unmasked Estep Score: -2641989.000000 Penalty: 4966.032227 Iteration 41Q: 3 clusters Score -2641989 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 20490 members Entering Unmasked Estep Score: -2642006.000000 Penalty: 4966.032227 Iteration 42Q: 3 clusters Score -2642006 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -2642024.500000 Penalty: 4966.032227 Iteration 43Q: 3 clusters Score -2642024 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 20488 members Entering Unmasked Estep Score: -2642036.750000 Penalty: 4966.032227 Iteration 44Q: 3 clusters Score -2642037 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 20484 members Entering Unmasked Estep Score: -2642039.250000 Penalty: 4966.032227 Iteration 45Q: 3 clusters Score -2642039 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 20485 members Entering Unmasked Estep Score: -2642043.750000 Penalty: 4966.032227 Iteration 46Q: 3 clusters Score -2642044 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 20481 members Entering Unmasked Estep Score: -2642048.500000 Penalty: 4966.032227 Iteration 47Q: 3 clusters Score -2642048 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 20484 members Entering Unmasked Estep Score: -2642063.750000 Penalty: 4966.032227 Iteration 48Q: 3 clusters Score -2642064 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 20488 members Entering Unmasked Estep Score: -2642070.500000 Penalty: 4966.032227 Iteration 49Q: 3 clusters Score -2642070 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -2642080.250000 Penalty: 4966.032227 Iteration 50Q: 3 clusters Score -2642080 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -2642080.250000 Penalty: 4966.032227 Iteration 51Q: 3 clusters Score -2642080 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 20485 members Entering Unmasked Estep Score: -2642087.500000 Penalty: 4966.032227 Iteration 52Q: 3 clusters Score -2642088 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 20479 members Entering Unmasked Estep Score: -2642090.250000 Penalty: 4966.032227 Iteration 53Q: 3 clusters Score -2642090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -2642094.000000 Penalty: 4966.032227 Iteration 54Q: 3 clusters Score -2642094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 20472 members Entering Unmasked Estep Score: -2642093.750000 Penalty: 4966.032227 Iteration 55Q: 3 clusters Score -2642094 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 20466 members Entering Unmasked Estep Score: -2642093.750000 Penalty: 4966.032227 Iteration 56Q: 3 clusters Score -2642094 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 20459 members Entering Unmasked Estep Score: -2642092.250000 Penalty: 4966.032227 Iteration 57Q: 3 clusters Score -2642092 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 20457 members Entering Unmasked Estep Score: -2642095.500000 Penalty: 4966.032227 Iteration 58Q: 3 clusters Score -2642096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 20455 members Entering Unmasked Estep Score: -2642098.000000 Penalty: 4966.032227 Iteration 59Q: 3 clusters Score -2642098 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 20454 members Entering Unmasked Estep Score: -2642103.250000 Penalty: 4966.032227 Iteration 60F: 3 clusters Score -2642103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 20457 members Entering Unmasked Estep Score: -2642105.000000 Penalty: 4966.032227 Iteration 61Q: 3 clusters Score -2642105 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 20454 members Entering Unmasked Estep Score: -2642116.250000 Penalty: 4966.032227 Iteration 62Q: 3 clusters Score -2642116 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 20452 members Entering Unmasked Estep Score: -2642125.750000 Penalty: 4966.032227 Iteration 63Q: 3 clusters Score -2642126 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -2642140.500000 Penalty: 4966.032227 Iteration 64Q: 3 clusters Score -2642140 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 20439 members Entering Unmasked Estep Score: -2642155.000000 Penalty: 4966.032227 Iteration 65Q: 3 clusters Score -2642155 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 20442 members Entering Unmasked Estep Score: -2642176.500000 Penalty: 4966.032227 Iteration 66Q: 3 clusters Score -2642176 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 20440 members Entering Unmasked Estep Score: -2642197.000000 Penalty: 4966.032227 Iteration 67Q: 3 clusters Score -2642197 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -2642213.000000 Penalty: 4966.032227 Iteration 68Q: 3 clusters Score -2642213 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 20453 members Entering Unmasked Estep Score: -2642237.750000 Penalty: 4966.032227 Iteration 69Q: 3 clusters Score -2642238 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -2642252.000000 Penalty: 4966.032227 Iteration 70Q: 3 clusters Score -2642252 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -2642260.500000 Penalty: 4966.032227 Iteration 71Q: 3 clusters Score -2642260 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 20475 members Entering Unmasked Estep Score: -2642270.500000 Penalty: 4966.032227 Iteration 72Q: 3 clusters Score -2642270 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 20473 members Entering Unmasked Estep Score: -2642287.500000 Penalty: 4966.032227 Iteration 73Q: 3 clusters Score -2642288 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -2642288.500000 Penalty: 4966.032227 Iteration 74Q: 3 clusters Score -2642288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 20462 members Entering Unmasked Estep Score: -2642294.500000 Penalty: 4966.032227 Iteration 75Q: 3 clusters Score -2642294 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 20449 members Entering Unmasked Estep Score: -2642304.250000 Penalty: 4966.032227 Iteration 76Q: 3 clusters Score -2642304 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 20442 members Entering Unmasked Estep Score: -2642307.000000 Penalty: 4966.032227 Iteration 77Q: 3 clusters Score -2642307 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -2642310.750000 Penalty: 4966.032227 Iteration 78Q: 3 clusters Score -2642311 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 20440 members Entering Unmasked Estep Score: -2642309.750000 Penalty: 4966.032227 Iteration 79Q: 3 clusters Score -2642310 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 20438 members Entering Unmasked Estep Score: -2642313.500000 Penalty: 4966.032227 Iteration 80F: 3 clusters Score -2642314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -2642316.750000 Penalty: 4966.032227 Iteration 81Q: 3 clusters Score -2642317 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -2642319.750000 Penalty: 4966.032227 Iteration 82Q: 3 clusters Score -2642320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -2642317.750000 Penalty: 4966.032227 Iteration 83Q: 3 clusters Score -2642318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -2642317.500000 Penalty: 4966.032227 Iteration 84Q: 3 clusters Score -2642318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 20426 members Entering Unmasked Estep Score: -2642322.000000 Penalty: 4966.032227 Iteration 85Q: 3 clusters Score -2642322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -2642324.500000 Penalty: 4966.032227 Iteration 86Q: 3 clusters Score -2642324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -2642323.500000 Penalty: 4966.032227 Iteration 87Q: 3 clusters Score -2642324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -2642323.500000 Penalty: 4966.032227 Iteration 88Q: 3 clusters Score -2642324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -2642323.500000 Penalty: 4966.032227 Iteration 89F: 3 clusters Score -2642324 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (39649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39649 members Entering Unmasked Estep Score: -4902769.500000 Penalty: 2625.779541 Iteration 0F: 2 clusters Score -4902770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 19599 members Entering Unmasked Estep Score: -4875962.500000 Penalty: 5251.559082 Iteration 0F: 3 clusters Score -4875962 nChanged 18038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21212 members Mstep: Class 2 contains 18437 members Entering Unmasked Estep Score: -4885809.500000 Penalty: 5251.559082 Iteration 1F: 3 clusters Score -4885810 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 17727 members Entering Unmasked Estep Score: -4886562.500000 Penalty: 5251.559082 Iteration 2Q: 3 clusters Score -4886562 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22935 members Mstep: Class 2 contains 16714 members Entering Unmasked Estep Score: -4887402.500000 Penalty: 5251.559082 Iteration 3Q: 3 clusters Score -4887402 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -4888526.000000 Penalty: 5251.559082 Iteration 4F: 3 clusters Score -4888526 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26178 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -4890035.000000 Penalty: 5251.559082 Iteration 5F: 3 clusters Score -4890035 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28368 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -4891864.500000 Penalty: 5251.559082 Iteration 6F: 3 clusters Score -4891864 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30588 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -4893716.000000 Penalty: 5251.559082 Iteration 7F: 3 clusters Score -4893716 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32771 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -4895545.000000 Penalty: 5251.559082 Iteration 8F: 3 clusters Score -4895545 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34645 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -4897085.500000 Penalty: 5251.559082 Iteration 9Q: 3 clusters Score -4897086 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36055 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -4898244.500000 Penalty: 5251.559082 Iteration 10Q: 3 clusters Score -4898244 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37051 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -4899108.000000 Penalty: 5251.559082 Iteration 11Q: 3 clusters Score -4899108 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37707 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -4899685.000000 Penalty: 5251.559082 Iteration 12Q: 3 clusters Score -4899685 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38109 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -4900014.000000 Penalty: 5251.559082 Iteration 13Q: 3 clusters Score -4900014 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38332 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -4900234.500000 Penalty: 5251.559082 Iteration 14Q: 3 clusters Score -4900234 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38468 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -4900332.500000 Penalty: 5251.559082 Iteration 15Q: 3 clusters Score -4900332 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38550 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -4900407.500000 Penalty: 5251.559082 Iteration 16Q: 3 clusters Score -4900408 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38608 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -4900479.000000 Penalty: 5251.559082 Iteration 17Q: 3 clusters Score -4900479 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38657 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4900528.000000 Penalty: 5251.559082 Iteration 18Q: 3 clusters Score -4900528 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38693 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -4900569.500000 Penalty: 5251.559082 Iteration 19Q: 3 clusters Score -4900570 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38723 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -4900605.000000 Penalty: 5251.559082 Iteration 20F: 3 clusters Score -4900605 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38735 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -4900611.000000 Penalty: 5251.559082 Iteration 21Q: 3 clusters Score -4900611 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38756 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -4900645.500000 Penalty: 5251.559082 Iteration 22Q: 3 clusters Score -4900646 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38772 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -4900646.500000 Penalty: 5251.559082 Iteration 23Q: 3 clusters Score -4900646 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38774 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -4900656.500000 Penalty: 5251.559082 Iteration 24Q: 3 clusters Score -4900656 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38783 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4900672.500000 Penalty: 5251.559082 Iteration 25Q: 3 clusters Score -4900672 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38785 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -4900687.000000 Penalty: 5251.559082 Iteration 26Q: 3 clusters Score -4900687 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38780 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -4900707.000000 Penalty: 5251.559082 Iteration 27Q: 3 clusters Score -4900707 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38782 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -4900717.000000 Penalty: 5251.559082 Iteration 28Q: 3 clusters Score -4900717 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38785 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -4900731.000000 Penalty: 5251.559082 Iteration 29Q: 3 clusters Score -4900731 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38794 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4900727.000000 Penalty: 5251.559082 Iteration 30Q: 3 clusters Score -4900727 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38799 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -4900748.500000 Penalty: 5251.559082 Iteration 31Q: 3 clusters Score -4900748 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38802 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -4900752.000000 Penalty: 5251.559082 Iteration 32Q: 3 clusters Score -4900752 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38806 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -4900756.000000 Penalty: 5251.559082 Iteration 33Q: 3 clusters Score -4900756 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38810 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -4900760.500000 Penalty: 5251.559082 Iteration 34Q: 3 clusters Score -4900760 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38809 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -4900761.000000 Penalty: 5251.559082 Iteration 35Q: 3 clusters Score -4900761 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38804 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -4900768.500000 Penalty: 5251.559082 Iteration 36Q: 3 clusters Score -4900768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38801 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -4900774.500000 Penalty: 5251.559082 Iteration 37Q: 3 clusters Score -4900774 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38801 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -4900776.500000 Penalty: 5251.559082 Iteration 38Q: 3 clusters Score -4900776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38799 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -4900777.000000 Penalty: 5251.559082 Iteration 39Q: 3 clusters Score -4900777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38798 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -4900772.500000 Penalty: 5251.559082 Iteration 40F: 3 clusters Score -4900772 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38796 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -4900769.500000 Penalty: 5251.559082 Iteration 41Q: 3 clusters Score -4900770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38795 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -4900770.500000 Penalty: 5251.559082 Iteration 42Q: 3 clusters Score -4900770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38793 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -4900770.500000 Penalty: 5251.559082 Iteration 43Q: 3 clusters Score -4900770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38792 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -4900776.500000 Penalty: 5251.559082 Iteration 44Q: 3 clusters Score -4900776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38794 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4900780.500000 Penalty: 5251.559082 Iteration 45Q: 3 clusters Score -4900780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38792 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -4900777.500000 Penalty: 5251.559082 Iteration 46Q: 3 clusters Score -4900778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38793 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -4900782.000000 Penalty: 5251.559082 Iteration 47Q: 3 clusters Score -4900782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38794 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4900787.500000 Penalty: 5251.559082 Iteration 48Q: 3 clusters Score -4900788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38797 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -4900784.000000 Penalty: 5251.559082 Iteration 49Q: 3 clusters Score -4900784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38800 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -4900786.500000 Penalty: 5251.559082 Iteration 50Q: 3 clusters Score -4900786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38805 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -4900790.500000 Penalty: 5251.559082 Iteration 51Q: 3 clusters Score -4900790 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38813 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -4900795.000000 Penalty: 5251.559082 Iteration 52Q: 3 clusters Score -4900795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38813 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -4900799.000000 Penalty: 5251.559082 Iteration 53Q: 3 clusters Score -4900799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38813 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -4900799.000000 Penalty: 5251.559082 Iteration 54F: 3 clusters Score -4900799 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Entering Unmasked Estep Score: -239731.562500 Penalty: 1885.395508 Iteration 0F: 2 clusters Score -239731.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -237128.312500 Penalty: 3770.791016 Iteration 0F: 3 clusters Score -237128.3 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -237595.000000 Penalty: 3770.791016 Iteration 1F: 3 clusters Score -237595 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -237755.281250 Penalty: 3770.791016 Iteration 2F: 3 clusters Score -237755.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -237881.140625 Penalty: 3770.791016 Iteration 3F: 3 clusters Score -237881.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -238001.000000 Penalty: 3770.791016 Iteration 4Q: 3 clusters Score -238001 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -238161.734375 Penalty: 3770.791016 Iteration 5Q: 3 clusters Score -238161.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -238386.500000 Penalty: 3770.791016 Iteration 6Q: 3 clusters Score -238386.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -238577.796875 Penalty: 3770.791016 Iteration 7F: 3 clusters Score -238577.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -238738.093750 Penalty: 3770.791016 Iteration 8F: 3 clusters Score -238738.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -238859.578125 Penalty: 3770.791016 Iteration 9Q: 3 clusters Score -238859.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -238946.843750 Penalty: 3770.791016 Iteration 10Q: 3 clusters Score -238946.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -239041.656250 Penalty: 3770.791016 Iteration 11Q: 3 clusters Score -239041.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -239107.312500 Penalty: 3770.791016 Iteration 12Q: 3 clusters Score -239107.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -239181.734375 Penalty: 3770.791016 Iteration 13Q: 3 clusters Score -239181.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -239238.000000 Penalty: 3770.791016 Iteration 14Q: 3 clusters Score -239238 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -239273.109375 Penalty: 3770.791016 Iteration 15Q: 3 clusters Score -239273.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -239298.562500 Penalty: 3770.791016 Iteration 16Q: 3 clusters Score -239298.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -239310.296875 Penalty: 3770.791016 Iteration 17Q: 3 clusters Score -239310.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -239320.937500 Penalty: 3770.791016 Iteration 18Q: 3 clusters Score -239320.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -239328.562500 Penalty: 3770.791016 Iteration 19Q: 3 clusters Score -239328.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -239337.109375 Penalty: 3770.791016 Iteration 20F: 3 clusters Score -239337.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -239342.453125 Penalty: 3770.791016 Iteration 21Q: 3 clusters Score -239342.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -239344.015625 Penalty: 3770.791016 Iteration 22Q: 3 clusters Score -239344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -239344.906250 Penalty: 3770.791016 Iteration 23Q: 3 clusters Score -239344.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -239344.906250 Penalty: 3770.791016 Iteration 24F: 3 clusters Score -239344.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (42390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42390 members Entering Unmasked Estep Score: -5250008.000000 Penalty: 2642.357666 Iteration 0F: 2 clusters Score -5250008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21264 members Mstep: Class 2 contains 21126 members Entering Unmasked Estep Score: -5221241.500000 Penalty: 5284.715332 Iteration 0F: 3 clusters Score -5221242 nChanged 19472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22334 members Mstep: Class 2 contains 20056 members Entering Unmasked Estep Score: -5232066.000000 Penalty: 5284.715332 Iteration 1F: 3 clusters Score -5232066 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23086 members Mstep: Class 2 contains 19304 members Entering Unmasked Estep Score: -5232782.500000 Penalty: 5284.715332 Iteration 2Q: 3 clusters Score -5232782 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24158 members Mstep: Class 2 contains 18232 members Entering Unmasked Estep Score: -5233658.000000 Penalty: 5284.715332 Iteration 3Q: 3 clusters Score -5233658 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 16833 members Entering Unmasked Estep Score: -5234821.500000 Penalty: 5284.715332 Iteration 4F: 3 clusters Score -5234822 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27444 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -5236406.000000 Penalty: 5284.715332 Iteration 5F: 3 clusters Score -5236406 nChanged 2989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29791 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -5238517.500000 Penalty: 5284.715332 Iteration 6F: 3 clusters Score -5238518 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32277 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -5240864.500000 Penalty: 5284.715332 Iteration 7F: 3 clusters Score -5240864 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34453 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -5242904.000000 Penalty: 5284.715332 Iteration 8F: 3 clusters Score -5242904 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36161 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -5244460.500000 Penalty: 5284.715332 Iteration 9Q: 3 clusters Score -5244460 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37383 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -5245429.500000 Penalty: 5284.715332 Iteration 10Q: 3 clusters Score -5245430 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38259 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -5246057.500000 Penalty: 5284.715332 Iteration 11Q: 3 clusters Score -5246058 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38864 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -5246418.000000 Penalty: 5284.715332 Iteration 12Q: 3 clusters Score -5246418 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39328 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -5246628.000000 Penalty: 5284.715332 Iteration 13Q: 3 clusters Score -5246628 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39707 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -5246799.500000 Penalty: 5284.715332 Iteration 14Q: 3 clusters Score -5246800 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40010 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -5246968.000000 Penalty: 5284.715332 Iteration 15Q: 3 clusters Score -5246968 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40269 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -5247082.000000 Penalty: 5284.715332 Iteration 16Q: 3 clusters Score -5247082 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40491 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -5247170.500000 Penalty: 5284.715332 Iteration 17Q: 3 clusters Score -5247170 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40670 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -5247265.000000 Penalty: 5284.715332 Iteration 18Q: 3 clusters Score -5247265 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40805 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -5247324.500000 Penalty: 5284.715332 Iteration 19Q: 3 clusters Score -5247324 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40929 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -5247397.500000 Penalty: 5284.715332 Iteration 20F: 3 clusters Score -5247398 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41038 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -5247442.500000 Penalty: 5284.715332 Iteration 21Q: 3 clusters Score -5247442 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41140 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -5247476.000000 Penalty: 5284.715332 Iteration 22Q: 3 clusters Score -5247476 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41211 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -5247517.500000 Penalty: 5284.715332 Iteration 23Q: 3 clusters Score -5247518 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41291 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -5247548.000000 Penalty: 5284.715332 Iteration 24Q: 3 clusters Score -5247548 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41348 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -5247577.500000 Penalty: 5284.715332 Iteration 25Q: 3 clusters Score -5247578 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41396 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -5247607.500000 Penalty: 5284.715332 Iteration 26Q: 3 clusters Score -5247608 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41442 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -5247630.500000 Penalty: 5284.715332 Iteration 27Q: 3 clusters Score -5247630 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41477 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -5247636.500000 Penalty: 5284.715332 Iteration 28Q: 3 clusters Score -5247636 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41513 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -5247664.500000 Penalty: 5284.715332 Iteration 29Q: 3 clusters Score -5247664 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41552 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -5247679.500000 Penalty: 5284.715332 Iteration 30Q: 3 clusters Score -5247680 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41579 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -5247694.500000 Penalty: 5284.715332 Iteration 31Q: 3 clusters Score -5247694 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41601 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -5247705.000000 Penalty: 5284.715332 Iteration 32Q: 3 clusters Score -5247705 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41617 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -5247715.500000 Penalty: 5284.715332 Iteration 33Q: 3 clusters Score -5247716 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41630 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -5247716.000000 Penalty: 5284.715332 Iteration 34Q: 3 clusters Score -5247716 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41638 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -5247728.000000 Penalty: 5284.715332 Iteration 35Q: 3 clusters Score -5247728 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41646 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -5247730.500000 Penalty: 5284.715332 Iteration 36Q: 3 clusters Score -5247730 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41652 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5247733.500000 Penalty: 5284.715332 Iteration 37Q: 3 clusters Score -5247734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41656 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -5247742.500000 Penalty: 5284.715332 Iteration 38Q: 3 clusters Score -5247742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41662 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -5247751.500000 Penalty: 5284.715332 Iteration 39Q: 3 clusters Score -5247752 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41673 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -5247756.000000 Penalty: 5284.715332 Iteration 40F: 3 clusters Score -5247756 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41685 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -5247761.000000 Penalty: 5284.715332 Iteration 41Q: 3 clusters Score -5247761 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41688 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -5247763.000000 Penalty: 5284.715332 Iteration 42Q: 3 clusters Score -5247763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41695 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -5247765.000000 Penalty: 5284.715332 Iteration 43Q: 3 clusters Score -5247765 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41702 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -5247773.000000 Penalty: 5284.715332 Iteration 44Q: 3 clusters Score -5247773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41705 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -5247775.500000 Penalty: 5284.715332 Iteration 45Q: 3 clusters Score -5247776 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41710 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -5247775.000000 Penalty: 5284.715332 Iteration 46Q: 3 clusters Score -5247775 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41714 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -5247782.000000 Penalty: 5284.715332 Iteration 47Q: 3 clusters Score -5247782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41717 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -5247782.000000 Penalty: 5284.715332 Iteration 48Q: 3 clusters Score -5247782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41718 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -5247781.500000 Penalty: 5284.715332 Iteration 49Q: 3 clusters Score -5247782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41718 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -5247781.500000 Penalty: 5284.715332 Iteration 50F: 3 clusters Score -5247782 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Entering Unmasked Estep Score: -406782.000000 Penalty: 2027.466064 Iteration 0F: 2 clusters Score -406782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -403146.656250 Penalty: 4054.932129 Iteration 0F: 3 clusters Score -403146.7 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -403947.687500 Penalty: 4054.932129 Iteration 1F: 3 clusters Score -403947.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -404162.812500 Penalty: 4054.932129 Iteration 2F: 3 clusters Score -404162.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -404309.687500 Penalty: 4054.932129 Iteration 3F: 3 clusters Score -404309.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -404406.406250 Penalty: 4054.932129 Iteration 4Q: 3 clusters Score -404406.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -404481.781250 Penalty: 4054.932129 Iteration 5Q: 3 clusters Score -404481.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -404551.093750 Penalty: 4054.932129 Iteration 6Q: 3 clusters Score -404551.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -404607.062500 Penalty: 4054.932129 Iteration 7Q: 3 clusters Score -404607.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -404649.531250 Penalty: 4054.932129 Iteration 8Q: 3 clusters Score -404649.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -404687.656250 Penalty: 4054.932129 Iteration 9Q: 3 clusters Score -404687.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -404716.062500 Penalty: 4054.932129 Iteration 10Q: 3 clusters Score -404716.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -404738.437500 Penalty: 4054.932129 Iteration 11Q: 3 clusters Score -404738.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -404766.343750 Penalty: 4054.932129 Iteration 12Q: 3 clusters Score -404766.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -404803.000000 Penalty: 4054.932129 Iteration 13Q: 3 clusters Score -404803 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -404832.656250 Penalty: 4054.932129 Iteration 14Q: 3 clusters Score -404832.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -404848.156250 Penalty: 4054.932129 Iteration 15Q: 3 clusters Score -404848.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -404862.531250 Penalty: 4054.932129 Iteration 16Q: 3 clusters Score -404862.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -404872.312500 Penalty: 4054.932129 Iteration 17Q: 3 clusters Score -404872.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -404877.562500 Penalty: 4054.932129 Iteration 18Q: 3 clusters Score -404877.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -404886.187500 Penalty: 4054.932129 Iteration 19Q: 3 clusters Score -404886.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -404895.812500 Penalty: 4054.932129 Iteration 20F: 3 clusters Score -404895.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -404906.718750 Penalty: 4054.932129 Iteration 21Q: 3 clusters Score -404906.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -404912.687500 Penalty: 4054.932129 Iteration 22Q: 3 clusters Score -404912.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -404920.312500 Penalty: 4054.932129 Iteration 23Q: 3 clusters Score -404920.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -404926.187500 Penalty: 4054.932129 Iteration 24Q: 3 clusters Score -404926.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -404937.968750 Penalty: 4054.932129 Iteration 25Q: 3 clusters Score -404938 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -404948.406250 Penalty: 4054.932129 Iteration 26Q: 3 clusters Score -404948.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -404956.281250 Penalty: 4054.932129 Iteration 27Q: 3 clusters Score -404956.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -404964.468750 Penalty: 4054.932129 Iteration 28Q: 3 clusters Score -404964.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -404973.875000 Penalty: 4054.932129 Iteration 29Q: 3 clusters Score -404973.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -404978.500000 Penalty: 4054.932129 Iteration 30Q: 3 clusters Score -404978.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -404983.375000 Penalty: 4054.932129 Iteration 31Q: 3 clusters Score -404983.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -404984.937500 Penalty: 4054.932129 Iteration 32Q: 3 clusters Score -404984.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -404987.843750 Penalty: 4054.932129 Iteration 33Q: 3 clusters Score -404987.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -404991.156250 Penalty: 4054.932129 Iteration 34Q: 3 clusters Score -404991.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -404994.250000 Penalty: 4054.932129 Iteration 35Q: 3 clusters Score -404994.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -404997.531250 Penalty: 4054.932129 Iteration 36Q: 3 clusters Score -404997.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -405000.562500 Penalty: 4054.932129 Iteration 37Q: 3 clusters Score -405000.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -405004.312500 Penalty: 4054.932129 Iteration 38Q: 3 clusters Score -405004.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -405006.687500 Penalty: 4054.932129 Iteration 39Q: 3 clusters Score -405006.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -405010.093750 Penalty: 4054.932129 Iteration 40F: 3 clusters Score -405010.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -405017.281250 Penalty: 4054.932129 Iteration 41Q: 3 clusters Score -405017.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -405025.625000 Penalty: 4054.932129 Iteration 42Q: 3 clusters Score -405025.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -405029.718750 Penalty: 4054.932129 Iteration 43Q: 3 clusters Score -405029.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -405039.562500 Penalty: 4054.932129 Iteration 44Q: 3 clusters Score -405039.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -405050.281250 Penalty: 4054.932129 Iteration 45Q: 3 clusters Score -405050.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -405058.687500 Penalty: 4054.932129 Iteration 46Q: 3 clusters Score -405058.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -405066.843750 Penalty: 4054.932129 Iteration 47Q: 3 clusters Score -405066.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -405075.468750 Penalty: 4054.932129 Iteration 48Q: 3 clusters Score -405075.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -405078.156250 Penalty: 4054.932129 Iteration 49Q: 3 clusters Score -405078.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -405078.718750 Penalty: 4054.932129 Iteration 50Q: 3 clusters Score -405078.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -405078.781250 Penalty: 4054.932129 Iteration 51Q: 3 clusters Score -405078.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -405078.781250 Penalty: 4054.932129 Iteration 52F: 3 clusters Score -405078.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Entering Unmasked Estep Score: -633555.000000 Penalty: 2131.625488 Iteration 0F: 2 clusters Score -633555 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -628808.687500 Penalty: 4263.250977 Iteration 0F: 3 clusters Score -628808.7 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -630011.375000 Penalty: 4263.250977 Iteration 1F: 3 clusters Score -630011.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -630278.625000 Penalty: 4263.250977 Iteration 2F: 3 clusters Score -630278.6 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -630449.250000 Penalty: 4263.250977 Iteration 3F: 3 clusters Score -630449.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -630595.250000 Penalty: 4263.250977 Iteration 4Q: 3 clusters Score -630595.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -630722.937500 Penalty: 4263.250977 Iteration 5Q: 3 clusters Score -630722.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -630834.125000 Penalty: 4263.250977 Iteration 6Q: 3 clusters Score -630834.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -630927.375000 Penalty: 4263.250977 Iteration 7Q: 3 clusters Score -630927.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -631022.250000 Penalty: 4263.250977 Iteration 8Q: 3 clusters Score -631022.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -631099.437500 Penalty: 4263.250977 Iteration 9Q: 3 clusters Score -631099.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -631159.812500 Penalty: 4263.250977 Iteration 10Q: 3 clusters Score -631159.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -631215.312500 Penalty: 4263.250977 Iteration 11Q: 3 clusters Score -631215.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -631260.375000 Penalty: 4263.250977 Iteration 12Q: 3 clusters Score -631260.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -631304.375000 Penalty: 4263.250977 Iteration 13Q: 3 clusters Score -631304.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -631333.437500 Penalty: 4263.250977 Iteration 14Q: 3 clusters Score -631333.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -631350.750000 Penalty: 4263.250977 Iteration 15Q: 3 clusters Score -631350.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -631369.000000 Penalty: 4263.250977 Iteration 16Q: 3 clusters Score -631369 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -631398.062500 Penalty: 4263.250977 Iteration 17Q: 3 clusters Score -631398.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -631434.687500 Penalty: 4263.250977 Iteration 18Q: 3 clusters Score -631434.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -631486.812500 Penalty: 4263.250977 Iteration 19Q: 3 clusters Score -631486.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -631533.437500 Penalty: 4263.250977 Iteration 20F: 3 clusters Score -631533.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -631572.562500 Penalty: 4263.250977 Iteration 21Q: 3 clusters Score -631572.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -631601.312500 Penalty: 4263.250977 Iteration 22Q: 3 clusters Score -631601.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -631631.375000 Penalty: 4263.250977 Iteration 23Q: 3 clusters Score -631631.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -631655.312500 Penalty: 4263.250977 Iteration 24Q: 3 clusters Score -631655.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -631682.125000 Penalty: 4263.250977 Iteration 25Q: 3 clusters Score -631682.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -631705.312500 Penalty: 4263.250977 Iteration 26Q: 3 clusters Score -631705.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -631722.875000 Penalty: 4263.250977 Iteration 27Q: 3 clusters Score -631722.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -631737.875000 Penalty: 4263.250977 Iteration 28Q: 3 clusters Score -631737.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -631750.437500 Penalty: 4263.250977 Iteration 29Q: 3 clusters Score -631750.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -631764.875000 Penalty: 4263.250977 Iteration 30Q: 3 clusters Score -631764.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -631776.500000 Penalty: 4263.250977 Iteration 31Q: 3 clusters Score -631776.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -631785.437500 Penalty: 4263.250977 Iteration 32Q: 3 clusters Score -631785.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -631788.812500 Penalty: 4263.250977 Iteration 33Q: 3 clusters Score -631788.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -631796.187500 Penalty: 4263.250977 Iteration 34Q: 3 clusters Score -631796.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -631799.562500 Penalty: 4263.250977 Iteration 35Q: 3 clusters Score -631799.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -631804.875000 Penalty: 4263.250977 Iteration 36Q: 3 clusters Score -631804.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -631811.312500 Penalty: 4263.250977 Iteration 37Q: 3 clusters Score -631811.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -631815.750000 Penalty: 4263.250977 Iteration 38Q: 3 clusters Score -631815.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -631819.625000 Penalty: 4263.250977 Iteration 39Q: 3 clusters Score -631819.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -631823.937500 Penalty: 4263.250977 Iteration 40F: 3 clusters Score -631823.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -631827.375000 Penalty: 4263.250977 Iteration 41Q: 3 clusters Score -631827.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -631831.187500 Penalty: 4263.250977 Iteration 42Q: 3 clusters Score -631831.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -631831.375000 Penalty: 4263.250977 Iteration 43Q: 3 clusters Score -631831.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -631831.375000 Penalty: 4263.250977 Iteration 44F: 3 clusters Score -631831.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (150667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150667 members Entering Unmasked Estep Score: -18861492.000000 Penalty: 2956.861328 Iteration 0F: 2 clusters Score -1.886149e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75328 members Mstep: Class 2 contains 75339 members Entering Unmasked Estep Score: -18761844.000000 Penalty: 5913.722656 Iteration 0F: 3 clusters Score -1.876184e+07 nChanged 72190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74460 members Mstep: Class 2 contains 76207 members Entering Unmasked Estep Score: -18803642.000000 Penalty: 5913.722656 Iteration 1F: 3 clusters Score -1.880364e+07 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74119 members Mstep: Class 2 contains 76548 members Entering Unmasked Estep Score: -18804190.000000 Penalty: 5913.722656 Iteration 2Q: 3 clusters Score -1.880419e+07 nChanged 3810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73567 members Mstep: Class 2 contains 77100 members Entering Unmasked Estep Score: -18804924.000000 Penalty: 5913.722656 Iteration 3Q: 3 clusters Score -1.880492e+07 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72671 members Mstep: Class 2 contains 77996 members Entering Unmasked Estep Score: -18805600.000000 Penalty: 5913.722656 Iteration 4Q: 3 clusters Score -1.88056e+07 nChanged 4172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71335 members Mstep: Class 2 contains 79332 members Entering Unmasked Estep Score: -18806446.000000 Penalty: 5913.722656 Iteration 5Q: 3 clusters Score -1.880645e+07 nChanged 4714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69339 members Mstep: Class 2 contains 81328 members Entering Unmasked Estep Score: -18807764.000000 Penalty: 5913.722656 Iteration 6Q: 3 clusters Score -1.880776e+07 nChanged 5409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66462 members Mstep: Class 2 contains 84205 members Entering Unmasked Estep Score: -18809474.000000 Penalty: 5913.722656 Iteration 7Q: 3 clusters Score -1.880947e+07 nChanged 6513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62307 members Mstep: Class 2 contains 88360 members Entering Unmasked Estep Score: -18812168.000000 Penalty: 5913.722656 Iteration 8Q: 3 clusters Score -1.881217e+07 nChanged 7871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56602 members Mstep: Class 2 contains 94065 members Entering Unmasked Estep Score: -18815976.000000 Penalty: 5913.722656 Iteration 9F: 3 clusters Score -1.881598e+07 nChanged 8985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49673 members Mstep: Class 2 contains 100994 members Entering Unmasked Estep Score: -18821554.000000 Penalty: 5913.722656 Iteration 10F: 3 clusters Score -1.882155e+07 nChanged 9571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41832 members Mstep: Class 2 contains 108835 members Entering Unmasked Estep Score: -18828854.000000 Penalty: 5913.722656 Iteration 11F: 3 clusters Score -1.882885e+07 nChanged 8899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34507 members Mstep: Class 2 contains 116160 members Entering Unmasked Estep Score: -18836778.000000 Penalty: 5913.722656 Iteration 12F: 3 clusters Score -1.883678e+07 nChanged 7118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29153 members Mstep: Class 2 contains 121514 members Entering Unmasked Estep Score: -18843052.000000 Penalty: 5913.722656 Iteration 13Q: 3 clusters Score -1.884305e+07 nChanged 5101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25630 members Mstep: Class 2 contains 125037 members Entering Unmasked Estep Score: -18846720.000000 Penalty: 5913.722656 Iteration 14Q: 3 clusters Score -1.884672e+07 nChanged 3397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22991 members Mstep: Class 2 contains 127676 members Entering Unmasked Estep Score: -18848706.000000 Penalty: 5913.722656 Iteration 15Q: 3 clusters Score -1.884871e+07 nChanged 2404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20727 members Mstep: Class 2 contains 129940 members Entering Unmasked Estep Score: -18849932.000000 Penalty: 5913.722656 Iteration 16Q: 3 clusters Score -1.884993e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18677 members Mstep: Class 2 contains 131990 members Entering Unmasked Estep Score: -18850974.000000 Penalty: 5913.722656 Iteration 17Q: 3 clusters Score -1.885097e+07 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16769 members Mstep: Class 2 contains 133898 members Entering Unmasked Estep Score: -18851926.000000 Penalty: 5913.722656 Iteration 18Q: 3 clusters Score -1.885193e+07 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 135594 members Entering Unmasked Estep Score: -18852712.000000 Penalty: 5913.722656 Iteration 19Q: 3 clusters Score -1.885271e+07 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 137158 members Entering Unmasked Estep Score: -18853398.000000 Penalty: 5913.722656 Iteration 20F: 3 clusters Score -1.88534e+07 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 138559 members Entering Unmasked Estep Score: -18853972.000000 Penalty: 5913.722656 Iteration 21Q: 3 clusters Score -1.885397e+07 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10817 members Mstep: Class 2 contains 139850 members Entering Unmasked Estep Score: -18854614.000000 Penalty: 5913.722656 Iteration 22Q: 3 clusters Score -1.885461e+07 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 141020 members Entering Unmasked Estep Score: -18855040.000000 Penalty: 5913.722656 Iteration 23Q: 3 clusters Score -1.885504e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 142136 members Entering Unmasked Estep Score: -18855562.000000 Penalty: 5913.722656 Iteration 24Q: 3 clusters Score -1.885556e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 143120 members Entering Unmasked Estep Score: -18855886.000000 Penalty: 5913.722656 Iteration 25Q: 3 clusters Score -1.885589e+07 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 144006 members Entering Unmasked Estep Score: -18856276.000000 Penalty: 5913.722656 Iteration 26Q: 3 clusters Score -1.885628e+07 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 144779 members Entering Unmasked Estep Score: -18856658.000000 Penalty: 5913.722656 Iteration 27Q: 3 clusters Score -1.885666e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 145443 members Entering Unmasked Estep Score: -18856966.000000 Penalty: 5913.722656 Iteration 28Q: 3 clusters Score -1.885697e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 146031 members Entering Unmasked Estep Score: -18857238.000000 Penalty: 5913.722656 Iteration 29Q: 3 clusters Score -1.885724e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 146556 members Entering Unmasked Estep Score: -18857542.000000 Penalty: 5913.722656 Iteration 30Q: 3 clusters Score -1.885754e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 147030 members Entering Unmasked Estep Score: -18857774.000000 Penalty: 5913.722656 Iteration 31Q: 3 clusters Score -1.885777e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 147438 members Entering Unmasked Estep Score: -18857960.000000 Penalty: 5913.722656 Iteration 32Q: 3 clusters Score -1.885796e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 147781 members Entering Unmasked Estep Score: -18858116.000000 Penalty: 5913.722656 Iteration 33Q: 3 clusters Score -1.885812e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 148060 members Entering Unmasked Estep Score: -18858244.000000 Penalty: 5913.722656 Iteration 34Q: 3 clusters Score -1.885824e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 148286 members Entering Unmasked Estep Score: -18858368.000000 Penalty: 5913.722656 Iteration 35Q: 3 clusters Score -1.885837e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 148477 members Entering Unmasked Estep Score: -18858442.000000 Penalty: 5913.722656 Iteration 36Q: 3 clusters Score -1.885844e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 148635 members Entering Unmasked Estep Score: -18858540.000000 Penalty: 5913.722656 Iteration 37Q: 3 clusters Score -1.885854e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 148777 members Entering Unmasked Estep Score: -18858644.000000 Penalty: 5913.722656 Iteration 38Q: 3 clusters Score -1.885864e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 148891 members Entering Unmasked Estep Score: -18858706.000000 Penalty: 5913.722656 Iteration 39Q: 3 clusters Score -1.885871e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 148996 members Entering Unmasked Estep Score: -18858762.000000 Penalty: 5913.722656 Iteration 40F: 3 clusters Score -1.885876e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 149094 members Entering Unmasked Estep Score: -18858798.000000 Penalty: 5913.722656 Iteration 41Q: 3 clusters Score -1.88588e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 149179 members Entering Unmasked Estep Score: -18858848.000000 Penalty: 5913.722656 Iteration 42Q: 3 clusters Score -1.885885e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 149253 members Entering Unmasked Estep Score: -18858896.000000 Penalty: 5913.722656 Iteration 43Q: 3 clusters Score -1.88589e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 149322 members Entering Unmasked Estep Score: -18858930.000000 Penalty: 5913.722656 Iteration 44Q: 3 clusters Score -1.885893e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 149379 members Entering Unmasked Estep Score: -18858968.000000 Penalty: 5913.722656 Iteration 45Q: 3 clusters Score -1.885897e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 149429 members Entering Unmasked Estep Score: -18858992.000000 Penalty: 5913.722656 Iteration 46Q: 3 clusters Score -1.885899e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 149467 members Entering Unmasked Estep Score: -18859030.000000 Penalty: 5913.722656 Iteration 47Q: 3 clusters Score -1.885903e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 149502 members Entering Unmasked Estep Score: -18859064.000000 Penalty: 5913.722656 Iteration 48Q: 3 clusters Score -1.885906e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 149528 members Entering Unmasked Estep Score: -18859082.000000 Penalty: 5913.722656 Iteration 49Q: 3 clusters Score -1.885908e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 149547 members Entering Unmasked Estep Score: -18859084.000000 Penalty: 5913.722656 Iteration 50Q: 3 clusters Score -1.885908e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 149569 members Entering Unmasked Estep Score: -18859106.000000 Penalty: 5913.722656 Iteration 51Q: 3 clusters Score -1.885911e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 149582 members Entering Unmasked Estep Score: -18859106.000000 Penalty: 5913.722656 Iteration 52Q: 3 clusters Score -1.885911e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 149587 members Entering Unmasked Estep Score: -18859124.000000 Penalty: 5913.722656 Iteration 53Q: 3 clusters Score -1.885912e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 149596 members Entering Unmasked Estep Score: -18859132.000000 Penalty: 5913.722656 Iteration 54Q: 3 clusters Score -1.885913e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 149605 members Entering Unmasked Estep Score: -18859128.000000 Penalty: 5913.722656 Iteration 55Q: 3 clusters Score -1.885913e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 149617 members Entering Unmasked Estep Score: -18859112.000000 Penalty: 5913.722656 Iteration 56Q: 3 clusters Score -1.885911e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 149625 members Entering Unmasked Estep Score: -18859122.000000 Penalty: 5913.722656 Iteration 57Q: 3 clusters Score -1.885912e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 149631 members Entering Unmasked Estep Score: -18859126.000000 Penalty: 5913.722656 Iteration 58Q: 3 clusters Score -1.885913e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 149637 members Entering Unmasked Estep Score: -18859130.000000 Penalty: 5913.722656 Iteration 59Q: 3 clusters Score -1.885913e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 149643 members Entering Unmasked Estep Score: -18859136.000000 Penalty: 5913.722656 Iteration 60F: 3 clusters Score -1.885914e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 149646 members Entering Unmasked Estep Score: -18859130.000000 Penalty: 5913.722656 Iteration 61Q: 3 clusters Score -1.885913e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 149647 members Entering Unmasked Estep Score: -18859130.000000 Penalty: 5913.722656 Iteration 62Q: 3 clusters Score -1.885913e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 149652 members Entering Unmasked Estep Score: -18859136.000000 Penalty: 5913.722656 Iteration 63Q: 3 clusters Score -1.885914e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 149653 members Entering Unmasked Estep Score: -18859134.000000 Penalty: 5913.722656 Iteration 64Q: 3 clusters Score -1.885913e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 149653 members Entering Unmasked Estep Score: -18859134.000000 Penalty: 5913.722656 Iteration 65Q: 3 clusters Score -1.885913e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 149655 members Entering Unmasked Estep Score: -18859134.000000 Penalty: 5913.722656 Iteration 66Q: 3 clusters Score -1.885913e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 149656 members Entering Unmasked Estep Score: -18859138.000000 Penalty: 5913.722656 Iteration 67Q: 3 clusters Score -1.885914e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 149659 members Entering Unmasked Estep Score: -18859136.000000 Penalty: 5913.722656 Iteration 68Q: 3 clusters Score -1.885914e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 149665 members Entering Unmasked Estep Score: -18859144.000000 Penalty: 5913.722656 Iteration 69Q: 3 clusters Score -1.885914e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 149671 members Entering Unmasked Estep Score: -18859154.000000 Penalty: 5913.722656 Iteration 70Q: 3 clusters Score -1.885915e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 149675 members Entering Unmasked Estep Score: -18859156.000000 Penalty: 5913.722656 Iteration 71Q: 3 clusters Score -1.885916e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 149678 members Entering Unmasked Estep Score: -18859162.000000 Penalty: 5913.722656 Iteration 72Q: 3 clusters Score -1.885916e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 149681 members Entering Unmasked Estep Score: -18859162.000000 Penalty: 5913.722656 Iteration 73Q: 3 clusters Score -1.885916e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 149683 members Entering Unmasked Estep Score: -18859156.000000 Penalty: 5913.722656 Iteration 74Q: 3 clusters Score -1.885916e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 149685 members Entering Unmasked Estep Score: -18859140.000000 Penalty: 5913.722656 Iteration 75Q: 3 clusters Score -1.885914e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 149685 members Entering Unmasked Estep Score: -18859140.000000 Penalty: 5913.722656 Iteration 76F: 3 clusters Score -1.885914e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Entering Unmasked Estep Score: -782600.187500 Penalty: 2185.252930 Iteration 0F: 2 clusters Score -782600.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -776952.437500 Penalty: 4370.505859 Iteration 0F: 3 clusters Score -776952.4 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -778464.312500 Penalty: 4370.505859 Iteration 1F: 3 clusters Score -778464.3 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -778772.187500 Penalty: 4370.505859 Iteration 2F: 3 clusters Score -778772.2 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -778994.375000 Penalty: 4370.505859 Iteration 3F: 3 clusters Score -778994.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -779174.875000 Penalty: 4370.505859 Iteration 4Q: 3 clusters Score -779174.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -779333.125000 Penalty: 4370.505859 Iteration 5Q: 3 clusters Score -779333.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -779478.125000 Penalty: 4370.505859 Iteration 6Q: 3 clusters Score -779478.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -779601.062500 Penalty: 4370.505859 Iteration 7Q: 3 clusters Score -779601.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -779727.937500 Penalty: 4370.505859 Iteration 8Q: 3 clusters Score -779727.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -779881.125000 Penalty: 4370.505859 Iteration 9Q: 3 clusters Score -779881.1 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -780079.562500 Penalty: 4370.505859 Iteration 10Q: 3 clusters Score -780079.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -780316.937500 Penalty: 4370.505859 Iteration 11Q: 3 clusters Score -780316.9 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -780569.375000 Penalty: 4370.505859 Iteration 12Q: 3 clusters Score -780569.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -780797.187500 Penalty: 4370.505859 Iteration 13Q: 3 clusters Score -780797.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -780998.375000 Penalty: 4370.505859 Iteration 14Q: 3 clusters Score -780998.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -781146.937500 Penalty: 4370.505859 Iteration 15Q: 3 clusters Score -781146.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -781249.625000 Penalty: 4370.505859 Iteration 16Q: 3 clusters Score -781249.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -781327.562500 Penalty: 4370.505859 Iteration 17Q: 3 clusters Score -781327.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -781386.312500 Penalty: 4370.505859 Iteration 18Q: 3 clusters Score -781386.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -781428.312500 Penalty: 4370.505859 Iteration 19Q: 3 clusters Score -781428.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -781454.687500 Penalty: 4370.505859 Iteration 20F: 3 clusters Score -781454.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -781473.812500 Penalty: 4370.505859 Iteration 21Q: 3 clusters Score -781473.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -781487.125000 Penalty: 4370.505859 Iteration 22Q: 3 clusters Score -781487.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -781495.000000 Penalty: 4370.505859 Iteration 23Q: 3 clusters Score -781495 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -781498.500000 Penalty: 4370.505859 Iteration 24Q: 3 clusters Score -781498.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -781505.000000 Penalty: 4370.505859 Iteration 25Q: 3 clusters Score -781505 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -781510.125000 Penalty: 4370.505859 Iteration 26Q: 3 clusters Score -781510.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -781512.562500 Penalty: 4370.505859 Iteration 27Q: 3 clusters Score -781512.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -781515.812500 Penalty: 4370.505859 Iteration 28Q: 3 clusters Score -781515.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -781518.000000 Penalty: 4370.505859 Iteration 29Q: 3 clusters Score -781518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -781520.062500 Penalty: 4370.505859 Iteration 30Q: 3 clusters Score -781520.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -781522.250000 Penalty: 4370.505859 Iteration 31Q: 3 clusters Score -781522.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -781522.875000 Penalty: 4370.505859 Iteration 32Q: 3 clusters Score -781522.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -781523.000000 Penalty: 4370.505859 Iteration 33Q: 3 clusters Score -781523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -781524.312500 Penalty: 4370.505859 Iteration 34Q: 3 clusters Score -781524.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -781524.687500 Penalty: 4370.505859 Iteration 35Q: 3 clusters Score -781524.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -781525.062500 Penalty: 4370.505859 Iteration 36Q: 3 clusters Score -781525.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -781524.750000 Penalty: 4370.505859 Iteration 37Q: 3 clusters Score -781524.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -781526.812500 Penalty: 4370.505859 Iteration 38Q: 3 clusters Score -781526.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -781528.812500 Penalty: 4370.505859 Iteration 39Q: 3 clusters Score -781528.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -781527.062500 Penalty: 4370.505859 Iteration 40F: 3 clusters Score -781527.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -781532.187500 Penalty: 4370.505859 Iteration 41Q: 3 clusters Score -781532.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -781532.187500 Penalty: 4370.505859 Iteration 42Q: 3 clusters Score -781532.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -781535.375000 Penalty: 4370.505859 Iteration 43Q: 3 clusters Score -781535.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -781533.812500 Penalty: 4370.505859 Iteration 44Q: 3 clusters Score -781533.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -781535.625000 Penalty: 4370.505859 Iteration 45Q: 3 clusters Score -781535.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -781536.187500 Penalty: 4370.505859 Iteration 46Q: 3 clusters Score -781536.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -781536.187500 Penalty: 4370.505859 Iteration 47F: 3 clusters Score -781536.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -85382.226562 Penalty: 1662.390625 Iteration 0F: 2 clusters Score -85382.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -83661.609375 Penalty: 3324.781250 Iteration 0F: 3 clusters Score -83661.61 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -84084.304688 Penalty: 3324.781250 Iteration 1F: 3 clusters Score -84084.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -84382.984375 Penalty: 3324.781250 Iteration 2F: 3 clusters Score -84382.98 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -84680.492188 Penalty: 3324.781250 Iteration 3F: 3 clusters Score -84680.49 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -84992.046875 Penalty: 3324.781250 Iteration 4F: 3 clusters Score -84992.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -85185.382812 Penalty: 3324.781250 Iteration 5Q: 3 clusters Score -85185.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -85381.234375 Penalty: 3324.781250 Iteration 6Q: 3 clusters Score -85381.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -85568.695312 Penalty: 3324.781250 Iteration 7Q: 3 clusters Score -85568.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -85651.000000 Penalty: 3324.781250 Iteration 8Q: 3 clusters Score -85651 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -85739.156250 Penalty: 3324.781250 Iteration 9Q: 3 clusters Score -85739.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -85786.210938 Penalty: 3324.781250 Iteration 10Q: 3 clusters Score -85786.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -85812.601562 Penalty: 3324.781250 Iteration 11Q: 3 clusters Score -85812.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -85816.257812 Penalty: 3324.781250 Iteration 12Q: 3 clusters Score -85816.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -85818.140625 Penalty: 3324.781250 Iteration 13Q: 3 clusters Score -85818.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -85818.140625 Penalty: 3324.781250 Iteration 14F: 3 clusters Score -85818.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 1245 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 1961 members Mstep: Class 8 contains 24727 members Mstep: Class 9 contains 55967 members Mstep: Class 10 contains 22296 members Mstep: Class 11 contains 39649 members Mstep: Class 12 contains 2003 members Mstep: Class 13 contains 42390 members Mstep: Class 14 contains 3552 members Mstep: Class 15 contains 5406 members Mstep: Class 16 contains 150667 members Mstep: Class 17 contains 6711 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 623 members Mstep: Class 20 contains 271 members Mstep: Class 21 contains 5862 members Mstep: Class 22 contains 13548 members Mstep: Class 23 contains 4548 members Entering Unmasked Estep Score: -52025396.000000 Penalty: 74024.335938 Splitting cluster 18 changes total score from -52026456.000000 to -52025396.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Entering Unmasked Estep Score: -64316.144531 Penalty: 1595.767578 Iteration 0F: 2 clusters Score -64316.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -62767.804688 Penalty: 3191.535156 Iteration 0F: 3 clusters Score -62767.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -63119.703125 Penalty: 3191.535156 Iteration 1F: 3 clusters Score -63119.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -63376.710938 Penalty: 3191.535156 Iteration 2F: 3 clusters Score -63376.71 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -63490.125000 Penalty: 3191.535156 Iteration 3Q: 3 clusters Score -63490.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -63555.875000 Penalty: 3191.535156 Iteration 4Q: 3 clusters Score -63555.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -63594.531250 Penalty: 3191.535156 Iteration 5Q: 3 clusters Score -63594.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -63614.042969 Penalty: 3191.535156 Iteration 6Q: 3 clusters Score -63614.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -63617.535156 Penalty: 3191.535156 Iteration 7Q: 3 clusters Score -63617.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -63619.906250 Penalty: 3191.535156 Iteration 8Q: 3 clusters Score -63619.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -63628.878906 Penalty: 3191.535156 Iteration 9Q: 3 clusters Score -63628.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -63631.976562 Penalty: 3191.535156 Iteration 10Q: 3 clusters Score -63631.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -63631.976562 Penalty: 3191.535156 Iteration 11F: 3 clusters Score -63631.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Entering Unmasked Estep Score: -689778.000000 Penalty: 2151.708984 Iteration 0F: 2 clusters Score -689778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -684737.437500 Penalty: 4303.417969 Iteration 0F: 3 clusters Score -684737.4 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -686043.750000 Penalty: 4303.417969 Iteration 1F: 3 clusters Score -686043.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -686263.062500 Penalty: 4303.417969 Iteration 2F: 3 clusters Score -686263.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -686419.000000 Penalty: 4303.417969 Iteration 3Q: 3 clusters Score -686419 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -686542.625000 Penalty: 4303.417969 Iteration 4Q: 3 clusters Score -686542.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -686620.437500 Penalty: 4303.417969 Iteration 5Q: 3 clusters Score -686620.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -686686.750000 Penalty: 4303.417969 Iteration 6Q: 3 clusters Score -686686.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -686739.125000 Penalty: 4303.417969 Iteration 7Q: 3 clusters Score -686739.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -686774.187500 Penalty: 4303.417969 Iteration 8Q: 3 clusters Score -686774.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -686808.062500 Penalty: 4303.417969 Iteration 9Q: 3 clusters Score -686808.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -686839.375000 Penalty: 4303.417969 Iteration 10Q: 3 clusters Score -686839.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -686859.125000 Penalty: 4303.417969 Iteration 11Q: 3 clusters Score -686859.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -686874.312500 Penalty: 4303.417969 Iteration 12Q: 3 clusters Score -686874.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -686881.687500 Penalty: 4303.417969 Iteration 13Q: 3 clusters Score -686881.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -686894.000000 Penalty: 4303.417969 Iteration 14Q: 3 clusters Score -686894 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -686903.875000 Penalty: 4303.417969 Iteration 15Q: 3 clusters Score -686903.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -686920.500000 Penalty: 4303.417969 Iteration 16Q: 3 clusters Score -686920.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -686934.437500 Penalty: 4303.417969 Iteration 17Q: 3 clusters Score -686934.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -686948.625000 Penalty: 4303.417969 Iteration 18Q: 3 clusters Score -686948.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -686966.062500 Penalty: 4303.417969 Iteration 19Q: 3 clusters Score -686966.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -686982.875000 Penalty: 4303.417969 Iteration 20F: 3 clusters Score -686982.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -686998.250000 Penalty: 4303.417969 Iteration 21Q: 3 clusters Score -686998.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -687022.562500 Penalty: 4303.417969 Iteration 22Q: 3 clusters Score -687022.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -687051.812500 Penalty: 4303.417969 Iteration 23Q: 3 clusters Score -687051.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -687075.500000 Penalty: 4303.417969 Iteration 24Q: 3 clusters Score -687075.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -687108.000000 Penalty: 4303.417969 Iteration 25Q: 3 clusters Score -687108 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -687136.500000 Penalty: 4303.417969 Iteration 26Q: 3 clusters Score -687136.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -687167.625000 Penalty: 4303.417969 Iteration 27Q: 3 clusters Score -687167.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -687202.437500 Penalty: 4303.417969 Iteration 28Q: 3 clusters Score -687202.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -687239.375000 Penalty: 4303.417969 Iteration 29Q: 3 clusters Score -687239.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -687272.062500 Penalty: 4303.417969 Iteration 30Q: 3 clusters Score -687272.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -687297.062500 Penalty: 4303.417969 Iteration 31Q: 3 clusters Score -687297.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -687324.250000 Penalty: 4303.417969 Iteration 32Q: 3 clusters Score -687324.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -687362.312500 Penalty: 4303.417969 Iteration 33Q: 3 clusters Score -687362.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -687397.937500 Penalty: 4303.417969 Iteration 34Q: 3 clusters Score -687397.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -687444.187500 Penalty: 4303.417969 Iteration 35Q: 3 clusters Score -687444.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -687475.625000 Penalty: 4303.417969 Iteration 36Q: 3 clusters Score -687475.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -687506.312500 Penalty: 4303.417969 Iteration 37Q: 3 clusters Score -687506.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -687540.250000 Penalty: 4303.417969 Iteration 38Q: 3 clusters Score -687540.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -687563.875000 Penalty: 4303.417969 Iteration 39Q: 3 clusters Score -687563.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -687583.937500 Penalty: 4303.417969 Iteration 40F: 3 clusters Score -687583.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -687609.187500 Penalty: 4303.417969 Iteration 41Q: 3 clusters Score -687609.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -687628.062500 Penalty: 4303.417969 Iteration 42Q: 3 clusters Score -687628.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -687654.687500 Penalty: 4303.417969 Iteration 43Q: 3 clusters Score -687654.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -687675.625000 Penalty: 4303.417969 Iteration 44Q: 3 clusters Score -687675.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -687697.312500 Penalty: 4303.417969 Iteration 45Q: 3 clusters Score -687697.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -687719.687500 Penalty: 4303.417969 Iteration 46Q: 3 clusters Score -687719.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -687744.250000 Penalty: 4303.417969 Iteration 47Q: 3 clusters Score -687744.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -687764.875000 Penalty: 4303.417969 Iteration 48Q: 3 clusters Score -687764.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -687786.875000 Penalty: 4303.417969 Iteration 49Q: 3 clusters Score -687786.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -687800.812500 Penalty: 4303.417969 Iteration 50Q: 3 clusters Score -687800.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -687814.187500 Penalty: 4303.417969 Iteration 51Q: 3 clusters Score -687814.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -687827.250000 Penalty: 4303.417969 Iteration 52Q: 3 clusters Score -687827.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -687842.937500 Penalty: 4303.417969 Iteration 53Q: 3 clusters Score -687842.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -687852.250000 Penalty: 4303.417969 Iteration 54Q: 3 clusters Score -687852.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -687859.375000 Penalty: 4303.417969 Iteration 55Q: 3 clusters Score -687859.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -687861.312500 Penalty: 4303.417969 Iteration 56Q: 3 clusters Score -687861.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -687862.437500 Penalty: 4303.417969 Iteration 57Q: 3 clusters Score -687862.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -687865.562500 Penalty: 4303.417969 Iteration 58Q: 3 clusters Score -687865.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -687866.187500 Penalty: 4303.417969 Iteration 59Q: 3 clusters Score -687866.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -687868.125000 Penalty: 4303.417969 Iteration 60F: 3 clusters Score -687868.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -687867.062500 Penalty: 4303.417969 Iteration 61Q: 3 clusters Score -687867.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -687866.875000 Penalty: 4303.417969 Iteration 62Q: 3 clusters Score -687866.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -687866.875000 Penalty: 4303.417969 Iteration 63F: 3 clusters Score -687866.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Entering Unmasked Estep Score: -1584406.250000 Penalty: 2359.470459 Iteration 0F: 2 clusters Score -1584406 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -1574568.125000 Penalty: 4718.940918 Iteration 0F: 3 clusters Score -1574568 nChanged 5739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1577664.250000 Penalty: 4718.940918 Iteration 1F: 3 clusters Score -1577664 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1578100.000000 Penalty: 4718.940918 Iteration 2F: 3 clusters Score -1578100 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -1578518.375000 Penalty: 4718.940918 Iteration 3F: 3 clusters Score -1578518 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -1578912.375000 Penalty: 4718.940918 Iteration 4F: 3 clusters Score -1578912 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1579338.625000 Penalty: 4718.940918 Iteration 5Q: 3 clusters Score -1579339 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1579799.125000 Penalty: 4718.940918 Iteration 6F: 3 clusters Score -1579799 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -1580196.000000 Penalty: 4718.940918 Iteration 7Q: 3 clusters Score -1580196 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8822 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -1580560.250000 Penalty: 4718.940918 Iteration 8Q: 3 clusters Score -1580560 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1580930.000000 Penalty: 4718.940918 Iteration 9Q: 3 clusters Score -1580930 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1581267.875000 Penalty: 4718.940918 Iteration 10Q: 3 clusters Score -1581268 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1581579.625000 Penalty: 4718.940918 Iteration 11Q: 3 clusters Score -1581580 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1581826.000000 Penalty: 4718.940918 Iteration 12Q: 3 clusters Score -1581826 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1581993.625000 Penalty: 4718.940918 Iteration 13Q: 3 clusters Score -1581994 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1582108.000000 Penalty: 4718.940918 Iteration 14Q: 3 clusters Score -1582108 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -1582188.000000 Penalty: 4718.940918 Iteration 15Q: 3 clusters Score -1582188 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1582258.125000 Penalty: 4718.940918 Iteration 16Q: 3 clusters Score -1582258 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1582315.500000 Penalty: 4718.940918 Iteration 17Q: 3 clusters Score -1582316 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1582368.875000 Penalty: 4718.940918 Iteration 18Q: 3 clusters Score -1582369 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1582426.500000 Penalty: 4718.940918 Iteration 19Q: 3 clusters Score -1582426 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1582485.125000 Penalty: 4718.940918 Iteration 20F: 3 clusters Score -1582485 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1582547.625000 Penalty: 4718.940918 Iteration 21Q: 3 clusters Score -1582548 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1582618.875000 Penalty: 4718.940918 Iteration 22Q: 3 clusters Score -1582619 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1582689.375000 Penalty: 4718.940918 Iteration 23Q: 3 clusters Score -1582689 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1582743.875000 Penalty: 4718.940918 Iteration 24Q: 3 clusters Score -1582744 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1582815.625000 Penalty: 4718.940918 Iteration 25Q: 3 clusters Score -1582816 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -1582888.000000 Penalty: 4718.940918 Iteration 26Q: 3 clusters Score -1582888 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1582949.000000 Penalty: 4718.940918 Iteration 27Q: 3 clusters Score -1582949 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -1583016.250000 Penalty: 4718.940918 Iteration 28Q: 3 clusters Score -1583016 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1583090.500000 Penalty: 4718.940918 Iteration 29Q: 3 clusters Score -1583090 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1583145.875000 Penalty: 4718.940918 Iteration 30Q: 3 clusters Score -1583146 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1583180.250000 Penalty: 4718.940918 Iteration 31Q: 3 clusters Score -1583180 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1583214.500000 Penalty: 4718.940918 Iteration 32Q: 3 clusters Score -1583214 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1583225.375000 Penalty: 4718.940918 Iteration 33Q: 3 clusters Score -1583225 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1583235.125000 Penalty: 4718.940918 Iteration 34Q: 3 clusters Score -1583235 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1583241.750000 Penalty: 4718.940918 Iteration 35Q: 3 clusters Score -1583242 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12492 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1583245.625000 Penalty: 4718.940918 Iteration 36Q: 3 clusters Score -1583246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1583245.375000 Penalty: 4718.940918 Iteration 37Q: 3 clusters Score -1583245 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1583248.250000 Penalty: 4718.940918 Iteration 38Q: 3 clusters Score -1583248 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1583245.125000 Penalty: 4718.940918 Iteration 39Q: 3 clusters Score -1583245 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1583245.125000 Penalty: 4718.940918 Iteration 40F: 3 clusters Score -1583245 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Entering Unmasked Estep Score: -557650.312500 Penalty: 2088.765625 Iteration 0F: 2 clusters Score -557650.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -553386.312500 Penalty: 4177.531250 Iteration 0F: 3 clusters Score -553386.3 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -554396.812500 Penalty: 4177.531250 Iteration 1F: 3 clusters Score -554396.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -554647.562500 Penalty: 4177.531250 Iteration 2F: 3 clusters Score -554647.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -554804.000000 Penalty: 4177.531250 Iteration 3F: 3 clusters Score -554804 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -554938.437500 Penalty: 4177.531250 Iteration 4Q: 3 clusters Score -554938.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -555087.562500 Penalty: 4177.531250 Iteration 5Q: 3 clusters Score -555087.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -555226.062500 Penalty: 4177.531250 Iteration 6Q: 3 clusters Score -555226.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -555385.812500 Penalty: 4177.531250 Iteration 7Q: 3 clusters Score -555385.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -555553.000000 Penalty: 4177.531250 Iteration 8Q: 3 clusters Score -555553 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -555702.062500 Penalty: 4177.531250 Iteration 9Q: 3 clusters Score -555702.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -555870.437500 Penalty: 4177.531250 Iteration 10Q: 3 clusters Score -555870.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -556024.000000 Penalty: 4177.531250 Iteration 11Q: 3 clusters Score -556024 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -556134.500000 Penalty: 4177.531250 Iteration 12Q: 3 clusters Score -556134.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -556210.437500 Penalty: 4177.531250 Iteration 13Q: 3 clusters Score -556210.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -556265.437500 Penalty: 4177.531250 Iteration 14Q: 3 clusters Score -556265.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -556294.375000 Penalty: 4177.531250 Iteration 15Q: 3 clusters Score -556294.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -556306.062500 Penalty: 4177.531250 Iteration 16Q: 3 clusters Score -556306.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -556312.562500 Penalty: 4177.531250 Iteration 17Q: 3 clusters Score -556312.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -556317.562500 Penalty: 4177.531250 Iteration 18Q: 3 clusters Score -556317.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -556321.062500 Penalty: 4177.531250 Iteration 19Q: 3 clusters Score -556321.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -556324.750000 Penalty: 4177.531250 Iteration 20F: 3 clusters Score -556324.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -556326.187500 Penalty: 4177.531250 Iteration 21Q: 3 clusters Score -556326.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -556326.250000 Penalty: 4177.531250 Iteration 22Q: 3 clusters Score -556326.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -556330.750000 Penalty: 4177.531250 Iteration 23Q: 3 clusters Score -556330.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -556331.750000 Penalty: 4177.531250 Iteration 24Q: 3 clusters Score -556331.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -556334.312500 Penalty: 4177.531250 Iteration 25Q: 3 clusters Score -556334.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -556339.187500 Penalty: 4177.531250 Iteration 26Q: 3 clusters Score -556339.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -556345.875000 Penalty: 4177.531250 Iteration 27Q: 3 clusters Score -556345.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -556352.062500 Penalty: 4177.531250 Iteration 28Q: 3 clusters Score -556352.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -556355.625000 Penalty: 4177.531250 Iteration 29Q: 3 clusters Score -556355.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -556360.500000 Penalty: 4177.531250 Iteration 30Q: 3 clusters Score -556360.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -556361.562500 Penalty: 4177.531250 Iteration 31Q: 3 clusters Score -556361.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -556365.750000 Penalty: 4177.531250 Iteration 32Q: 3 clusters Score -556365.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -556368.187500 Penalty: 4177.531250 Iteration 33Q: 3 clusters Score -556368.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -556370.250000 Penalty: 4177.531250 Iteration 34Q: 3 clusters Score -556370.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -556369.062500 Penalty: 4177.531250 Iteration 35Q: 3 clusters Score -556369.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -556371.562500 Penalty: 4177.531250 Iteration 36Q: 3 clusters Score -556371.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -556371.562500 Penalty: 4177.531250 Iteration 37F: 3 clusters Score -556371.6 nChanged 0 --- Evaluating fit on full set of 1297867 points --- Entering Unmasked Estep Score: -155810432.000000 Penalty: 76799.929688 25->23 Clusters: Score -155810432.000000, best is -156250624.000000 Main iterations: 0 (time per=infms) Total iterations: 33803 (time per=176.508594ms) Iterations metric 2: 1171469893632.000000 (time per=5.093191ns) Iterations metric 3: 35144184365056.000000 (time per=169.772613ps) That took 5966.520020 seconds.